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Je regarde comment la « complétude » est calculée et comment le connecteur `apify_social` fonctionne."}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":1108,"cache_read_input_tokens":46100,"cache_creation":{"ephemeral_5m_input_tokens":1108,"ephemeral_1h_input_tokens":0},"output_tokens":3,"service_tier":"standard","inference_geo":"global"},"context_management":null},"parent_tool_use_id":null,"session_id":"eb002d3d-a873-4cca-9361-cb2467df7353","uuid":"342a3559-35f4-42e9-badb-3d010b45d0d3"}}24{"type":"claude","event":{"type":"assistant","message":{"model":"claude-fable-5","id":"msg_011CeG93LWx1F5ngokQKUWQ9","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_016m8ApDppxUxctS3zk9TCYw","name":"Bash","input":{"command":"cd ~/apps/crea-ka && grep -rn -i \"complet\" creaka frontend --include=\"*.py\" --include=\"*.js\" --include=\"*.html\" -l | head; grep -rn -i \"completude\\|completeness\\|complet\" creaka/stats.py | head -20","description":"Find completeness calculation"},"caller":{"type":"direct"}}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":1108,"cache_read_input_tokens":46100,"cache_creation":{"ephemeral_5m_input_tokens":1108,"ephemeral_1h_input_tokens":0},"output_tokens":3,"service_tier":"standard","inference_geo":"global"},"context_management":null},"parent_tool_use_id":null,"session_id":"eb002d3d-a873-4cca-9361-cb2467df7353","uuid":"18763b22-74a8-4483-adad-86014eeebb13"}}25{"type":"claude","event":{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_016m8ApDppxUxctS3zk9TCYw","type":"tool_result","content":"creaka/connectors/x_profil.py\ncreaka/connectors/podcastindex.py\ncreaka/connectors/balados_rss.py\ncreaka/connectors/balados_itunes.py\ncreaka/connectors/youtube_recherche.py\ncreaka/connectors/apify_social.py\ncreaka/db.py\ncreaka/ingest.py\ncreaka/web.py\ncreaka/kapdf.py\ncreaka/stats.py:311: completeness = round((_cov(n_bio) + _cov(n_loc) + _cov(n_reach)\ncreaka/stats.py:322: {\"id\": \"complete\", \"label\": \"Complétude moyenne des fiches \"\ncreaka/stats.py:323: \"(bio, lieu, audience, photo)\", \"value\": completeness,","is_error":false}]},"parent_tool_use_id":null,"session_id":"eb002d3d-a873-4cca-9361-cb2467df7353","uuid":"2187cf5b-1704-43d4-91e4-cad5dccd5e02","timestamp":"2026-08-21T15:35:26.992Z","tool_use_result":{"stdout":"creaka/connectors/x_profil.py\ncreaka/connectors/podcastindex.py\ncreaka/connectors/balados_rss.py\ncreaka/connectors/balados_itunes.py\ncreaka/connectors/youtube_recherche.py\ncreaka/connectors/apify_social.py\ncreaka/db.py\ncreaka/ingest.py\ncreaka/web.py\ncreaka/kapdf.py\ncreaka/stats.py:311: completeness = round((_cov(n_bio) + _cov(n_loc) + _cov(n_reach)\ncreaka/stats.py:322: {\"id\": \"complete\", \"label\": \"Complétude moyenne des fiches \"\ncreaka/stats.py:323: \"(bio, lieu, audience, photo)\", \"value\": completeness,","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false}}}26{"type":"claude","event":{"type":"assistant","message":{"model":"claude-fable-5","id":"msg_011CeG93LWx1F5ngokQKUWQ9","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01SBEuvw94M74tN4dB9nQrWU","name":"Read","input":{"file_path":"/Users/simon-pierreboucher/apps/crea-ka/creaka/connectors/apify_social.py"},"caller":{"type":"direct"}}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":1108,"cache_read_input_tokens":46100,"cache_creation":{"ephemeral_5m_input_tokens":1108,"ephemeral_1h_input_tokens":0},"output_tokens":3,"service_tier":"standard","inference_geo":"global"},"context_management":null},"parent_tool_use_id":null,"session_id":"eb002d3d-a873-4cca-9361-cb2467df7353","uuid":"0de0606a-5792-48ac-81bd-fe274cc88ddd"}}27{"type":"claude","event":{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01SBEuvw94M74tN4dB9nQrWU","type":"tool_result","content":"1\t# ==============================================================================\n2\t# Author: Simon-Pierre Boucher <contact@spboucher.ai>\n3\t# File: creaka/connectors/apify_social.py\n4\t# Desc: Connecteurs Apify MAISON — acteurs KA (~/Desktop/ka-apify-actors,\n5\t# compte gorgeous_thistle) exécutés sur la plateforme Apify avec proxy\n6\t# RÉSIDENTIEL : enrichissement ULTRA DÉTAILLÉ (abonnés, bio, badges,\n7\t# contenu récent avec métriques, engagement) pour Instagram, TikTok,\n8\t# X, Facebook, Threads et Snapchat + découverte Instagram (topsearch).\n9\t# Un passage = UN run d'acteur par plateforme (lot de handles), au lieu\n10\t# d'une requête Scrapfly par profil — moins cher, plus fiable (IP\n11\t# résidentielles + empreinte TLS Chrome côté acteur).\n12\t# ==============================================================================\n13\t\"\"\"Enrichissement multi-plateforme via les acteurs Apify KA.\n14\t\n15\tChaque connecteur d'enrichissement :\n16\t1. sélectionne les comptes de SA plateforme dont `last_checked` est plus vieux\n17\t que `revisit_days` (rotation douce = maîtrise du coût proxy) ;\n18\t2. lance l'acteur `gorgeous_thistle/ka-<plateforme>` avec le lot de handles\n19\t (proxy résidentiel Apify forcé) et attend le dataset ;\n20\t3. applique aux fiches : abonnés/badge (§13), métriques étendues + CONTENU\n21\t récent (posts/vidéos/tweets avec likes, commentaires, vues) dans\n22\t `account.metrics`, avatar/bio manquants, liens de bio → `cross_link` (§12.1).\n23\t\n24\tNécessite APIFY_TOKEN (.env). Sans clé : SkipSource propre (§16/§18).\n25\tUniquement des profils PUBLICS (§15) ; un profil privé/introuvable est ignoré.\n26\t\"\"\"\n27\tfrom __future__ import annotations\n28\t\n29\timport os\n30\timport random\n31\timport time\n32\tfrom concurrent.futures import ThreadPoolExecutor, as_completed\n33\tfrom datetime import datetime, timedelta, timezone\n34\t\n35\timport requests\n36\t\n37\tfrom ..identity import account, merge_accounts\n38\tfrom ..normalize import parse_count, platform_from_url\n39\tfrom ..schema import Creator, now_iso\n40\tfrom .base import BaseConnector, SkipSource\n41\tfrom .linkinbio import is_supported as is_linkinbio\n42\t\n43\tAPIFY_API = \"https://api.apify.com/v2\"\n44\tACTOR_OWNER = \"gorgeous_thistle\"\n45\tRESIDENTIAL = {\"useApifyProxy\": True, \"apifyProxyGroups\": [\"RESIDENTIAL\"]}\n46\t\n47\t# --- parallélisme : on dispose de 256 Go de RAM Apify → au lieu d'UN run à\n48\t# 1 Go, on éclate le lot en tranches lancées EN PARALLÈLE, chacune avec plus de\n49\t# mémoire (donc plus de CPU/vCPU côté Apify) et une concurrence interne accrue.\n50\t# profil « max parallélisme » : ces acteurs sont I/O-bound (requêtes proxy),\n51\t# donc BEAUCOUP de petits runs > peu de gros runs. 32 × 2 Go = 64 Go de pointe\n52\t# (large sous les 256 Go / 128 runs concurrents du plan).\n53\tSHARD_SIZE = int(os.environ.get(\"APIFY_SHARD_SIZE\", \"60\")) # handles / run\n54\tMAX_SHARDS = int(os.environ.get(\"APIFY_MAX_SHARDS\", \"32\")) # runs simultanés\n55\tRUN_MEMORY_MB = int(os.environ.get(\"APIFY_RUN_MEMORY_MB\", \"2048\")) # /run\n56\tRUN_CONCURRENCY = int(os.environ.get(\"APIFY_RUN_CONCURRENCY\", \"10\")) # interne (max 10)\n57\t# rafraîchissement : un compte est re-sondé s'il n'a pas été enrichi depuis\n58\t# REVISIT_DAYS jours. Le watch quotidien couvre ainsi TOUT le bassin en ≤ N j.\n59\tREVISIT_DAYS = int(os.environ.get(\"APIFY_REVISIT_DAYS\", \"7\"))\n60\t\n61\t\n62\tdef _token() -> str:\n63\t token = os.environ.get(\"APIFY_TOKEN\")\n64\t if not token:\n65\t raise SkipSource(\"APIFY_TOKEN manquant (voir .env)\")\n66\t return token\n67\t\n68\t\n69\tdef _launch(name: str, run_input: dict, memory_mb: int,\n70\t retries: int = 6) -> str:\n71\t \"\"\"Démarre un run. Retry sur 400/429 (limite mémoire concurrente atteinte :\n72\t elle se libère quand d'autres tranches terminent) avec backoff.\"\"\"\n73\t headers = {\"Authorization\": f\"Bearer {_token()}\"}\n74\t for attempt in range(retries):\n75\t resp = requests.post(\n76\t f\"{APIFY_API}/acts/{ACTOR_OWNER}~{name}/runs\",\n77\t json=run_input, headers=headers,\n78\t params={\"memory\": memory_mb}, timeout=60)\n79\t if resp.status_code in (400, 429, 402) or resp.status_code >= 500:\n80\t if attempt < retries - 1:\n81\t # backoff + jitter : désynchronise les tranches (évite le\n82\t # lockstep où toutes redemandent la RAM au même instant)\n83\t time.sleep(min(60, 8 * (attempt + 1)) + random.uniform(0, 6))\n84\t continue\n85\t resp.raise_for_status()\n86\t return resp.json()[\"data\"][\"id\"]\n87\t resp.raise_for_status()\n88\t return resp.json()[\"data\"][\"id\"]\n89\t\n90\t\n91\tdef _await_items(run_id: str, name: str, timeout_s: int) -> list[dict]:\n92\t headers = {\"Authorization\": f\"Bearer {_token()}\"}\n93\t t0 = time.time()\n94\t while True:\n95\t time.sleep(15)\n96\t r = requests.get(f\"{APIFY_API}/actor-runs/{run_id}\",\n97\t headers=headers, timeout=60)\n98\t r.raise_for_status()\n99\t status = r.json()[\"data\"]\n100\t if status[\"status\"] in (\"SUCCEEDED\", \"FAILED\", \"ABORTED\", \"TIMED-OUT\"):\n101\t break\n102\t if time.time() - t0 > timeout_s:\n103\t requests.post(f\"{APIFY_API}/actor-runs/{run_id}/abort\",\n104\t headers=headers, timeout=60)\n105\t raise RuntimeError(f\"acteur {name} : délai {timeout_s}s dépassé\")\n106\t if status[\"status\"] != \"SUCCEEDED\":\n107\t raise RuntimeError(f\"acteur {name} : run {status['status']}\")\n108\t dataset = status[\"defaultDatasetId\"]\n109\t items: list[dict] = []\n110\t offset = 0\n111\t while True:\n112\t r = requests.get(f\"{APIFY_API}/datasets/{dataset}/items\",\n113\t params={\"offset\": offset, \"limit\": 1000,\n114\t \"clean\": \"true\"},\n115\t headers=headers, timeout=120)\n116\t r.raise_for_status()\n117\t chunk = r.json()\n118\t items.extend(chunk)\n119\t if len(chunk) < 1000:\n120\t return items\n121\t offset += 1000\n122\t\n123\t\n124\tdef run_actor(name: str, run_input: dict, *, timeout_s: int = 2400,\n125\t memory_mb: int = RUN_MEMORY_MB) -> list[dict]:\n126\t \"\"\"Un seul run (recherche, petit lot).\"\"\"\n127\t return _await_items(_launch(name, run_input, memory_mb), name, timeout_s)\n128\t\n129\t\n130\tdef run_actor_sharded(name: str, base_input: dict, usernames: list[str], *,\n131\t timeout_s: int = 2400,\n132\t shard_size: int = SHARD_SIZE,\n133\t max_shards: int = MAX_SHARDS,\n134\t memory_mb: int = RUN_MEMORY_MB) -> list[dict]:\n135\t \"\"\"Éclate `usernames` en tranches lancées EN PARALLÈLE sur Apify.\n136\t\n137\t Chaque tranche = un run indépendant (mémoire dédiée → plus de CPU). On\n138\t plafonne à `max_shards` runs simultanés (256 Go de RAM = large marge :\n139\t 12 × 4 Go = 48 Go). Les datasets sont fusionnés. Une tranche qui échoue\n140\t n'annule pas les autres.\n141\t \"\"\"\n142\t if not usernames:\n143\t return []\n144\t n = max(1, min(max_shards,\n145\t (len(usernames) + shard_size - 1) // shard_size))\n146\t shards = [usernames[i::n] for i in range(n)] # répartition équilibrée\n147\t items: list[dict] = []\n148\t with ThreadPoolExecutor(max_workers=n) as pool:\n149\t futs = {pool.submit(run_actor, name,\n150\t {**base_input, \"usernames\": shard},\n151\t timeout_s=timeout_s, memory_mb=memory_mb): i\n152\t for i, shard in enumerate(shards) if shard}\n153\t for fut in as_completed(futs):\n154\t try:\n155\t items.extend(fut.result())\n156\t except Exception as exc: # une tranche morte ne bloque pas le reste\n157\t print(f\"[crea-ka] {name} tranche {futs[fut]} échouée : {exc}\")\n158\t return items\n159\t\n160\t\n161\tclass _ApifySocialEnrich(BaseConnector):\n162\t \"\"\"Base commune des enrichissements Apify (un acteur par plateforme).\"\"\"\n163\t\n164\t kind = \"enrichment\"\n165\t platform = \"\" # plateforme canonique (§6.2)\n166\t actor = \"\" # nom court de l'acteur (ka-instagram…)\n167\t cap = 3000 # comptes max par passage (shardé en parallèle)\n168\t revisit_days = REVISIT_DAYS # re-sonde hebdo par défaut (env APIFY_REVISIT_DAYS)\n169\t content_key = \"\" # clé du contenu récent dans l'item acteur\n170\t # clés d'item copiées telles quelles dans account.metrics si non nulles\n171\t metric_map: dict[str, str] = {}\n172\t\n173\t @property\n174\t def _stamp_key(self) -> str:\n175\t # tampon PROPRE au connecteur : quand CE connecteur a enrichi ce compte.\n176\t # On ne se base PAS sur acc.last_checked, re-tamponné par la découverte\n177\t # (kick-decouverte etc.) même sans enrichissement → fausse fraîcheur.\n178\t return f\"{self.source_id}_at\"\n179\t\n180\t def _stale(self, acc) -> bool:\n181\t stamp = (acc.metrics or {}).get(self._stamp_key)\n182\t if not stamp:\n183\t return True\n184\t try:\n185\t seen = datetime.fromisoformat(str(stamp).replace(\"Z\", \"+00:00\"))\n186\t except ValueError:\n187\t return True\n188\t return (datetime.now(timezone.utc) - seen\n189\t > timedelta(days=self.revisit_days))\n190\t\n191\t def extra_input(self) -> dict:\n192\t return {}\n193\t\n194\t def target_of(self, acc) -> str:\n195\t \"\"\"Valeur envoyée à l'acteur pour ce compte (défaut : le handle).\n196\t\n197\t Certaines plateformes exigent autre chose que le handle minusculé —\n198\t ex. Discord, dont le code d'invitation est SENSIBLE À LA CASSE et doit\n199\t être repris depuis l'URL. Le rapprochement se fait ensuite en\n200\t minuscules des deux côtés.\n201\t \"\"\"\n202\t return acc.handle\n203\t\n204\t def enrich(self, creators: list[Creator]) -> list[Creator]:\n205\t targets: dict[str, list] = {}\n206\t for cr in creators:\n207\t acc = next((a for a in cr.platforms\n208\t if a.platform == self.platform and a.handle), None)\n209\t if acc is None or not self._stale(acc):\n210\t continue\n211\t targets.setdefault(self.target_of(acc), []).append((cr, acc))\n212\t if len(targets) >= self.cap:\n213\t break\n214\t if not targets:\n215\t return []\n216\t items = run_actor_sharded(\n217\t self.actor,\n218\t {\"proxyConfiguration\": RESIDENTIAL,\n219\t \"concurrency\": RUN_CONCURRENCY,\n220\t **self.extra_input()},\n221\t sorted(targets))\n222\t by_handle = {str(it.get(\"username\") or \"\").lower(): it\n223\t for it in items if it.get(\"kind\") == \"profile\"}\n224\t enriched: list[Creator] = []\n225\t self.errors = 0\n226\t for handle, pairs in targets.items():\n227\t it = by_handle.get(handle.lower())\n228\t if it is None:\n229\t continue\n230\t if not it.get(\"found\"):\n231\t if str(it.get(\"error\", \"\")).startswith((\"http_5\", \"shell\")):\n232\t self.errors += 1\n233\t continue\n234\t for cr, acc in pairs:\n235\t self.apply(cr, acc, it)\n236\t enriched.append(cr)\n237\t return enriched\n238\t\n239\t # -- application aux fiches ------------------------------------------------\n240\t def apply(self, cr: Creator, acc, it: dict) -> None:\n241\t acc.followers = parse_count(it.get(\"followers\")) or acc.followers\n242\t if it.get(\"is_verified\") is not None:\n243\t acc.verified = bool(it[\"is_verified\"])\n244\t acc.last_checked = now_iso()\n245\t metrics = {dst: it.get(src) for src, dst in self.metric_map.items()\n246\t if it.get(src) is not None}\n247\t if self.content_key and it.get(self.content_key):\n248\t metrics[self.content_key] = it[self.content_key][:12]\n249\t # images du profil : avatar/bannière conservés PAR COMPTE (affichage\n250\t # par plateforme + chaîne de repli côté frontend)\n251\t for img_key in (\"avatar\", \"banner\"):\n252\t if it.get(img_key):\n253\t metrics[img_key] = it[img_key]\n254\t metrics[self._stamp_key] = now_iso() # tampon d'enrichissement propre\n255\t acc.metrics.update(metrics)\n256\t # avatar/bannière de la FICHE : rafraîchis à chaque passage depuis la\n257\t # plateforme principale (les URLs CDN signées expirent — ex. Instagram) ;\n258\t # sinon on remplit seulement les manquants\n259\t if it.get(\"avatar\") and (not cr.avatar_url\n260\t or acc.platform == cr.primary_platform):\n261\t cr.avatar_url = it[\"avatar\"]\n262\t if it.get(\"banner\") and (not getattr(cr, \"banner_url\", None)\n263\t or acc.platform == cr.primary_platform):\n264\t cr.banner_url = it[\"banner\"]\n265\t if not cr.bio and it.get(\"biography\"):\n266\t cr.bio = it[\"biography\"]\n267\t self.cross_links(cr, it)\n268\t\n269\t def cross_links(self, cr: Creator, it: dict) -> None:\n270\t \"\"\"Liens de bio → link-in-bio ou compte `cross_link` (§12.1).\"\"\"\n271\t for url in self.bio_urls(it):\n272\t url = (url or \"\").strip()\n273\t if url and not url.startswith(\"http\"):\n274\t url = \"https://\" + url\n275\t if not url:\n276\t continue\n277\t if is_linkinbio(url) and not cr.link_in_bio_url:\n278\t cr.link_in_bio_url = url\n279\t continue\n280\t hit = platform_from_url(url)\n281\t if hit and hit[0] != self.platform:\n282\t cr.platforms = merge_accounts(cr.platforms, [\n283\t account(hit[0], hit[1], \"cross_link\",\n284\t url=url).finalize()])\n285\t\n286\t def bio_urls(self, it: dict) -> list[str]:\n287\t return []\n288\t\n289\t\n290\tclass ApifyInstagram(_ApifySocialEnrich):\n291\t source_id = \"instagram-apify\"\n292\t platform = \"instagram\"\n293\t actor = \"ka-instagram\"\n294\t cap = 1800\n295\t content_key = \"recent_posts\"\n296\t metric_map = {\"following\": \"following\", \"posts_count\": \"posts\",\n297\t \"category\": \"category\", \"is_business\": \"is_business\",\n298\t \"business_category\": \"business_category\",\n299\t \"highlight_reels\": \"highlight_reels\",\n300\t \"pronouns\": \"pronouns\", \"bio_links\": \"bio_links\",\n301\t \"avg_likes\": \"avg_likes\", \"avg_comments\": \"avg_comments\",\n302\t \"avg_video_views\": \"avg_video_views\",\n303\t \"engagement_rate_pct\": \"engagement_rate_pct\",\n304\t \"posts_per_week\": \"posts_per_week\",\n305\t \"last_post_at\": \"last_post_at\",\n306\t \"video_share_pct\": \"video_share_pct\",\n307\t \"top_post\": \"top_post\"}\n308\t\n309\t def bio_urls(self, it: dict) -> list[str]:\n310\t return [it.get(\"external_url\") or \"\"] + (it.get(\"bio_links\") or [])\n311\t\n312\t def apply(self, cr, acc, it):\n313\t super().apply(cr, acc, it)\n314\t related = [r.get(\"username\") for r in (it.get(\"related_profiles\")\n315\t or []) if r.get(\"username\")]\n316\t if related: # matière première de découvertes futures (§12.1 mention)\n317\t acc.metrics[\"related_profiles\"] = related[:10]\n318\t\n319\t\n320\tclass ApifyTikTok(_ApifySocialEnrich):\n321\t source_id = \"tiktok-apify\"\n322\t platform = \"tiktok\"\n323\t actor = \"ka-tiktok\"\n324\t cap = 1800\n325\t content_key = \"recent_videos\"\n326\t metric_map = {\"following\": \"following\", \"total_likes\": \"likes\",\n327\t \"videos_count\": \"videos\", \"region\": \"region\",\n328\t \"friends\": \"friends\", \"is_seller\": \"is_seller\",\n329\t \"is_live_now\": \"is_live_now\",\n330\t \"commerce_category\": \"commerce_category\",\n331\t \"account_created_at\": \"account_created_at\",\n332\t \"avg_views\": \"avg_views\", \"avg_likes\": \"avg_likes\",\n333\t \"avg_comments\": \"avg_comments\", \"avg_shares\": \"avg_shares\",\n334\t \"engagement_rate_pct\": \"engagement_rate_pct\",\n335\t \"videos_per_week\": \"videos_per_week\",\n336\t \"last_video_at\": \"last_video_at\",\n337\t \"top_hashtags\": \"top_hashtags\", \"language\": \"language\",\n338\t \"top_video\": \"top_video\"}\n339\t\n340\t def bio_urls(self, it: dict) -> list[str]:\n341\t return [it.get(\"bio_link\") or \"\"]\n342\t\n343\t\n344\tclass ApifyX(_ApifySocialEnrich):\n345\t source_id = \"x-apify\"\n346\t platform = \"x\"\n347\t actor = \"ka-x\"\n348\t cap = 1800\n349\t content_key = \"recent_tweets\"\n350\t metric_map = {\"following\": \"following\", \"tweets_count\": \"tweets\",\n351\t \"location\": \"location\", \"created_at\": \"created_at\",\n352\t \"listed_count\": \"listed\", \"account_age_days\": \"account_age_days\",\n353\t \"avg_likes\": \"avg_likes\", \"avg_retweets\": \"avg_retweets\",\n354\t \"avg_replies\": \"avg_replies\",\n355\t \"engagement_rate_pct\": \"engagement_rate_pct\",\n356\t \"tweets_per_week\": \"tweets_per_week\",\n357\t \"last_tweet_at\": \"last_tweet_at\",\n358\t \"media_share_pct\": \"media_share_pct\",\n359\t \"reply_share_pct\": \"reply_share_pct\",\n360\t \"is_blue_verified\": \"is_blue_verified\",\n361\t \"likes_given\": \"likes_given\", \"website\": \"website\",\n362\t \"top_hashtags\": \"top_hashtags\", \"top_tweet\": \"top_tweet\"}\n363\t\n364\t def extra_input(self) -> dict:\n365\t return {\"maxTweets\": 20}\n366\t\n367\t def bio_urls(self, it: dict) -> list[str]:\n368\t return [it.get(\"website\") or \"\"]\n369\t\n370\t\n371\tclass ApifyFacebook(_ApifySocialEnrich):\n372\t source_id = \"facebook-apify\"\n373\t platform = \"facebook\"\n374\t actor = \"ka-facebook\"\n375\t cap = 400\n376\t revisit_days = 7\n377\t metric_map = {\"category\": \"category\"}\n378\t\n379\t\n380\tclass ApifyThreads(_ApifySocialEnrich):\n381\t source_id = \"threads-apify\"\n382\t platform = \"threads\"\n383\t actor = \"ka-threads\"\n384\t cap = 60\n385\t revisit_days = 7\n386\t content_key = \"recent_posts\"\n387\t metric_map = {\"avg_likes\": \"avg_likes\", \"top_post\": \"top_post\"}\n388\t\n389\t\n390\tclass ApifySnapchat(_ApifySocialEnrich):\n391\t source_id = \"snapchat-apify\"\n392\t platform = \"snapchat\"\n393\t actor = \"ka-snapchat\"\n394\t cap = 60\n395\t revisit_days = 7\n396\t metric_map = {\"category\": \"category\", \"has_story\": \"has_story\",\n397\t \"has_spotlight\": \"has_spotlight\", \"address\": \"address\",\n398\t \"subcategory\": \"subcategory\",\n399\t \"publisher_type\": \"publisher_type\",\n400\t \"story_snaps_count\": \"story_snaps\",\n401\t \"lenses_count\": \"lenses\",\n402\t \"story_previews\": \"story_previews\",\n403\t \"spotlight_previews\": \"spotlight_previews\",\n404\t \"website\": \"website\",\n405\t \"spotlight_highlights_count\": \"spotlight_highlights\"}\n406\t\n407\t def bio_urls(self, it: dict) -> list[str]:\n408\t return [it.get(\"website\") or \"\"]\n409\t\n410\t\n411\tclass ApifyYouTube(_ApifySocialEnrich):\n412\t source_id = \"youtube-apify\"\n413\t platform = \"youtube\"\n414\t actor = \"ka-youtube\"\n415\t cap = 1800\n416\t content_key = \"recent_videos\"\n417\t metric_map = {\"videos_count\": \"videos\", \"country\": \"country\",\n418\t \"keywords\": \"keywords\", \"channel_id\": \"channel_id\",\n419\t \"avg_views\": \"avg_views\", \"top_video\": \"top_video\",\n420\t \"total_views\": \"total_views\", \"joined_date\": \"joined_date\",\n421\t \"external_links\": \"external_links\",\n422\t \"last_video_published\": \"last_video_published\"}\n423\t\n424\t def bio_urls(self, it: dict) -> list[str]:\n425\t # liens externes AUTO-DÉCLARÉS de la page À propos → cross_link (§12.1)\n426\t return [ln.get(\"url\") or \"\" for ln in (it.get(\"external_links\") or [])\n427\t if isinstance(ln, dict)]\n428\t\n429\t\n430\tclass ApifyTwitch(_ApifySocialEnrich):\n431\t source_id = \"twitch-apify\"\n432\t platform = \"twitch\"\n433\t actor = \"ka-twitch\"\n434\t cap = 1200\n435\t content_key = \"recent_videos\"\n436\t metric_map = {\"is_partner\": \"is_partner\", \"is_affiliate\": \"is_affiliate\",\n437\t \"team\": \"team\", \"created_at\": \"created_at\",\n438\t \"is_live_now\": \"is_live_now\", \"live_viewers\": \"live_viewers\",\n439\t \"live_game\": \"live_game\",\n440\t \"last_broadcast_at\": \"last_broadcast_at\",\n441\t \"last_broadcast_game\": \"last_broadcast_game\",\n442\t \"last_broadcast_title\": \"last_broadcast_title\",\n443\t \"live_title\": \"live_title\",\n444\t \"live_thumbnail\": \"live_thumbnail\",\n445\t \"avg_video_views\": \"avg_video_views\",\n446\t \"social_links\": \"social_links\",\n447\t \"recent_games\": \"recent_games\"}\n448\t\n449\t def bio_urls(self, it: dict) -> list[str]:\n450\t # panneau « À propos » Twitch : liens sociaux AUTO-DÉCLARÉS (§12.1)\n451\t return [ln.get(\"url\") or \"\" for ln in (it.get(\"social_links\") or [])\n452\t if isinstance(ln, dict)]\n453\t\n454\t\n455\tclass ApifyKick(_ApifySocialEnrich):\n456\t source_id = \"kick-apify\"\n457\t platform = \"kick\"\n458\t actor = \"ka-kick\"\n459\t cap = 600\n460\t metric_map = {\"is_live_now\": \"is_live_now\", \"live_viewers\": \"live_viewers\",\n461\t \"subscription_enabled\": \"subscription_enabled\",\n462\t \"live_title\": \"live_title\",\n463\t \"live_thumbnail\": \"live_thumbnail\",\n464\t \"live_category\": \"live_category\",\n465\t \"vod_enabled\": \"vod_enabled\",\n466\t \"recent_categories\": \"recent_categories\"}\n467\t\n468\t def cross_links(self, cr: Creator, it: dict) -> None:\n469\t \"\"\"Liens sociaux AUTO-DÉCLARÉS de la fiche Kick → cross_link (§12.1).\"\"\"\n470\t socials = it.get(\"social_links\") or {}\n471\t tmpl = {\"instagram\": \"https://instagram.com/{}\",\n472\t \"twitter\": \"https://x.com/{}\",\n473\t \"youtube\": \"https://youtube.com/{}\",\n474\t \"tiktok\": \"https://www.tiktok.com/@{}\",\n475\t \"facebook\": \"https://facebook.com/{}\",\n476\t \"discord\": \"https://discord.gg/{}\"}\n477\t for key, val in socials.items():\n478\t val = (val or \"\").strip()\n479\t if not val:\n480\t continue\n481\t url = val if val.startswith(\"http\") else \\\n482\t tmpl.get(key, \"{}\").format(val.lstrip(\"@\"))\n483\t hit = platform_from_url(url)\n484\t if hit and hit[0] != self.platform:\n485\t cr.platforms = merge_accounts(cr.platforms, [\n486\t account(hit[0], hit[1], \"cross_link\",\n487\t url=url).finalize()])\n488\t\n489\t\n490\tclass ApifyOnlyFans(_ApifySocialEnrich):\n491\t source_id = \"onlyfans-apify\"\n492\t platform = \"onlyfans\"\n493\t actor = \"ka-onlyfans\"\n494\t cap = 100\n495\t revisit_days = 7\n496\t metric_map = {\"posts_count\": \"posts\", \"photos_count\": \"photos\",\n497\t \"videos_count\": \"videos\", \"likes\": \"likes\",\n498\t \"streams_count\": \"streams\",\n499\t \"subscribe_price_usd\": \"subscribe_price_usd\",\n500\t \"is_free\": \"is_free\", \"location\": \"location\"}\n501\t\n502\t def bio_urls(self, it: dict) -> list[str]:\n503\t return [it.get(\"website\") or \"\"]\n504\t\n505\t\n506\tclass ApifyFansly(_ApifySocialEnrich):\n507\t source_id = \"fansly-apify\"\n508\t platform = \"fansly\"\n509\t actor = \"ka-fansly\"\n510\t cap = 600\n511\t revisit_days = 7\n512\t metric_map = {\"posts_count\": \"posts\", \"images_count\": \"images\",\n513\t \"videos_count\": \"videos\", \"likes\": \"likes\",\n514\t \"following\": \"following\", \"location\": \"location\"}\n515\t\n516\t\n517\tclass ApifyPatreon(_ApifySocialEnrich):\n518\t source_id = \"patreon-apify\"\n519\t platform = \"patreon\"\n520\t actor = \"ka-patreon\"\n521\t cap = 400\n522\t revisit_days = 7\n523\t metric_map = {\"patrons\": \"patrons\", \"posts_count\": \"posts\",\n524\t \"is_monthly\": \"is_monthly\", \"is_nsfw\": \"is_nsfw\",\n525\t \"creation_name\": \"creation_name\",\n526\t \"social_links\": \"social_links\"}\n527\t\n528\t def bio_urls(self, it: dict) -> list[str]:\n529\t # liens sociaux AUTO-DÉCLARÉS de la campagne Patreon → cross_link\n530\t return list((it.get(\"social_links\") or {}).values())\n531\t\n532\t\n533\tclass ApifyDiscord(_ApifySocialEnrich):\n534\t source_id = \"discord-apify\"\n535\t platform = \"discord\"\n536\t actor = \"ka-discord\"\n537\t cap = 400\n538\t revisit_days = 7\n539\t metric_map = {\"members\": \"members\", \"online\": \"online\", \"boosts\": \"boosts\",\n540\t \"partnered\": \"partnered\", \"guild_id\": \"guild_id\",\n541\t \"channel\": \"channel\", \"splash\": \"splash\",\n542\t \"vanity_url_code\": \"vanity_url_code\"}\n543\t\n544\t def target_of(self, acc) -> str:\n545\t \"\"\"Code d'invitation SENSIBLE À LA CASSE, repris de l'URL (pas du\n546\t handle minusculé) : discord.gg/<CODE> ou discord.com/invite/<CODE>.\"\"\"\n547\t url = acc.url or \"\"\n548\t for sep in (\"discord.gg/\", \"discord.com/invite/\", \"/invite/\"):\n549\t if sep in url:\n550\t return url.split(sep, 1)[1].split(\"/\")[0].split(\"?\")[0]\n551\t return acc.handle\n552\t\n553\t\n554\t# --- découverte Instagram (topsearch, mots-clés QC) ---------------------------\n555\t\n556\t# thèmes × marqueurs QC — mêmes familles que youtube-recherche, adaptées à la\n557\t# recherche d'UTILISATEURS Instagram (courtes, telles qu'on tape dans l'app)\n558\t_THEMES = [\"humoriste\", \"gamer\", \"gaming\", \"maquillage\", \"beauté\", \"fitness\",\n559\t \"cuisine\", \"chef\", \"mode\", \"voyage\", \"musique\", \"chanteuse\",\n560\t \"chanteur\", \"danse\", \"maman\", \"papa\", \"plein air\", \"chasse\",\n561\t \"pêche\", \"photographe\", \"artiste\", \"peintre\", \"tatoueur\",\n562\t \"coiffure\", \"esthétique\", \"auto\", \"moto\", \"déco\", \"immobilier\",\n563\t \"entrepreneure\", \"podcast\", \"comédien\", \"comédienne\", \"drag\",\n564\t \"twitch\", \"youtubeur\", \"youtubeuse\", \"tiktokeuse\", \"influenceuse\",\n565\t \"créateur de contenu\", \"créatrice de contenu\"]\n566\t_MARKERS = [\"québec\", \"qc\", \"montréal\", \"mtl\"]\n567\t\n568\t\n569\tclass InstagramDecouverteApify(BaseConnector):\n570\t \"\"\"Découverte Instagram par recherche de mots-clés QC (acteur ka-instagram).\n571\t\n572\t L'endpoint topsearch du web public retourne les meilleurs comptes pour un\n573\t mot-clé (nom, handle, abonnés approximatifs, badge). Requêtes tournantes\n574\t (~40/passage sur ~160 combinaisons) pour accumuler sans re-payer les mêmes\n575\t résultats chaque jour. Signal : profil_source (0.98) — le compte découvert\n576\t EST la source de la fiche.\n577\t \"\"\"\n578\t\n579\t source_id = \"instagram-decouverte\"\n580\t kind = \"discovery\"\n581\t queries_per_pass = 40\n582\t\n583\t def build_queries(self) -> list[str]:\n584\t combos = [f\"{t} {m}\" for t in _THEMES for m in _MARKERS]\n585\t day = datetime.now(timezone.utc).timetuple().tm_yday\n586\t start = (day * self.queries_per_pass) % len(combos)\n587\t rotated = combos[start:] + combos[:start]\n588\t return rotated[:self.queries_per_pass]\n589\t\n590\t def fetch(self) -> list[Creator]:\n591\t # NOTE 2026-08-18 : l'endpoint topsearch du web public exige désormais\n592\t # une session authentifiée (401 « Server Error » depuis toute IP non\n593\t # connectée). La découverte par mots-clés est donc suspendue proprement\n594\t # jusqu'à ce qu'une voie publique existe ; l'enrichissement Instagram\n595\t # (instagram-apify) alimente `related_profiles` comme graine future.\n596\t raise SkipSource(\"topsearch Instagram exige une session connectée \"\n597\t \"(voie publique fermée le 2026-08-18)\")\n598\t items = run_actor(\"ka-instagram\", { # noqa: unreachable (repli futur)\n599\t \"usernames\": [],\n600\t \"queries\": self.build_queries(),\n601\t \"proxyConfiguration\": RESIDENTIAL,\n602\t })\n603\t creators: list[Creator] = []\n604\t seen: set[str] = set()\n605\t for it in items:\n606\t if it.get(\"kind\") != \"search_user\" or not it.get(\"username\"):\n607\t continue\n608\t handle = str(it[\"username\"]).lower()\n609\t if handle in seen:\n610\t continue\n611\t seen.add(handle)\n612\t acc = account(\"instagram\", handle, \"profil_source\",\n613\t followers=parse_count(it.get(\"followers\")),\n614\t verified=it.get(\"is_verified\"),\n615\t url=f\"https://www.instagram.com/{handle}/\")\n616\t creators.append(Creator(\n617\t source=self.source_id,\n618\t external_id=handle,\n619\t display_name=it.get(\"full_name\") or handle,\n620\t avatar_url=it.get(\"avatar\") or None,\n621\t platforms=[acc],\n622\t notes=f\"découvert via recherche Instagram « {it.get('query')} »\",\n623\t ))\n624\t return creators\n625\t"}]},"parent_tool_use_id":null,"session_id":"eb002d3d-a873-4cca-9361-cb2467df7353","uuid":"a00dff41-a19f-4ee9-b4a2-1e9a3e781e64","timestamp":"2026-08-21T15:35:27.219Z","tool_use_result":{"type":"text","file":{"filePath":"/Users/simon-pierreboucher/apps/crea-ka/creaka/connectors/apify_social.py","content":"# ==============================================================================\n# Author: Simon-Pierre Boucher <contact@spboucher.ai>\n# File: creaka/connectors/apify_social.py\n# Desc: Connecteurs Apify MAISON — acteurs KA (~/Desktop/ka-apify-actors,\n# compte gorgeous_thistle) exécutés sur la plateforme Apify avec proxy\n# RÉSIDENTIEL : enrichissement ULTRA DÉTAILLÉ (abonnés, bio, badges,\n# contenu récent avec métriques, engagement) pour Instagram, TikTok,\n# X, Facebook, Threads et Snapchat + découverte Instagram (topsearch).\n# Un passage = UN run d'acteur par plateforme (lot de handles), au lieu\n# d'une requête Scrapfly par profil — moins cher, plus fiable (IP\n# résidentielles + empreinte TLS Chrome côté acteur).\n# ==============================================================================\n\"\"\"Enrichissement multi-plateforme via les acteurs Apify KA.\n\nChaque connecteur d'enrichissement :\n1. sélectionne les comptes de SA plateforme dont `last_checked` est plus vieux\n que `revisit_days` (rotation douce = maîtrise du coût proxy) ;\n2. lance l'acteur `gorgeous_thistle/ka-<plateforme>` avec le lot de handles\n (proxy résidentiel Apify forcé) et attend le dataset ;\n3. applique aux fiches : abonnés/badge (§13), métriques étendues + CONTENU\n récent (posts/vidéos/tweets avec likes, commentaires, vues) dans\n `account.metrics`, avatar/bio manquants, liens de bio → `cross_link` (§12.1).\n\nNécessite APIFY_TOKEN (.env). Sans clé : SkipSource propre (§16/§18).\nUniquement des profils PUBLICS (§15) ; un profil privé/introuvable est ignoré.\n\"\"\"\nfrom __future__ import annotations\n\nimport os\nimport random\nimport time\nfrom concurrent.futures import ThreadPoolExecutor, as_completed\nfrom datetime import datetime, timedelta, timezone\n\nimport requests\n\nfrom ..identity import account, merge_accounts\nfrom ..normalize import parse_count, platform_from_url\nfrom ..schema import Creator, now_iso\nfrom .base import BaseConnector, SkipSource\nfrom .linkinbio import is_supported as is_linkinbio\n\nAPIFY_API = \"https://api.apify.com/v2\"\nACTOR_OWNER = \"gorgeous_thistle\"\nRESIDENTIAL = {\"useApifyProxy\": True, \"apifyProxyGroups\": [\"RESIDENTIAL\"]}\n\n# --- parallélisme : on dispose de 256 Go de RAM Apify → au lieu d'UN run à\n# 1 Go, on éclate le lot en tranches lancées EN PARALLÈLE, chacune avec plus de\n# mémoire (donc plus de CPU/vCPU côté Apify) et une concurrence interne accrue.\n# profil « max parallélisme » : ces acteurs sont I/O-bound (requêtes proxy),\n# donc BEAUCOUP de petits runs > peu de gros runs. 32 × 2 Go = 64 Go de pointe\n# (large sous les 256 Go / 128 runs concurrents du plan).\nSHARD_SIZE = int(os.environ.get(\"APIFY_SHARD_SIZE\", \"60\")) # handles / run\nMAX_SHARDS = int(os.environ.get(\"APIFY_MAX_SHARDS\", \"32\")) # runs simultanés\nRUN_MEMORY_MB = int(os.environ.get(\"APIFY_RUN_MEMORY_MB\", \"2048\")) # /run\nRUN_CONCURRENCY = int(os.environ.get(\"APIFY_RUN_CONCURRENCY\", \"10\")) # interne (max 10)\n# rafraîchissement : un compte est re-sondé s'il n'a pas été enrichi depuis\n# REVISIT_DAYS jours. Le watch quotidien couvre ainsi TOUT le bassin en ≤ N j.\nREVISIT_DAYS = int(os.environ.get(\"APIFY_REVISIT_DAYS\", \"7\"))\n\n\ndef _token() -> str:\n token = os.environ.get(\"APIFY_TOKEN\")\n if not token:\n raise SkipSource(\"APIFY_TOKEN manquant (voir .env)\")\n return token\n\n\ndef _launch(name: str, run_input: dict, memory_mb: int,\n retries: int = 6) -> str:\n \"\"\"Démarre un run. Retry sur 400/429 (limite mémoire concurrente atteinte :\n elle se libère quand d'autres tranches terminent) avec backoff.\"\"\"\n headers = {\"Authorization\": f\"Bearer {_token()}\"}\n for attempt in range(retries):\n resp = requests.post(\n f\"{APIFY_API}/acts/{ACTOR_OWNER}~{name}/runs\",\n json=run_input, headers=headers,\n params={\"memory\": memory_mb}, timeout=60)\n if resp.status_code in (400, 429, 402) or resp.status_code >= 500:\n if attempt < retries - 1:\n # backoff + jitter : désynchronise les tranches (évite le\n # lockstep où toutes redemandent la RAM au même instant)\n time.sleep(min(60, 8 * (attempt + 1)) + random.uniform(0, 6))\n continue\n resp.raise_for_status()\n return resp.json()[\"data\"][\"id\"]\n resp.raise_for_status()\n return resp.json()[\"data\"][\"id\"]\n\n\ndef _await_items(run_id: str, name: str, timeout_s: int) -> list[dict]:\n headers = {\"Authorization\": f\"Bearer {_token()}\"}\n t0 = time.time()\n while True:\n time.sleep(15)\n r = requests.get(f\"{APIFY_API}/actor-runs/{run_id}\",\n headers=headers, timeout=60)\n r.raise_for_status()\n status = r.json()[\"data\"]\n if status[\"status\"] in (\"SUCCEEDED\", \"FAILED\", \"ABORTED\", \"TIMED-OUT\"):\n break\n if time.time() - t0 > timeout_s:\n requests.post(f\"{APIFY_API}/actor-runs/{run_id}/abort\",\n headers=headers, timeout=60)\n raise RuntimeError(f\"acteur {name} : délai {timeout_s}s dépassé\")\n if status[\"status\"] != \"SUCCEEDED\":\n raise RuntimeError(f\"acteur {name} : run {status['status']}\")\n dataset = status[\"defaultDatasetId\"]\n items: list[dict] = []\n offset = 0\n while True:\n r = requests.get(f\"{APIFY_API}/datasets/{dataset}/items\",\n params={\"offset\": offset, \"limit\": 1000,\n \"clean\": \"true\"},\n headers=headers, timeout=120)\n r.raise_for_status()\n chunk = r.json()\n items.extend(chunk)\n if len(chunk) < 1000:\n return items\n offset += 1000\n\n\ndef run_actor(name: str, run_input: dict, *, timeout_s: int = 2400,\n memory_mb: int = RUN_MEMORY_MB) -> list[dict]:\n \"\"\"Un seul run (recherche, petit lot).\"\"\"\n return _await_items(_launch(name, run_input, memory_mb), name, timeout_s)\n\n\ndef run_actor_sharded(name: str, base_input: dict, usernames: list[str], *,\n timeout_s: int = 2400,\n shard_size: int = SHARD_SIZE,\n max_shards: int = MAX_SHARDS,\n memory_mb: int = RUN_MEMORY_MB) -> list[dict]:\n \"\"\"Éclate `usernames` en tranches lancées EN PARALLÈLE sur Apify.\n\n Chaque tranche = un run indépendant (mémoire dédiée → plus de CPU). On\n plafonne à `max_shards` runs simultanés (256 Go de RAM = large marge :\n 12 × 4 Go = 48 Go). Les datasets sont fusionnés. Une tranche qui échoue\n n'annule pas les autres.\n \"\"\"\n if not usernames:\n return []\n n = max(1, min(max_shards,\n (len(usernames) + shard_size - 1) // shard_size))\n shards = [usernames[i::n] for i in range(n)] # répartition équilibrée\n items: list[dict] = []\n with ThreadPoolExecutor(max_workers=n) as pool:\n futs = {pool.submit(run_actor, name,\n {**base_input, \"usernames\": shard},\n timeout_s=timeout_s, memory_mb=memory_mb): i\n for i, shard in enumerate(shards) if shard}\n for fut in as_completed(futs):\n try:\n items.extend(fut.result())\n except Exception as exc: # une tranche morte ne bloque pas le reste\n print(f\"[crea-ka] {name} tranche {futs[fut]} échouée : {exc}\")\n return items\n\n\nclass _ApifySocialEnrich(BaseConnector):\n \"\"\"Base commune des enrichissements Apify (un acteur par plateforme).\"\"\"\n\n kind = \"enrichment\"\n platform = \"\" # plateforme canonique (§6.2)\n actor = \"\" # nom court de l'acteur (ka-instagram…)\n cap = 3000 # comptes max par passage (shardé en parallèle)\n revisit_days = REVISIT_DAYS # re-sonde hebdo par défaut (env APIFY_REVISIT_DAYS)\n content_key = \"\" # clé du contenu récent dans l'item acteur\n # clés d'item copiées telles quelles dans account.metrics si non nulles\n metric_map: dict[str, str] = {}\n\n @property\n def _stamp_key(self) -> str:\n # tampon PROPRE au connecteur : quand CE connecteur a enrichi ce compte.\n # On ne se base PAS sur acc.last_checked, re-tamponné par la découverte\n # (kick-decouverte etc.) même sans enrichissement → fausse fraîcheur.\n return f\"{self.source_id}_at\"\n\n def _stale(self, acc) -> bool:\n stamp = (acc.metrics or {}).get(self._stamp_key)\n if not stamp:\n return True\n try:\n seen = datetime.fromisoformat(str(stamp).replace(\"Z\", \"+00:00\"))\n except ValueError:\n return True\n return (datetime.now(timezone.utc) - seen\n > timedelta(days=self.revisit_days))\n\n def extra_input(self) -> dict:\n return {}\n\n def target_of(self, acc) -> str:\n \"\"\"Valeur envoyée à l'acteur pour ce compte (défaut : le handle).\n\n Certaines plateformes exigent autre chose que le handle minusculé —\n ex. Discord, dont le code d'invitation est SENSIBLE À LA CASSE et doit\n être repris depuis l'URL. Le rapprochement se fait ensuite en\n minuscules des deux côtés.\n \"\"\"\n return acc.handle\n\n def enrich(self, creators: list[Creator]) -> list[Creator]:\n targets: dict[str, list] = {}\n for cr in creators:\n acc = next((a for a in cr.platforms\n if a.platform == self.platform and a.handle), None)\n if acc is None or not self._stale(acc):\n continue\n targets.setdefault(self.target_of(acc), []).append((cr, acc))\n if len(targets) >= self.cap:\n break\n if not targets:\n return []\n items = run_actor_sharded(\n self.actor,\n {\"proxyConfiguration\": RESIDENTIAL,\n \"concurrency\": RUN_CONCURRENCY,\n **self.extra_input()},\n sorted(targets))\n by_handle = {str(it.get(\"username\") or \"\").lower(): it\n for it in items if it.get(\"kind\") == \"profile\"}\n enriched: list[Creator] = []\n self.errors = 0\n for handle, pairs in targets.items():\n it = by_handle.get(handle.lower())\n if it is None:\n continue\n if not it.get(\"found\"):\n if str(it.get(\"error\", \"\")).startswith((\"http_5\", \"shell\")):\n self.errors += 1\n continue\n for cr, acc in pairs:\n self.apply(cr, acc, it)\n enriched.append(cr)\n return enriched\n\n # -- application aux fiches ------------------------------------------------\n def apply(self, cr: Creator, acc, it: dict) -> None:\n acc.followers = parse_count(it.get(\"followers\")) or acc.followers\n if it.get(\"is_verified\") is not None:\n acc.verified = bool(it[\"is_verified\"])\n acc.last_checked = now_iso()\n metrics = {dst: it.get(src) for src, dst in self.metric_map.items()\n if it.get(src) is not None}\n if self.content_key and it.get(self.content_key):\n metrics[self.content_key] = it[self.content_key][:12]\n # images du profil : avatar/bannière conservés PAR COMPTE (affichage\n # par plateforme + chaîne de repli côté frontend)\n for img_key in (\"avatar\", \"banner\"):\n if it.get(img_key):\n metrics[img_key] = it[img_key]\n metrics[self._stamp_key] = now_iso() # tampon d'enrichissement propre\n acc.metrics.update(metrics)\n # avatar/bannière de la FICHE : rafraîchis à chaque passage depuis la\n # plateforme principale (les URLs CDN signées expirent — ex. Instagram) ;\n # sinon on remplit seulement les manquants\n if it.get(\"avatar\") and (not cr.avatar_url\n or acc.platform == cr.primary_platform):\n cr.avatar_url = it[\"avatar\"]\n if it.get(\"banner\") and (not getattr(cr, \"banner_url\", None)\n or acc.platform == cr.primary_platform):\n cr.banner_url = it[\"banner\"]\n if not cr.bio and it.get(\"biography\"):\n cr.bio = it[\"biography\"]\n self.cross_links(cr, it)\n\n def cross_links(self, cr: Creator, it: dict) -> None:\n \"\"\"Liens de bio → link-in-bio ou compte `cross_link` (§12.1).\"\"\"\n for url in self.bio_urls(it):\n url = (url or \"\").strip()\n if url and not url.startswith(\"http\"):\n url = \"https://\" + url\n if not url:\n continue\n if is_linkinbio(url) and not cr.link_in_bio_url:\n cr.link_in_bio_url = url\n continue\n hit = platform_from_url(url)\n if hit and hit[0] != self.platform:\n cr.platforms = merge_accounts(cr.platforms, [\n account(hit[0], hit[1], \"cross_link\",\n url=url).finalize()])\n\n def bio_urls(self, it: dict) -> list[str]:\n return []\n\n\nclass ApifyInstagram(_ApifySocialEnrich):\n source_id = \"instagram-apify\"\n platform = \"instagram\"\n actor = \"ka-instagram\"\n cap = 1800\n content_key = \"recent_posts\"\n metric_map = {\"following\": \"following\", \"posts_count\": \"posts\",\n \"category\": \"category\", \"is_business\": \"is_business\",\n \"business_category\": \"business_category\",\n \"highlight_reels\": \"highlight_reels\",\n \"pronouns\": \"pronouns\", \"bio_links\": \"bio_links\",\n \"avg_likes\": \"avg_likes\", \"avg_comments\": \"avg_comments\",\n \"avg_video_views\": \"avg_video_views\",\n \"engagement_rate_pct\": \"engagement_rate_pct\",\n \"posts_per_week\": \"posts_per_week\",\n \"last_post_at\": \"last_post_at\",\n \"video_share_pct\": \"video_share_pct\",\n \"top_post\": \"top_post\"}\n\n def bio_urls(self, it: dict) -> list[str]:\n return [it.get(\"external_url\") or \"\"] + (it.get(\"bio_links\") or [])\n\n def apply(self, cr, acc, it):\n super().apply(cr, acc, it)\n related = [r.get(\"username\") for r in (it.get(\"related_profiles\")\n or []) if r.get(\"username\")]\n if related: # matière première de découvertes futures (§12.1 mention)\n acc.metrics[\"related_profiles\"] = related[:10]\n\n\nclass ApifyTikTok(_ApifySocialEnrich):\n source_id = \"tiktok-apify\"\n platform = \"tiktok\"\n actor = \"ka-tiktok\"\n cap = 1800\n content_key = \"recent_videos\"\n metric_map = {\"following\": \"following\", \"total_likes\": \"likes\",\n \"videos_count\": \"videos\", \"region\": \"region\",\n \"friends\": \"friends\", \"is_seller\": \"is_seller\",\n \"is_live_now\": \"is_live_now\",\n \"commerce_category\": \"commerce_category\",\n \"account_created_at\": \"account_created_at\",\n \"avg_views\": \"avg_views\", \"avg_likes\": \"avg_likes\",\n \"avg_comments\": \"avg_comments\", \"avg_shares\": \"avg_shares\",\n \"engagement_rate_pct\": \"engagement_rate_pct\",\n \"videos_per_week\": \"videos_per_week\",\n \"last_video_at\": \"last_video_at\",\n \"top_hashtags\": \"top_hashtags\", \"language\": \"language\",\n \"top_video\": \"top_video\"}\n\n def bio_urls(self, it: dict) -> list[str]:\n return [it.get(\"bio_link\") or \"\"]\n\n\nclass ApifyX(_ApifySocialEnrich):\n source_id = \"x-apify\"\n platform = \"x\"\n actor = \"ka-x\"\n cap = 1800\n content_key = \"recent_tweets\"\n metric_map = {\"following\": \"following\", \"tweets_count\": \"tweets\",\n \"location\": \"location\", \"created_at\": \"created_at\",\n \"listed_count\": \"listed\", \"account_age_days\": \"account_age_days\",\n \"avg_likes\": \"avg_likes\", \"avg_retweets\": \"avg_retweets\",\n \"avg_replies\": \"avg_replies\",\n \"engagement_rate_pct\": \"engagement_rate_pct\",\n \"tweets_per_week\": \"tweets_per_week\",\n \"last_tweet_at\": \"last_tweet_at\",\n \"media_share_pct\": \"media_share_pct\",\n \"reply_share_pct\": \"reply_share_pct\",\n \"is_blue_verified\": \"is_blue_verified\",\n \"likes_given\": \"likes_given\", \"website\": \"website\",\n \"top_hashtags\": \"top_hashtags\", \"top_tweet\": \"top_tweet\"}\n\n def extra_input(self) -> dict:\n return {\"maxTweets\": 20}\n\n def bio_urls(self, it: dict) -> list[str]:\n return [it.get(\"website\") or \"\"]\n\n\nclass ApifyFacebook(_ApifySocialEnrich):\n source_id = \"facebook-apify\"\n platform = \"facebook\"\n actor = \"ka-facebook\"\n cap = 400\n revisit_days = 7\n metric_map = {\"category\": \"category\"}\n\n\nclass ApifyThreads(_ApifySocialEnrich):\n source_id = \"threads-apify\"\n platform = \"threads\"\n actor = \"ka-threads\"\n cap = 60\n revisit_days = 7\n content_key = \"recent_posts\"\n metric_map = {\"avg_likes\": \"avg_likes\", \"top_post\": \"top_post\"}\n\n\nclass ApifySnapchat(_ApifySocialEnrich):\n source_id = \"snapchat-apify\"\n platform = \"snapchat\"\n actor = \"ka-snapchat\"\n cap = 60\n revisit_days = 7\n metric_map = {\"category\": \"category\", \"has_story\": \"has_story\",\n \"has_spotlight\": \"has_spotlight\", \"address\": \"address\",\n \"subcategory\": \"subcategory\",\n \"publisher_type\": \"publisher_type\",\n \"story_snaps_count\": \"story_snaps\",\n \"lenses_count\": \"lenses\",\n \"story_previews\": \"story_previews\",\n \"spotlight_previews\": \"spotlight_previews\",\n \"website\": \"website\",\n \"spotlight_highlights_count\": \"spotlight_highlights\"}\n\n def bio_urls(self, it: dict) -> list[str]:\n return [it.get(\"website\") or \"\"]\n\n\nclass ApifyYouTube(_ApifySocialEnrich):\n source_id = \"youtube-apify\"\n platform = \"youtube\"\n actor = \"ka-youtube\"\n cap = 1800\n content_key = \"recent_videos\"\n metric_map = {\"videos_count\": \"videos\", \"country\": \"country\",\n \"keywords\": \"keywords\", \"channel_id\": \"channel_id\",\n \"avg_views\": \"avg_views\", \"top_video\": \"top_video\",\n \"total_views\": \"total_views\", \"joined_date\": \"joined_date\",\n \"external_links\": \"external_links\",\n \"last_video_published\": \"last_video_published\"}\n\n def bio_urls(self, it: dict) -> list[str]:\n # liens externes AUTO-DÉCLARÉS de la page À propos → cross_link (§12.1)\n return [ln.get(\"url\") or \"\" for ln in (it.get(\"external_links\") or [])\n if isinstance(ln, dict)]\n\n\nclass ApifyTwitch(_ApifySocialEnrich):\n source_id = \"twitch-apify\"\n platform = \"twitch\"\n actor = \"ka-twitch\"\n cap = 1200\n content_key = \"recent_videos\"\n metric_map = {\"is_partner\": \"is_partner\", \"is_affiliate\": \"is_affiliate\",\n \"team\": \"team\", \"created_at\": \"created_at\",\n \"is_live_now\": \"is_live_now\", \"live_viewers\": \"live_viewers\",\n \"live_game\": \"live_game\",\n \"last_broadcast_at\": \"last_broadcast_at\",\n \"last_broadcast_game\": \"last_broadcast_game\",\n \"last_broadcast_title\": \"last_broadcast_title\",\n \"live_title\": \"live_title\",\n \"live_thumbnail\": \"live_thumbnail\",\n \"avg_video_views\": \"avg_video_views\",\n \"social_links\": \"social_links\",\n \"recent_games\": \"recent_games\"}\n\n def bio_urls(self, it: dict) -> list[str]:\n # panneau « À propos » Twitch : liens sociaux AUTO-DÉCLARÉS (§12.1)\n return [ln.get(\"url\") or \"\" for ln in (it.get(\"social_links\") or [])\n if isinstance(ln, dict)]\n\n\nclass ApifyKick(_ApifySocialEnrich):\n source_id = \"kick-apify\"\n platform = \"kick\"\n actor = \"ka-kick\"\n cap = 600\n metric_map = {\"is_live_now\": \"is_live_now\", \"live_viewers\": \"live_viewers\",\n \"subscription_enabled\": \"subscription_enabled\",\n \"live_title\": \"live_title\",\n \"live_thumbnail\": \"live_thumbnail\",\n \"live_category\": \"live_category\",\n \"vod_enabled\": \"vod_enabled\",\n \"recent_categories\": \"recent_categories\"}\n\n def cross_links(self, cr: Creator, it: dict) -> None:\n \"\"\"Liens sociaux AUTO-DÉCLARÉS de la fiche Kick → cross_link (§12.1).\"\"\"\n socials = it.get(\"social_links\") or {}\n tmpl = {\"instagram\": \"https://instagram.com/{}\",\n \"twitter\": \"https://x.com/{}\",\n \"youtube\": \"https://youtube.com/{}\",\n \"tiktok\": \"https://www.tiktok.com/@{}\",\n \"facebook\": \"https://facebook.com/{}\",\n \"discord\": \"https://discord.gg/{}\"}\n for key, val in socials.items():\n val = (val or \"\").strip()\n if not val:\n continue\n url = val if val.startswith(\"http\") else \\\n tmpl.get(key, \"{}\").format(val.lstrip(\"@\"))\n hit = platform_from_url(url)\n if hit and hit[0] != self.platform:\n cr.platforms = merge_accounts(cr.platforms, [\n account(hit[0], hit[1], \"cross_link\",\n url=url).finalize()])\n\n\nclass ApifyOnlyFans(_ApifySocialEnrich):\n source_id = \"onlyfans-apify\"\n platform = \"onlyfans\"\n actor = \"ka-onlyfans\"\n cap = 100\n revisit_days = 7\n metric_map = {\"posts_count\": \"posts\", \"photos_count\": \"photos\",\n \"videos_count\": \"videos\", \"likes\": \"likes\",\n \"streams_count\": \"streams\",\n \"subscribe_price_usd\": \"subscribe_price_usd\",\n \"is_free\": \"is_free\", \"location\": \"location\"}\n\n def bio_urls(self, it: dict) -> list[str]:\n return [it.get(\"website\") or \"\"]\n\n\nclass ApifyFansly(_ApifySocialEnrich):\n source_id = \"fansly-apify\"\n platform = \"fansly\"\n actor = \"ka-fansly\"\n cap = 600\n revisit_days = 7\n metric_map = {\"posts_count\": \"posts\", \"images_count\": \"images\",\n \"videos_count\": \"videos\", \"likes\": \"likes\",\n \"following\": \"following\", \"location\": \"location\"}\n\n\nclass ApifyPatreon(_ApifySocialEnrich):\n source_id = \"patreon-apify\"\n platform = \"patreon\"\n actor = \"ka-patreon\"\n cap = 400\n revisit_days = 7\n metric_map = {\"patrons\": \"patrons\", \"posts_count\": \"posts\",\n \"is_monthly\": \"is_monthly\", \"is_nsfw\": \"is_nsfw\",\n \"creation_name\": \"creation_name\",\n \"social_links\": \"social_links\"}\n\n def bio_urls(self, it: dict) -> list[str]:\n # liens sociaux AUTO-DÉCLARÉS de la campagne Patreon → cross_link\n return list((it.get(\"social_links\") or {}).values())\n\n\nclass ApifyDiscord(_ApifySocialEnrich):\n source_id = \"discord-apify\"\n platform = \"discord\"\n actor = \"ka-discord\"\n cap = 400\n revisit_days = 7\n metric_map = {\"members\": \"members\", \"online\": \"online\", \"boosts\": \"boosts\",\n \"partnered\": \"partnered\", \"guild_id\": \"guild_id\",\n \"channel\": \"channel\", \"splash\": \"splash\",\n \"vanity_url_code\": \"vanity_url_code\"}\n\n def target_of(self, acc) -> str:\n \"\"\"Code d'invitation SENSIBLE À LA CASSE, repris de l'URL (pas du\n handle minusculé) : discord.gg/<CODE> ou discord.com/invite/<CODE>.\"\"\"\n url = acc.url or \"\"\n for sep in (\"discord.gg/\", \"discord.com/invite/\", \"/invite/\"):\n if sep in url:\n return url.split(sep, 1)[1].split(\"/\")[0].split(\"?\")[0]\n return acc.handle\n\n\n# --- découverte Instagram (topsearch, mots-clés QC) ---------------------------\n\n# thèmes × marqueurs QC — mêmes familles que youtube-recherche, adaptées à la\n# recherche d'UTILISATEURS Instagram (courtes, telles qu'on tape dans l'app)\n_THEMES = [\"humoriste\", \"gamer\", \"gaming\", \"maquillage\", \"beauté\", \"fitness\",\n \"cuisine\", \"chef\", \"mode\", \"voyage\", \"musique\", \"chanteuse\",\n \"chanteur\", \"danse\", \"maman\", \"papa\", \"plein air\", \"chasse\",\n \"pêche\", \"photographe\", \"artiste\", \"peintre\", \"tatoueur\",\n \"coiffure\", \"esthétique\", \"auto\", \"moto\", \"déco\", \"immobilier\",\n \"entrepreneure\", \"podcast\", \"comédien\", \"comédienne\", \"drag\",\n \"twitch\", \"youtubeur\", \"youtubeuse\", \"tiktokeuse\", \"influenceuse\",\n \"créateur de contenu\", \"créatrice de contenu\"]\n_MARKERS = [\"québec\", \"qc\", \"montréal\", \"mtl\"]\n\n\nclass InstagramDecouverteApify(BaseConnector):\n \"\"\"Découverte Instagram par recherche de mots-clés QC (acteur ka-instagram).\n\n L'endpoint topsearch du web public retourne les meilleurs comptes pour un\n mot-clé (nom, handle, abonnés approximatifs, badge). Requêtes tournantes\n (~40/passage sur ~160 combinaisons) pour accumuler sans re-payer les mêmes\n résultats chaque jour. Signal : profil_source (0.98) — le compte découvert\n EST la source de la fiche.\n \"\"\"\n\n source_id = \"instagram-decouverte\"\n kind = \"discovery\"\n queries_per_pass = 40\n\n def build_queries(self) -> list[str]:\n combos = [f\"{t} {m}\" for t in _THEMES for m in _MARKERS]\n day = datetime.now(timezone.utc).timetuple().tm_yday\n start = (day * self.queries_per_pass) % len(combos)\n rotated = combos[start:] + combos[:start]\n return rotated[:self.queries_per_pass]\n\n def fetch(self) -> list[Creator]:\n # NOTE 2026-08-18 : l'endpoint topsearch du web public exige désormais\n # une session authentifiée (401 « Server Error » depuis toute IP non\n # connectée). La découverte par mots-clés est donc suspendue proprement\n # jusqu'à ce qu'une voie publique existe ; l'enrichissement Instagram\n # (instagram-apify) alimente `related_profiles` comme graine future.\n raise SkipSource(\"topsearch Instagram exige une session connectée \"\n \"(voie publique fermée le 2026-08-18)\")\n items = run_actor(\"ka-instagram\", { # noqa: unreachable (repli futur)\n \"usernames\": [],\n \"queries\": self.build_queries(),\n \"proxyConfiguration\": RESIDENTIAL,\n })\n creators: list[Creator] = []\n seen: set[str] = set()\n for it in items:\n if it.get(\"kind\") != \"search_user\" or not it.get(\"username\"):\n continue\n handle = str(it[\"username\"]).lower()\n if handle in seen:\n continue\n seen.add(handle)\n acc = account(\"instagram\", handle, \"profil_source\",\n followers=parse_count(it.get(\"followers\")),\n verified=it.get(\"is_verified\"),\n url=f\"https://www.instagram.com/{handle}/\")\n creators.append(Creator(\n source=self.source_id,\n external_id=handle,\n display_name=it.get(\"full_name\") or handle,\n avatar_url=it.get(\"avatar\") or None,\n platforms=[acc],\n notes=f\"découvert via recherche Instagram « {it.get('query')} »\",\n ))\n return 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~/apps/crea-ka && sed -n '270,340p' creaka/stats.py","description":"Read completeness stat code"},"caller":{"type":"direct"}}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":12966,"cache_read_input_tokens":47208,"cache_creation":{"ephemeral_5m_input_tokens":12966,"ephemeral_1h_input_tokens":0},"output_tokens":3,"service_tier":"standard","inference_geo":"global"},"context_management":null},"parent_tool_use_id":null,"session_id":"eb002d3d-a873-4cca-9361-cb2467df7353","uuid":"7d09145e-397c-4de5-ab70-73a2c33d096a"}}31{"type":"claude","event":{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01EeQHitHW5L6K9oAB7hEhsY","type":"tool_result","content":" pts_cumul = []\n for d in day_axis:\n running += adds_by_day.get(d, 0)\n pts_cumul.append({\"t\": d.isoformat(), \"v\": running})\n reach = sum(r[\"total_reach\"] for r in creators if r[\"total_reach\"])\n\n kpis = [\n {\"id\": \"creators\", \"label\": \"Créateurs au répertoire\", \"value\": total_end,\n \"unit\": \"\", **_delta(total_end, total_start), \"spark\": _spark(pts_cumul)},\n {\"id\": \"accounts\", \"label\": \"Comptes publics reliés\", \"value\": n_accounts,\n \"unit\": \"\", \"delta_pct\": None},\n {\"id\": \"added\", \"label\": \"Créateurs ajoutés sur la période\",\n \"value\": added_cur, \"unit\": \"\", **_delta(added_cur, added_prev),\n \"spark\": _spark(pts_added)},\n {\"id\": \"platforms\", \"label\": \"Plateformes couvertes\",\n \"value\": len(plat_rows), \"unit\": \"\", \"delta_pct\": None},\n {\"id\": \"multi\", \"label\": \"Créateurs multi-plateformes\", \"value\": n_multi,\n \"unit\": \"\", \"delta_pct\": None},\n {\"id\": \"verified\", \"label\": \"Comptes vérifiés (badge)\",\n \"value\": n_verified, \"unit\": \"\", \"delta_pct\": None},\n {\"id\": \"niches\", \"label\": \"Niches couvertes\", \"value\": len(niche_total),\n \"unit\": \"\", \"delta_pct\": None},\n {\"id\": \"regions\", \"label\": \"Régions représentées\",\n \"value\": len(region_total), \"unit\": \"\", \"delta_pct\": None},\n ]\n if reach:\n kpis.append({\"id\": \"reach\", \"label\": \"Portée cumulée connue\",\n \"value\": reach, \"unit\": \"abonnés\", \"delta_pct\": None})\n if n_active:\n kpis.append({\"id\": \"acc_avg\", \"label\": \"Comptes reliés par créateur (moy.)\",\n \"value\": round(n_accounts / n_active, 2), \"unit\": \"\",\n \"delta_pct\": None})\n\n # ---- jauges : couvertures & complétude (calculées, pas estimées) ----\n def _cov(n: int) -> float:\n return round(100.0 * n / n_active, 1) if n_active else 0.0\n n_bio = sum(1 for r in creators if r[\"bio\"])\n n_loc = sum(1 for r in creators if r[\"region\"] or r[\"city\"])\n n_reach = sum(1 for r in creators if r[\"total_reach\"])\n n_avatar = sum(1 for r in creators if r[\"has_avatar\"])\n # complétude moyenne d'une fiche = moyenne des 4 champs clés remplis\n completeness = round((_cov(n_bio) + _cov(n_loc) + _cov(n_reach)\n + _cov(n_avatar)) / 4, 1) if n_active else 0.0\n gauges = [\n {\"id\": \"multi\", \"label\": \"Créateurs multi-plateformes (2 comptes et +)\",\n \"value\": _cov(n_multi), \"max\": 100, \"unit\": \"%\"},\n {\"id\": \"bio\", \"label\": \"Fiches avec biographie\", \"value\": _cov(n_bio),\n \"max\": 100, \"unit\": \"%\"},\n {\"id\": \"loc\", \"label\": \"Fiches avec ville ou région déclarée\",\n \"value\": _cov(n_loc), \"max\": 100, \"unit\": \"%\"},\n {\"id\": \"reach\", \"label\": \"Fiches avec audience connue\",\n \"value\": _cov(n_reach), \"max\": 100, \"unit\": \"%\"},\n {\"id\": \"complete\", \"label\": \"Complétude moyenne des fiches \"\n \"(bio, lieu, audience, photo)\", \"value\": completeness,\n \"max\": 100, \"unit\": \"%\"},\n ]\n\n # ---- séries quotidiennes ----\n cmp_added = [{\"t\": (prev_from + timedelta(days=i)).isoformat(),\n \"v\": adds_by_day.get(prev_from + timedelta(days=i), 0)}\n for i in range(span)]\n series = [\n {\"id\": \"added\", \"title\": \"Créateurs ajoutés par jour\", \"unit\": \"créateurs\",\n \"kind\": \"line\", \"points\": pts_added,\n **({\"compare\": cmp_added} if any(c[\"v\"] for c in cmp_added) else {})},\n {\"id\": \"cumul\", \"title\": \"Taille cumulative du répertoire\",\n \"unit\": \"créateurs\", \"kind\": \"area\", \"points\": pts_cumul},\n ]\n # portée cumulée découverte (somme des audiences connues des fiches ajoutées)\n if reach_day:\n run_r = sum(v for dd, v in reach_day.items() if dd < p_from)","is_error":false}]},"parent_tool_use_id":null,"session_id":"eb002d3d-a873-4cca-9361-cb2467df7353","uuid":"8cd10854-a5d3-4e4e-8452-2ba19f61bb72","timestamp":"2026-08-21T15:35:33.547Z","tool_use_result":{"stdout":" pts_cumul = []\n for d in day_axis:\n running += adds_by_day.get(d, 0)\n pts_cumul.append({\"t\": d.isoformat(), \"v\": running})\n reach = sum(r[\"total_reach\"] for r in creators if r[\"total_reach\"])\n\n kpis = [\n {\"id\": \"creators\", \"label\": \"Créateurs au répertoire\", \"value\": total_end,\n \"unit\": \"\", **_delta(total_end, total_start), \"spark\": _spark(pts_cumul)},\n {\"id\": \"accounts\", \"label\": \"Comptes publics reliés\", \"value\": n_accounts,\n \"unit\": \"\", \"delta_pct\": None},\n {\"id\": \"added\", \"label\": \"Créateurs ajoutés sur la période\",\n \"value\": added_cur, \"unit\": \"\", **_delta(added_cur, added_prev),\n \"spark\": _spark(pts_added)},\n {\"id\": \"platforms\", \"label\": \"Plateformes couvertes\",\n \"value\": len(plat_rows), \"unit\": \"\", \"delta_pct\": None},\n {\"id\": \"multi\", \"label\": \"Créateurs multi-plateformes\", \"value\": n_multi,\n \"unit\": \"\", \"delta_pct\": None},\n {\"id\": \"verified\", \"label\": \"Comptes vérifiés (badge)\",\n \"value\": n_verified, \"unit\": \"\", \"delta_pct\": None},\n {\"id\": \"niches\", \"label\": \"Niches couvertes\", \"value\": len(niche_total),\n \"unit\": \"\", \"delta_pct\": None},\n {\"id\": \"regions\", \"label\": \"Régions représentées\",\n \"value\": len(region_total), \"unit\": \"\", \"delta_pct\": None},\n ]\n if reach:\n kpis.append({\"id\": \"reach\", \"label\": \"Portée cumulée connue\",\n \"value\": reach, \"unit\": \"abonnés\", \"delta_pct\": None})\n if n_active:\n kpis.append({\"id\": \"acc_avg\", \"label\": \"Comptes reliés par créateur (moy.)\",\n \"value\": round(n_accounts / n_active, 2), \"unit\": \"\",\n \"delta_pct\": None})\n\n # ---- jauges : couvertures & complétude (calculées, pas estimées) ----\n def _cov(n: int) -> float:\n return round(100.0 * n / n_active, 1) if n_active else 0.0\n n_bio = sum(1 for r in creators if r[\"bio\"])\n n_loc = sum(1 for r in creators if r[\"region\"] or r[\"city\"])\n n_reach = sum(1 for r in creators if r[\"total_reach\"])\n n_avatar = sum(1 for r in creators if r[\"has_avatar\"])\n # complétude moyenne d'une fiche = moyenne des 4 champs clés remplis\n completeness = round((_cov(n_bio) + _cov(n_loc) + _cov(n_reach)\n + _cov(n_avatar)) / 4, 1) if n_active else 0.0\n gauges = [\n {\"id\": \"multi\", \"label\": \"Créateurs multi-plateformes (2 comptes et +)\",\n \"value\": _cov(n_multi), \"max\": 100, \"unit\": \"%\"},\n {\"id\": \"bio\", \"label\": \"Fiches avec biographie\", \"value\": _cov(n_bio),\n \"max\": 100, \"unit\": \"%\"},\n {\"id\": \"loc\", \"label\": \"Fiches avec ville ou région déclarée\",\n \"value\": _cov(n_loc), \"max\": 100, \"unit\": \"%\"},\n {\"id\": \"reach\", \"label\": \"Fiches avec audience connue\",\n \"value\": _cov(n_reach), \"max\": 100, \"unit\": \"%\"},\n {\"id\": \"complete\", \"label\": \"Complétude moyenne des fiches \"\n \"(bio, lieu, audience, photo)\", \"value\": completeness,\n \"max\": 100, \"unit\": \"%\"},\n ]\n\n # ---- séries quotidiennes ----\n cmp_added = [{\"t\": (prev_from + timedelta(days=i)).isoformat(),\n \"v\": adds_by_day.get(prev_from + timedelta(days=i), 0)}\n for i in range(span)]\n series = [\n {\"id\": \"added\", \"title\": \"Créateurs ajoutés par jour\", \"unit\": \"créateurs\",\n \"kind\": \"line\", \"points\": pts_added,\n **({\"compare\": cmp_added} if any(c[\"v\"] for c in cmp_added) else {})},\n {\"id\": \"cumul\", \"title\": \"Taille cumulative du répertoire\",\n \"unit\": \"créateurs\", \"kind\": \"area\", \"points\": pts_cumul},\n ]\n # portée cumulée découverte (somme des audiences connues des fiches ajoutées)\n if reach_day:\n run_r = sum(v for dd, v in reach_day.items() if dd < p_from)","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false}}}32{"type":"claude","event":{"type":"assistant","message":{"model":"claude-fable-5","id":"msg_011CeG93z3g1zYBDQZSk1T3w","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01Ro7hwxXLCHPAbmRiJbyp4E","name":"Bash","input":{"command":"cd ~/apps/crea-ka && sqlite3 data/creaka.db \"\nSELECT\n (SELECT COUNT(*) FROM creators WHERE status='active') actifs,\n (SELECT COUNT(*) FROM creators WHERE status='active' AND bio IS NOT NULL AND bio != '') avec_bio,\n (SELECT COUNT(*) FROM creators WHERE status='active' AND (region IS NOT NULL OR city IS NOT NULL)) avec_lieu,\n (SELECT COUNT(*) FROM creators WHERE status='active' AND total_reach IS NOT NULL AND total_reach > 0) avec_reach,\n (SELECT COUNT(*) FROM creators WHERE status='active' AND doc LIKE '%avatar_url%' AND json_extract(doc,'$.avatar_url') IS NOT NULL) avec_avatar;\"","description":"Compute completeness components 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jauges globales sont à ~65 %, donc le 6 % vient probablement d'ailleurs — je vérifie la part de créateurs réellement enrichis par les acteurs Apify (tampons `*_at` dans `metrics`)."}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":2244,"cache_read_input_tokens":60174,"cache_creation":{"ephemeral_5m_input_tokens":2244,"ephemeral_1h_input_tokens":0},"output_tokens":6,"service_tier":"standard","inference_geo":"global"},"context_management":null},"parent_tool_use_id":null,"session_id":"eb002d3d-a873-4cca-9361-cb2467df7353","uuid":"dfd337f5-ae1f-4c4a-ba9d-6eb5909061af"}}37{"type":"claude","event":{"type":"assistant","message":{"model":"claude-fable-5","id":"msg_011CeG94iPNMvHg1knBZY8Si","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01CAAHt95j6KwzAP89i8xCZE","name":"Bash","input":{"command":"cd ~/apps/crea-ka && sqlite3 data/creaka.db \"\nSELECT COUNT(DISTINCT creator_id) FROM accounts WHERE metrics LIKE '%-apify_at%';\" && sqlite3 data/creaka.db \"\nSELECT platform,\n COUNT(*) total,\n SUM(CASE WHEN metrics LIKE '%-apify_at%' THEN 1 ELSE 0 END) enrichis_apify\nFROM accounts GROUP BY platform ORDER BY total DESC;\"","description":"Creators/accounts enriched by Apify 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~/apps/crea-ka && grep -rn -i \"6 %\\|6%\\|complet\" frontend/*.html frontend/js/*.js 2>/dev/null | grep -i complet | head -10; ls frontend","description":"Find where completeness shows in frontend"},"caller":{"type":"direct"}}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":2244,"cache_read_input_tokens":60174,"cache_creation":{"ephemeral_5m_input_tokens":2244,"ephemeral_1h_input_tokens":0},"output_tokens":6,"service_tier":"standard","inference_geo":"global"},"context_management":null},"parent_tool_use_id":null,"session_id":"eb002d3d-a873-4cca-9361-cb2467df7353","uuid":"3df8f797-8736-4e63-9327-bd1c96a80dd6"}}40{"type":"claude","event":{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01RjAUxoLMkSEMSdGcm3FYop","type":"tool_result","content":"(eval):1: no matches found: frontend/*.html\ndist\nsrc","is_error":false}]},"parent_tool_use_id":null,"session_id":"eb002d3d-a873-4cca-9361-cb2467df7353","uuid":"3b3a8772-eab9-4317-8bd4-8dcf01c06ec2","timestamp":"2026-08-21T15:35:51.444Z","tool_use_result":{"stdout":"(eval):1: no matches found: frontend/*.html\ndist\nsrc","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false}}}41{"type":"claude","event":{"type":"system","subtype":"status","status":"requesting","uuid":"ddf96838-f897-45c0-8d16-e90a679540c2","session_id":"eb002d3d-a873-4cca-9361-cb2467df7353"}}42{"type":"claude","event":{"type":"assistant","message":{"model":"claude-fable-5","id":"msg_011CeG95nMWsLkGgAbfEn3cL","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_013mVbCbUaidZHJdg2qAkaRb","name":"Bash","input":{"command":"cd ~/apps/crea-ka && grep -rn -i \"complétude\\|completude\" frontend/src creaka --include=\"*.js\" --include=\"*.py\" --include=\"*.html\" -l | head; grep -rn 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~/apps/crea-ka && sqlite3 data/creaka.db \"\nSELECT COUNT(*) FROM creators c WHERE c.status='active'\nAND NOT EXISTS (SELECT 1 FROM accounts a WHERE a.creator_id=c.id AND a.metrics NOT LIKE '%-apify_at%' AND a.platform NOT IN ('podcast','site-web','spotify','linkedin','substack','mym','autre'));\" 2>/dev/null; sqlite3 data/creaka.db \"\nSELECT COUNT(*) FROM creators WHERE status='active' AND bio IS NOT NULL AND bio!='' AND (region IS NOT NULL OR city IS NOT NULL) AND total_reach>0 AND json_extract(doc,'\\$.avatar_url') IS NOT NULL;\"","description":"Count fully-complete creator 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~/apps/crea-ka && grep -n -i \"complétude\\|completude\\|complete\" creaka/web.py frontend/src/index.template.html | head -20","description":"Find completeness references"},"caller":{"type":"direct"}}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":621,"cache_read_input_tokens":63509,"cache_creation":{"ephemeral_5m_input_tokens":621,"ephemeral_1h_input_tokens":0},"output_tokens":2,"service_tier":"standard","inference_geo":"global"},"context_management":null},"parent_tool_use_id":null,"session_id":"eb002d3d-a873-4cca-9361-cb2467df7353","uuid":"b1a3e2c1-198a-4d0d-a8b7-9a4a8eca1dcb"}}49{"type":"claude","event":{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_015SBYCS8GReZSXZTdbV6vJD","type":"tool_result","content":"creaka/web.py:153: La vie privée prime sur la complétude (§15) : on masque d'abord, la\nfrontend/src/index.template.html:1124:/* --- jauge demi-arc (taux, couvertures, complétude) --- */","is_error":false}]},"parent_tool_use_id":null,"session_id":"eb002d3d-a873-4cca-9361-cb2467df7353","uuid":"5629f630-9c12-44b9-a406-e28463a44301","timestamp":"2026-08-21T15:36:09.120Z","tool_use_result":{"stdout":"creaka/web.py:153: La vie privée prime sur la complétude (§15) : on masque d'abord, la\nfrontend/src/index.template.html:1124:/* --- jauge demi-arc (taux, couvertures, complétude) --- */","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false}}}50{"type":"claude","event":{"type":"system","subtype":"status","status":"requesting","uuid":"7de59d02-218a-48ad-93d6-57e0cc0e12dc","session_id":"eb002d3d-a873-4cca-9361-cb2467df7353"}}51{"type":"claude","event":{"type":"assistant","message":{"model":"claude-fable-5","id":"msg_011CeG975GXswDy4ZpWnF3UR","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_016P7kpfqCaoUb4ijyQKQq21","name":"Bash","input":{"command":"cd ~/apps/crea-ka && python3 -c \"\nimport json, sqlite3\ndb = sqlite3.connect('data/creaka.db')\nrows = db.execute(\\\"SELECT bio, region, city, total_reach, doc FROM creators WHERE status='active'\\\").fetchall()\nn = len(rows)\nn_bio = sum(1 for r in rows if r[0])\nn_loc = sum(1 for r in rows if r[1] or r[2])\nn_reach = sum(1 for r in rows if r[3])\nn_av = sum(1 for r in rows if json.loads(r[4]).get('avatar_url'))\nprint('actifs', n)\nfor lbl, v in [('bio',n_bio),('lieu',n_loc),('reach',n_reach),('avatar',n_av)]:\n print(lbl, v, round(100*v/n,1))\nprint('complétude moyenne', round((n_bio+n_loc+n_reach+n_av)/4/n*100,1))\n\"","description":"Recompute the exact completeness gauge"},"caller":{"type":"direct"}}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":282,"cache_read_input_tokens":64130,"cache_creation":{"ephemeral_5m_input_tokens":282,"ephemeral_1h_input_tokens":0},"output_tokens":20,"service_tier":"standard","inference_geo":"global"},"context_management":null},"parent_tool_use_id":null,"session_id":"eb002d3d-a873-4cca-9361-cb2467df7353","uuid":"77cbe02b-3e6d-4172-8bf9-dcd170ea93e6"}}52{"type":"claude","event":{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_016P7kpfqCaoUb4ijyQKQq21","type":"tool_result","content":"actifs 12739\nbio 9833 77.2\nlieu 1837 14.4\nreach 10398 81.6\navatar 11276 88.5\ncomplétude moyenne 65.4","is_error":false}]},"parent_tool_use_id":null,"session_id":"eb002d3d-a873-4cca-9361-cb2467df7353","uuid":"6afb9a83-9330-469a-87d5-2c875177f7f2","timestamp":"2026-08-21T15:36:18.515Z","tool_use_result":{"stdout":"actifs 12739\nbio 9833 77.2\nlieu 1837 14.4\nreach 10398 81.6\navatar 11276 88.5\ncomplétude moyenne 65.4","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false}}}53{"type":"claude","event":{"type":"system","subtype":"status","status":"requesting","uuid":"5833d295-88e2-41db-9062-1442cbb7edaa","session_id":"eb002d3d-a873-4cca-9361-cb2467df7353"}}54{"type":"claude","event":{"type":"assistant","message":{"model":"claude-fable-5","id":"msg_011CeG97mKKD15qoEjWph6oU","type":"message","role":"assistant","content":[{"type":"thinking","thinking":"","signature":"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"}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":473,"cache_read_input_tokens":64412,"cache_creation":{"ephemeral_5m_input_tokens":473,"ephemeral_1h_input_tokens":0},"output_tokens":3,"service_tier":"standard","inference_geo":"global"},"context_management":null},"parent_tool_use_id":null,"session_id":"eb002d3d-a873-4cca-9361-cb2467df7353","uuid":"80c2bf6d-0dd4-47be-bbb7-248fa8ecebba"}}55{"type":"claude","event":{"type":"assistant","message":{"model":"claude-fable-5","id":"msg_011CeG97mKKD15qoEjWph6oU","type":"message","role":"assistant","content":[{"type":"text","text":"La jauge calculée en base est à 65,4 % — je vérifie ce que le site live affiche (peut-être une valeur périmée ou une autre métrique)."}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":473,"cache_read_input_tokens":64412,"cache_creation":{"ephemeral_5m_input_tokens":473,"ephemeral_1h_input_tokens":0},"output_tokens":3,"service_tier":"standard","inference_geo":"global"},"context_management":null},"parent_tool_use_id":null,"session_id":"eb002d3d-a873-4cca-9361-cb2467df7353","uuid":"8b3fbac4-6f67-4f43-9e52-8ed8e7d00f4f"}}56{"type":"claude","event":{"type":"assistant","message":{"model":"claude-fable-5","id":"msg_011CeG97mKKD15qoEjWph6oU","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01B5owh8ZeVYULDLS5kEavZG","name":"Bash","input":{"command":"pm2 list | grep -i crea; cd ~/apps/crea-ka && grep -rn \"port\\|PORT\" run.py | head -5","description":"Find crea-ka process and 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run.py serve [port] # démarre l'API + le frontend (défaut 8160)\nrun.py:13:from __future__ import annotations\nrun.py:15:import os\nrun.py:16:import sys\nrun.py:17:from pathlib import Path","is_error":false}]},"parent_tool_use_id":null,"session_id":"eb002d3d-a873-4cca-9361-cb2467df7353","uuid":"615ea01b-7210-4857-990f-1b82e052db27","timestamp":"2026-08-21T15:36:27.888Z","tool_use_result":{"stdout":"│ 89 │ crea-ka-ngrok │ default │ N/A │ fork │ 63473 │ 3D │ 0 │ online │ 0% │ 159.1mb │ simon-p… │ disabled │\n│ 94 │ crea-ka-sync │ default │ N/A │ fork │ 4206 │ 14h │ 7 │ online │ 0% │ 394.9mb │ simon-p… │ disabled │\n│ 87 │ crea-ka-web │ default │ N/A │ fork │ 3710 │ 14h │ 27 │ online │ 0% │ 145.6mb │ simon-p… │ disabled │\nrun.py:10: python run.py serve [port] # démarre l'API + le frontend (défaut 8160)\nrun.py:13:from __future__ import annotations\nrun.py:15:import os\nrun.py:16:import sys\nrun.py:17:from pathlib import Path","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false}}}58{"type":"claude","event":{"type":"system","subtype":"status","status":"requesting","uuid":"a2ef82a5-bf34-4b0c-8ec3-6cad2d53e3f2","session_id":"eb002d3d-a873-4cca-9361-cb2467df7353"}}59{"type":"claude","event":{"type":"assistant","message":{"model":"claude-fable-5","id":"msg_011CeG98UsPLrpNEs6af4vYh","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01VBZbKeVqBrGkeZrUx9Nzbk","name":"Bash","input":{"command":"curl -s \"http://localhost:8160/api/stats\" | python3 -c \"\nimport json,sys\nd=json.load(sys.stdin)\nfor g in d.get('gauges',[]): print(g['id'], g['value'], g['label'][:60])\n\" 2>/dev/null || curl -s \"http://localhost:8160/api/stats\" | head -c 300","description":"Check live stats gauges"},"caller":{"type":"direct"}}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":838,"cache_read_input_tokens":64885,"cache_creation":{"ephemeral_5m_input_tokens":838,"ephemeral_1h_input_tokens":0},"output_tokens":20,"service_tier":"standard","inference_geo":"global"},"context_management":null},"parent_tool_use_id":null,"session_id":"eb002d3d-a873-4cca-9361-cb2467df7353","uuid":"d30f5d97-9fe4-4ffc-91c4-3a335b4549d8"}}60{"type":"claude","event":{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01VBZbKeVqBrGkeZrUx9Nzbk","type":"tool_result","content":"(Bash completed with no output)","is_error":false}]},"parent_tool_use_id":null,"session_id":"eb002d3d-a873-4cca-9361-cb2467df7353","uuid":"78298d1c-fbe6-46c1-bbbe-3c0414570de8","timestamp":"2026-08-21T15:36:35.037Z","tool_use_result":{"stdout":"","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false}}}61{"type":"claude","event":{"type":"system","subtype":"status","status":"requesting","uuid":"06b564d6-0baa-49e8-a45b-cae1f28171be","session_id":"eb002d3d-a873-4cca-9361-cb2467df7353"}}62{"type":"claude","event":{"type":"assistant","message":{"model":"claude-fable-5","id":"msg_011CeG98z1LBVhGZpWYnKiSQ","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01PKSQaEQn3NKPXMtyqPrkQC","name":"Bash","input":{"command":"curl -s -o /dev/null -w \"%{http_code}\\n\" http://localhost:8160/ ; curl -s http://localhost:8160/api/stats | head -c 400; echo; pm2 describe crea-ka-web 2>/dev/null | grep -E \"script|args\" | head -5","description":"Probe web app and stats 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script path │ /Users/simon-pierreboucher/apps/crea-ka/.venv/bin/python │\n│ script args │ run.py serve 8160 │\n│ interpreter args │ N/A │\n│ script id │ 87 │","is_error":false}]},"parent_tool_use_id":null,"session_id":"eb002d3d-a873-4cca-9361-cb2467df7353","uuid":"c3d77349-eb97-4e83-967a-85ae9480fdc2","timestamp":"2026-08-21T15:36:41.289Z","tool_use_result":{"stdout":"200\n{\"creators\":12739,\"accounts\":14603,\"by_platform\":{\"youtube\":9544,\"instagram\":2161,\"tiktok\":547,\"twitch\":482,\"x\":440,\"facebook\":357,\"onlyfans\":256,\"podcast\":251,\"site-web\":185,\"kick\":145,\"discord\":56,\"spotify\":51,\"mym\":25,\"patreon\":22,\"substack\":21,\"linkedin\":21,\"fansly\":19,\"snapchat\":15,\"threads\":5},\"by_tier\":{\"macro\":214,\"mega\":55,\"micro\":730,\"nano\":11740},\"by_niche\":{\"autre\":3603,\"musique\":1547,\n│ script path │ /Users/simon-pierreboucher/apps/crea-ka/.venv/bin/python │\n│ script args │ run.py serve 8160 │\n│ interpreter args │ N/A │\n│ script id │ 87 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WDrFCNDweUI8ARwp9IaMibk62hEjb1buQSmKgGBcAom/2JD3bswBf6I58hHpSuqEhvEPtLpSfweMHo1szc7mHyecwvblNmFSNgDgmNffR8o9ZTg5sfo2PoHI+LVuxiZweWIEkYMqLV/MrvftIQkct+bTOGgxIcm355GOBFgyKnO8Ji6BYZ9oshdoIIBckz37FaOskpMvDmRYsS9G7HW6xV/X01sVm870kfsdOvACvPBVGItiEuo4FSvo6MYAQ=="}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":297,"cache_read_input_tokens":67101,"cache_creation":{"ephemeral_5m_input_tokens":297,"ephemeral_1h_input_tokens":0},"output_tokens":6,"service_tier":"standard","inference_geo":"global"},"context_management":null},"parent_tool_use_id":null,"session_id":"eb002d3d-a873-4cca-9361-cb2467df7353","uuid":"4e9d2525-28a1-461e-82d5-20a5cc2aa046"}}76{"type":"claude","event":{"type":"assistant","message":{"model":"claude-fable-5","id":"msg_011CeG9B6NsLJGn9dLC3DJzk","type":"message","role":"assistant","content":[{"type":"thinking","thinking":"","signature":"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"}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":297,"cache_read_input_tokens":67101,"cache_creation":{"ephemeral_5m_input_tokens":297,"ephemeral_1h_input_tokens":0},"output_tokens":6,"service_tier":"standard","inference_geo":"global"},"context_management":null},"parent_tool_use_id":null,"session_id":"eb002d3d-a873-4cca-9361-cb2467df7353","uuid":"9252b692-4c8f-426f-a07c-68665b535a7e"}}77{"type":"claude","event":{"type":"assistant","message":{"model":"claude-fable-5","id":"msg_011CeG9B6NsLJGn9dLC3DJzk","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01GXW1iF5PRZtF4E2NgXF7vM","name":"Bash","input":{"command":"cd ~/apps/crea-ka && python3 -c \"\nimport json, sqlite3\ndb = sqlite3.connect('data/creaka.db')\n# comptes enrichis dont metrics contient des liens exploitables\nrows = db.execute(\\\"SELECT platform, metrics FROM accounts WHERE metrics IS NOT NULL\\\").fetchall()\nfrom collections import Counter\nc = Counter(); links_total = Counter()\nfor p, m in rows:\n try: d = json.loads(m)\n except: continue\n for k in ('external_links','social_links','bio_links'):\n v = d.get(k)\n if v:\n c[(p,k)] += 1\n links_total[(p,k)] += len(v) if isinstance(v,(list,dict)) else 1\nfor k in sorted(c): print(k, c[k], 'comptes,', links_total[k], 'liens')\n\"","description":"Count harvested but maybe unexploited cross-links"},"caller":{"type":"direct"}}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":297,"cache_read_input_tokens":67101,"cache_creation":{"ephemeral_5m_input_tokens":297,"ephemeral_1h_input_tokens":0},"output_tokens":6,"service_tier":"standard","inference_geo":"global"},"context_management":null},"parent_tool_use_id":null,"session_id":"eb002d3d-a873-4cca-9361-cb2467df7353","uuid":"ab4daf2c-7217-469f-9df4-4e3f89111abc"}}78{"type":"claude","event":{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01GXW1iF5PRZtF4E2NgXF7vM","type":"tool_result","content":"('instagram', 'bio_links') 250 comptes, 391 liens\n('twitch', 'social_links') 44 comptes, 137 liens\n('youtube', 'external_links') 97 comptes, 256 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bloquée\n2026-08-21T04:05:02Z|kick-apify|17|21|0|31.2|\n2026-08-21T04:04:31Z|twitch-apify|51|188|0|46.3|\n2026-08-21T04:03:45Z|youtube-apify|225|393|0|122.2|\n2026-08-21T04:01:43Z|snapchat-apify|1|1|0|33.2|\n2026-08-21T04:01:09Z|facebook-apify|0|0|0|143.3|0 créateur retourné — source possiblement bloquée\n2026-08-21T04:01:09Z|threads-apify|0|0|0|0.6|0 créateur retourné — source possiblement bloquée\n2026-08-21T03:58:46Z|x-apify|0|0|0|318.3|0 créateur retourné — source possiblement bloquée\n2026-08-21T03:53:27Z|tiktok-apify|53|66|49|167.1|\n2026-08-21T03:50:39Z|instagram-apify|348|407|0|137.5|\n2026-08-20T22:09:42Z|onlyfans-apify|0|0|0|257.7|0 créateur retourné — source possiblement bloquée\n2026-08-20T21:33:39Z|discord-apify|1|5|0|31.4|\n2026-08-20T21:33:07Z|patreon-apify|2|16|0|31.3|\n2026-08-20T21:32:36Z|fansly-apify|0|0|0|0.8|0 créateur retourné — source possiblement bloquée\n2026-08-20T21:32:35Z|kick-apify|2|9|0|16.4|\n2026-08-20T21:32:19Z|twitch-apify|32|40|0|76.6|\n2026-08-20T21:31:02Z|youtube-apify|446|603|0|107.0|\n2026-08-20T21:29:15Z|snapchat-apify|4|12|0|46.6|\n2026-08-20T21:28:29Z|threads-apify|0|0|0|134.0|0 créateur retourné — source possiblement bloquée\n2026-08-20T21:26:15Z|facebook-apify|0|0|0|143.6|0 créateur retourné — source possiblement bloquée\n2026-08-20T21:23:51Z|x-apify|5|16|1|333.2|\n2026-08-20T21:18:18Z|tiktok-apify|170|395|52|106.8|\n2026-08-20T21:16:30Z|instagram-apify|658|789|0|107.6|\n2026-08-20T03:57:03Z|onlyfans-apify|0|0|0|242.5|0 créateur retourné — source possiblement bloquée\n2026-08-20T03:23:56Z|discord-apify|3|16|0|31.3|\n2026-08-20T03:23:24Z|patreon-apify|0|0|0|31.2|0 créateur retourné — source possiblement bloquée\n2026-08-20T03:22:53Z|fansly-apify|1|8|0|16.0|","is_error":false}]},"parent_tool_use_id":null,"session_id":"eb002d3d-a873-4cca-9361-cb2467df7353","uuid":"7ad0410b-f8bb-439a-ac0c-eb499ea6a0e0","timestamp":"2026-08-21T15:38:09.987Z","tool_use_result":{"stdout":"2026-08-21T04:40:11Z|onlyfans-apify|0|0|0|257.6|0 créateur retourné — source possiblement bloquée\n2026-08-21T04:06:36Z|discord-apify|17|67|0|61.5|\n2026-08-21T04:05:34Z|patreon-apify|3|8|0|31.2|\n2026-08-21T04:05:03Z|fansly-apify|0|0|0|0.5|0 créateur retourné — source possiblement bloquée\n2026-08-21T04:05:02Z|kick-apify|17|21|0|31.2|\n2026-08-21T04:04:31Z|twitch-apify|51|188|0|46.3|\n2026-08-21T04:03:45Z|youtube-apify|225|393|0|122.2|\n2026-08-21T04:01:43Z|snapchat-apify|1|1|0|33.2|\n2026-08-21T04:01:09Z|facebook-apify|0|0|0|143.3|0 créateur retourné — source possiblement bloquée\n2026-08-21T04:01:09Z|threads-apify|0|0|0|0.6|0 créateur retourné — source possiblement bloquée\n2026-08-21T03:58:46Z|x-apify|0|0|0|318.3|0 créateur retourné — source possiblement bloquée\n2026-08-21T03:53:27Z|tiktok-apify|53|66|49|167.1|\n2026-08-21T03:50:39Z|instagram-apify|348|407|0|137.5|\n2026-08-20T22:09:42Z|onlyfans-apify|0|0|0|257.7|0 créateur retourné — source possiblement bloquée\n2026-08-20T21:33:39Z|discord-apify|1|5|0|31.4|\n2026-08-20T21:33:07Z|patreon-apify|2|16|0|31.3|\n2026-08-20T21:32:36Z|fansly-apify|0|0|0|0.8|0 créateur retourné — source possiblement bloquée\n2026-08-20T21:32:35Z|kick-apify|2|9|0|16.4|\n2026-08-20T21:32:19Z|twitch-apify|32|40|0|76.6|\n2026-08-20T21:31:02Z|youtube-apify|446|603|0|107.0|\n2026-08-20T21:29:15Z|snapchat-apify|4|12|0|46.6|\n2026-08-20T21:28:29Z|threads-apify|0|0|0|134.0|0 créateur retourné — source possiblement bloquée\n2026-08-20T21:26:15Z|facebook-apify|0|0|0|143.6|0 créateur retourné — source possiblement bloquée\n2026-08-20T21:23:51Z|x-apify|5|16|1|333.2|\n2026-08-20T21:18:18Z|tiktok-apify|170|395|52|106.8|\n2026-08-20T21:16:30Z|instagram-apify|658|789|0|107.6|\n2026-08-20T03:57:03Z|onlyfans-apify|0|0|0|242.5|0 créateur retourné — source possiblement bloquée\n2026-08-20T03:23:56Z|discord-apify|3|16|0|31.3|\n2026-08-20T03:23:24Z|patreon-apify|0|0|0|31.2|0 créateur retourné — source possiblement bloquée\n2026-08-20T03:22:53Z|fansly-apify|1|8|0|16.0|","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false}}}91{"type":"claude","event":{"type":"assistant","message":{"model":"claude-fable-5","id":"msg_011CeG9FdGMbKnr77MESFcYp","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01FT8hQvmRaf1PSkfas4HxSh","name":"Bash","input":{"command":"cd ~/apps/crea-ka && sed -n '25,80p' creaka/ingest.py","description":"Read ingest orchestration"},"caller":{"type":"direct"}}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":2529,"cache_read_input_tokens":69558,"cache_creation":{"ephemeral_5m_input_tokens":2529,"ephemeral_1h_input_tokens":0},"output_tokens":20,"service_tier":"standard","inference_geo":"global"},"context_management":null},"parent_tool_use_id":null,"session_id":"eb002d3d-a873-4cca-9361-cb2467df7353","uuid":"4bb6cedb-838f-4244-9a00-68c1121d82b8"}}92{"type":"claude","event":{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01FT8hQvmRaf1PSkfas4HxSh","type":"tool_result","content":"from . import db\nfrom .connectors import CONNECTORS\nfrom .connectors.base import SkipSource\nfrom .dedup import dedupe\n\n# ordre d'exécution des connecteurs d'enrichissement — link-in-bio vers la\n# fin (il consomme les link_in_bio_url des étapes précédentes) ; bio-liens en\n# tout dernier (il relit les bios enrichies, sans aucune requête)\nENRICH_ORDER = [\"instagram-apify\", \"snowball-ig\", \"tiktok-apify\", \"x-apify\",\n \"facebook-apify\", \"threads-apify\", \"snapchat-apify\",\n \"youtube-apify\", \"twitch-apify\", \"kick-apify\",\n \"fansly-apify\", \"patreon-apify\", \"discord-apify\",\n \"instagram-profil\", \"tiktok-profil\", \"youtube\", \"twitch\",\n \"x-profil\", \"balados-rss\", \"podcastindex\",\n \"link-in-bio\", \"bio-liens\", \"region-bio\"]\n\n\ndef _finalize_batch(creators: list) -> tuple[list, int]:\n finalized, dropped = [], 0\n for cr in creators:\n try:\n finalized.append(cr.finalize())\n except Exception: # une fiche malformée ne bloque pas la source\n dropped += 1\n return finalized, dropped\n\n\ndef load_active(con) -> list:\n \"\"\"Fiches actives (jamais les opted_out : exclues des ré-agrégations, §15).\"\"\"\n rows = con.execute(\n \"SELECT * FROM creators WHERE status='active' ORDER BY total_reach DESC\"\n ).fetchall()\n return [db.creator_from_row(r) for r in rows]\n\n\ndef run(sources: list[str] | None = None) -> list[dict]:\n \"\"\"Exécute l'ingestion pour toutes les sources (ou celles demandées).\"\"\"\n con = db.connect()\n results: list[dict] = []\n discovery = [sid for sid, cls in CONNECTORS.items() if cls.kind == \"discovery\"]\n enrichment = [sid for sid in ENRICH_ORDER if sid in CONNECTORS]\n enrichment += [sid for sid, cls in CONNECTORS.items()\n if cls.kind == \"enrichment\" and sid not in enrichment]\n targets = sources or (discovery + enrichment)\n\n for sid in targets:\n cls = CONNECTORS.get(sid)\n if cls is None:\n print(f\"[crea-ka] connecteur inconnu : {sid}\", file=sys.stderr)\n continue\n t0 = time.time()\n print(f\"[crea-ka] sync {sid} ({cls.kind}) ...\")\n try:\n connector = cls()\n if cls.kind == \"discovery\":\n batch = connector.fetch()","is_error":false}]},"parent_tool_use_id":null,"session_id":"eb002d3d-a873-4cca-9361-cb2467df7353","uuid":"60e33fb9-c727-4517-a781-9d6f132c5401","timestamp":"2026-08-21T15:38:10.366Z","tool_use_result":{"stdout":"from . import db\nfrom .connectors import CONNECTORS\nfrom .connectors.base import SkipSource\nfrom .dedup import dedupe\n\n# ordre d'exécution des connecteurs d'enrichissement — link-in-bio vers la\n# fin (il consomme les link_in_bio_url des étapes précédentes) ; bio-liens en\n# tout dernier (il relit les bios enrichies, sans aucune requête)\nENRICH_ORDER = [\"instagram-apify\", \"snowball-ig\", \"tiktok-apify\", \"x-apify\",\n \"facebook-apify\", \"threads-apify\", \"snapchat-apify\",\n \"youtube-apify\", \"twitch-apify\", \"kick-apify\",\n \"fansly-apify\", \"patreon-apify\", \"discord-apify\",\n \"instagram-profil\", \"tiktok-profil\", \"youtube\", \"twitch\",\n \"x-profil\", \"balados-rss\", \"podcastindex\",\n \"link-in-bio\", \"bio-liens\", \"region-bio\"]\n\n\ndef _finalize_batch(creators: list) -> tuple[list, int]:\n finalized, dropped = [], 0\n for cr in creators:\n try:\n finalized.append(cr.finalize())\n except Exception: # une fiche malformée ne bloque pas la source\n dropped += 1\n return finalized, dropped\n\n\ndef load_active(con) -> list:\n \"\"\"Fiches actives (jamais les opted_out : exclues des ré-agrégations, §15).\"\"\"\n rows = con.execute(\n \"SELECT * FROM creators WHERE status='active' ORDER BY total_reach DESC\"\n ).fetchall()\n return [db.creator_from_row(r) for r in rows]\n\n\ndef run(sources: list[str] | None = None) -> list[dict]:\n \"\"\"Exécute l'ingestion pour toutes les sources (ou celles demandées).\"\"\"\n con = db.connect()\n results: list[dict] = []\n discovery = [sid for sid, cls in CONNECTORS.items() if cls.kind == \"discovery\"]\n enrichment = [sid for sid in ENRICH_ORDER if sid in CONNECTORS]\n enrichment += [sid for sid, cls in CONNECTORS.items()\n if cls.kind == \"enrichment\" and sid not in enrichment]\n targets = sources or (discovery + enrichment)\n\n for sid in targets:\n cls = CONNECTORS.get(sid)\n if cls is None:\n print(f\"[crea-ka] connecteur inconnu : {sid}\", file=sys.stderr)\n continue\n t0 = time.time()\n print(f\"[crea-ka] sync {sid} ({cls.kind}) ...\")\n try:\n connector = cls()\n if cls.kind == \"discovery\":\n batch = connector.fetch()","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false}}}93{"type":"claude","event":{"type":"system","subtype":"status","status":"requesting","uuid":"95939ad9-5c4c-4b1b-aff1-58158c1c75c3","session_id":"eb002d3d-a873-4cca-9361-cb2467df7353"}}94{"type":"claude","event":{"type":"assistant","message":{"model":"claude-fable-5","id":"msg_011CeG9G1ZnoyGdkXx7vgox1","type":"message","role":"assistant","content":[{"type":"thinking","thinking":"","signature":"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"}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":2633,"cache_read_input_tokens":72087,"cache_creation":{"ephemeral_5m_input_tokens":2633,"ephemeral_1h_input_tokens":0},"output_tokens":3,"service_tier":"standard","inference_geo":"global"},"context_management":null},"parent_tool_use_id":null,"session_id":"eb002d3d-a873-4cca-9361-cb2467df7353","uuid":"23f5baf9-bf16-4901-af5d-c8205bea3cf6"}}95{"type":"claude","event":{"type":"assistant","message":{"model":"claude-fable-5","id":"msg_011CeG9G1ZnoyGdkXx7vgox1","type":"message","role":"assistant","content":[{"type":"thinking","thinking":"","signature":"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"}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":2633,"cache_read_input_tokens":72087,"cache_creation":{"ephemeral_5m_input_tokens":2633,"ephemeral_1h_input_tokens":0},"output_tokens":3,"service_tier":"standard","inference_geo":"global"},"context_management":null},"parent_tool_use_id":null,"session_id":"eb002d3d-a873-4cca-9361-cb2467df7353","uuid":"257b9f6a-8806-4b5c-96ee-70742a6068e0"}}96{"type":"claude","event":{"type":"assistant","message":{"model":"claude-fable-5","id":"msg_011CeG9G1ZnoyGdkXx7vgox1","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01Aa3ZpKiGBRwQUCMoye4FSR","name":"ToolSearch","input":{"query":"select:TodoWrite","max_results":1},"caller":{"type":"direct"}}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":2633,"cache_read_input_tokens":72087,"cache_creation":{"ephemeral_5m_input_tokens":2633,"ephemeral_1h_input_tokens":0},"output_tokens":3,"service_tier":"standard","inference_geo":"global"},"context_management":null},"parent_tool_use_id":null,"session_id":"eb002d3d-a873-4cca-9361-cb2467df7353","uuid":"6398c050-536e-4e73-b33d-73f22a579bbb"}}97{"type":"claude","event":{"type":"user","message":{"role":"user","content":[{"type":"tool_result","tool_use_id":"toolu_01Aa3ZpKiGBRwQUCMoye4FSR","content":[{"type":"tool_reference","tool_name":"TodoWrite"}]}]},"parent_tool_use_id":null,"session_id":"eb002d3d-a873-4cca-9361-cb2467df7353","uuid":"a3dac744-ae1b-423b-a55b-262146208c2e","timestamp":"2026-08-21T15:38:29.279Z","tool_use_result":{"matches":["TodoWrite"],"query":"select:TodoWrite","total_deferred_tools":17}}}98{"type":"claude","event":{"type":"assistant","message":{"model":"claude-fable-5","id":"msg_011CeG9G1ZnoyGdkXx7vgox1","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01KASbUfe6Py1rdaNJ29MH91","name":"Bash","input":{"command":"cd ~/apps/crea-ka && source .env 2>/dev/null; export APIFY_TOKEN=${APIFY_TOKEN:-$(grep APIFY_TOKEN ~/.claude/.env | cut -d= -f2)}; sqlite3 data/creaka.db \"SELECT handle FROM accounts WHERE platform='x' LIMIT 5;\"","description":"Get sample X handles for actor test"},"caller":{"type":"direct"}}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":2633,"cache_read_input_tokens":72087,"cache_creation":{"ephemeral_5m_input_tokens":2633,"ephemeral_1h_input_tokens":0},"output_tokens":3,"service_tier":"standard","inference_geo":"global"},"context_management":null},"parent_tool_use_id":null,"session_id":"eb002d3d-a873-4cca-9361-cb2467df7353","uuid":"04af9cdd-1b50-454e-80e2-82a553860ecb"}}99{"type":"claude","event":{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01KASbUfe6Py1rdaNJ29MH91","type":"tool_result","content":"808nyc\n__wasted_kidz__\n_canadianbaecon\n_louist\n_rosiefever","is_error":false}]},"parent_tool_use_id":null,"session_id":"eb002d3d-a873-4cca-9361-cb2467df7353","uuid":"9f1e91c2-01c6-40ab-a715-d886674de69f","timestamp":"2026-08-21T15:38:31.606Z","tool_use_result":{"stdout":"808nyc\n__wasted_kidz__\n_canadianbaecon\n_louist\n_rosiefever","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false}}}100{"type":"claude","event":{"type":"system","subtype":"status","status":"requesting","uuid":"ba021775-6a5f-4385-ae9e-a03be5c7a0b1","session_id":"eb002d3d-a873-4cca-9361-cb2467df7353"}}101{"type":"claude","event":{"type":"assistant","message":{"model":"claude-fable-5","id":"msg_011CeG9HaF6MWNHyMx68snYq","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_014idigXusfT7bK83Eg4mroS","name":"TodoWrite","input":{"todos":[{"content":"Diagnostiquer et réparer l'acteur ka-x (0 résultat depuis des jours)","status":"in_progress","activeForm":"Diagnostiquant l'acteur ka-x"},{"content":"Diagnostiquer et réparer ka-facebook / ka-threads / ka-onlyfans","status":"pending","activeForm":"Diagnostiquant ka-facebook/threads/onlyfans"},{"content":"Forcer un passage complet Apify sur tout le bassin, toutes plateformes","status":"pending","activeForm":"Forçant le passage complet Apify"},{"content":"Vérifier l'impact (jauges multi/complétude) et resynchroniser","status":"pending","activeForm":"Vérifiant l'impact sur les jauges"},{"content":"Rebuild frontend, pm2 restart, commit + push","status":"pending","activeForm":"Redéployant et poussant"}]},"caller":{"type":"direct"}}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":79540,"cache_read_input_tokens":0,"cache_creation":{"ephemeral_5m_input_tokens":79540,"ephemeral_1h_input_tokens":0},"output_tokens":23,"service_tier":"standard","inference_geo":"global"},"context_management":null},"parent_tool_use_id":null,"session_id":"eb002d3d-a873-4cca-9361-cb2467df7353","uuid":"3c849bdb-98e8-4276-b8a5-ce6ea8209ed1"}}102{"type":"claude","event":{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_014idigXusfT7bK83Eg4mroS","type":"tool_result","content":"Todos have been modified successfully. Ensure that you continue to use the todo list to track your progress. Please proceed with the current tasks if applicable"}]},"parent_tool_use_id":null,"session_id":"eb002d3d-a873-4cca-9361-cb2467df7353","uuid":"61bf9288-8c3a-4aa1-8be8-88187308c3a7","timestamp":"2026-08-21T15:38:38.214Z","tool_use_result":{"oldTodos":[],"newTodos":[{"content":"Diagnostiquer et réparer l'acteur ka-x (0 résultat depuis des jours)","status":"in_progress","activeForm":"Diagnostiquant l'acteur ka-x"},{"content":"Diagnostiquer et réparer ka-facebook / ka-threads / ka-onlyfans","status":"pending","activeForm":"Diagnostiquant ka-facebook/threads/onlyfans"},{"content":"Forcer un passage complet Apify sur tout le bassin, toutes plateformes","status":"pending","activeForm":"Forçant le passage complet Apify"},{"content":"Vérifier l'impact (jauges multi/complétude) et resynchroniser","status":"pending","activeForm":"Vérifiant l'impact sur les jauges"},{"content":"Rebuild frontend, pm2 restart, commit + push","status":"pending","activeForm":"Redéployant et poussant"}],"verificationNudgeNeeded":false}}}103{"type":"claude","event":{"type":"system","subtype":"status","status":"requesting","uuid":"8d056058-f416-4197-ad2c-00ea655dbd36","session_id":"eb002d3d-a873-4cca-9361-cb2467df7353"}}104{"type":"claude","event":{"type":"assistant","message":{"model":"claude-fable-5","id":"msg_011CeG9J4Yw1QMSRDVE4LCYt","type":"message","role":"assistant","content":[{"type":"thinking","thinking":"","signature":"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"}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":477,"cache_read_input_tokens":79540,"cache_creation":{"ephemeral_5m_input_tokens":477,"ephemeral_1h_input_tokens":0},"output_tokens":3,"service_tier":"standard","inference_geo":"global"},"context_management":null},"parent_tool_use_id":null,"session_id":"eb002d3d-a873-4cca-9361-cb2467df7353","uuid":"8f9795e2-2430-4ce4-afd5-b6d46eadf29f"}}105{"type":"claude","event":{"type":"assistant","message":{"model":"claude-fable-5","id":"msg_011CeG9J4Yw1QMSRDVE4LCYt","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01YbjuwP391oFV5Udsg7bPu9","name":"Bash","input":{"command":"cd ~/apps/crea-ka && export $(grep -E '^APIFY_TOKEN' ~/.claude/.env | xargs) 2>/dev/null; [ -f .env ] && export $(grep -E '^APIFY_TOKEN' .env | xargs) 2>/dev/null; python3 - <<'EOF'\nimport os, requests, json, time\ntoken = os.environ[\"APIFY_TOKEN\"]\nh = {\"Authorization\": f\"Bearer {token}\"}\ninp = {\"usernames\": [\"_louist\", \"808nyc\"], \"maxTweets\": 20,\n \"concurrency\": 2,\n \"proxyConfiguration\": {\"useApifyProxy\": True, \"apifyProxyGroups\": [\"RESIDENTIAL\"]}}\nr = requests.post(\"https://api.apify.com/v2/acts/gorgeous_thistle~ka-x/runs\",\n json=inp, headers=h, params={\"memory\": 1024}, timeout=60)\nr.raise_for_status()\nrun = r.json()[\"data\"][\"id\"]\nprint(\"run\", run)\nwhile True:\n time.sleep(10)\n s = requests.get(f\"https://api.apify.com/v2/actor-runs/{run}\", headers=h, timeout=60).json()[\"data\"]\n if s[\"status\"] in (\"SUCCEEDED\",\"FAILED\",\"ABORTED\",\"TIMED-OUT\"): break\nprint(\"status\", s[\"status\"], \"dataset\", s[\"defaultDatasetId\"])\nitems = requests.get(f\"https://api.apify.com/v2/datasets/{s['defaultDatasetId']}/items?clean=true\", headers=h, timeout=60).json()\nprint(json.dumps(items, indent=1)[:2000])\nEOF","description":"Test ka-x actor with 2 handles","timeout":400000},"caller":{"type":"direct"}}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":477,"cache_read_input_tokens":79540,"cache_creation":{"ephemeral_5m_input_tokens":477,"ephemeral_1h_input_tokens":0},"output_tokens":3,"service_tier":"standard","inference_geo":"global"},"context_management":null},"parent_tool_use_id":null,"session_id":"eb002d3d-a873-4cca-9361-cb2467df7353","uuid":"b356bba4-c26b-484f-974c-b0e2553f3472"}}106{"type":"claude","event":{"type":"user","message":{"role":"user","content":[{"type":"tool_result","content":"Exit code 1\nTraceback (most recent call last):\n File \"<stdin>\", line 1, in <module>\nModuleNotFoundError: No module named 'requests'","is_error":true,"tool_use_id":"toolu_01YbjuwP391oFV5Udsg7bPu9"}]},"parent_tool_use_id":null,"session_id":"eb002d3d-a873-4cca-9361-cb2467df7353","uuid":"cc5d2acd-6f08-42d4-98fd-cde0789aa9e9","timestamp":"2026-08-21T15:38:48.665Z","tool_use_result":"Error: Exit code 1\nTraceback (most recent call last):\n File \"<stdin>\", line 1, in <module>\nModuleNotFoundError: No module named 'requests'"}}107{"type":"claude","event":{"type":"system","subtype":"status","status":"requesting","uuid":"c4d3a365-3328-461d-a525-9449089a46c0","session_id":"eb002d3d-a873-4cca-9361-cb2467df7353"}}108{"type":"claude","event":{"type":"assistant","message":{"model":"claude-fable-5","id":"msg_011CeG9Js6dZWPCqn9BocScs","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01XmvCi7pRzhaPHp4tFsMiV5","name":"Bash","input":{"command":"cd ~/apps/crea-ka && export $(grep -E '^APIFY_TOKEN' ~/.claude/.env | xargs) 2>/dev/null; [ -f .env ] && export $(grep -E '^APIFY_TOKEN' .env | xargs) 2>/dev/null; .venv/bin/python - <<'EOF'\nimport os, requests, json, time\ntoken = os.environ[\"APIFY_TOKEN\"]\nh = {\"Authorization\": f\"Bearer {token}\"}\ninp = {\"usernames\": [\"_louist\", \"808nyc\"], \"maxTweets\": 20,\n \"concurrency\": 2,\n \"proxyConfiguration\": {\"useApifyProxy\": True, \"apifyProxyGroups\": [\"RESIDENTIAL\"]}}\nr = requests.post(\"https://api.apify.com/v2/acts/gorgeous_thistle~ka-x/runs\",\n json=inp, headers=h, params={\"memory\": 1024}, timeout=60)\nr.raise_for_status()\nrun = r.json()[\"data\"][\"id\"]\nprint(\"run\", run)\nwhile True:\n time.sleep(10)\n s = requests.get(f\"https://api.apify.com/v2/actor-runs/{run}\", headers=h, timeout=60).json()[\"data\"]\n if s[\"status\"] in (\"SUCCEEDED\",\"FAILED\",\"ABORTED\",\"TIMED-OUT\"): break\nprint(\"status\", s[\"status\"], \"dataset\", s[\"defaultDatasetId\"])\nitems = requests.get(f\"https://api.apify.com/v2/datasets/{s['defaultDatasetId']}/items?clean=true\", headers=h, timeout=60).json()\nprint(json.dumps(items, indent=1)[:3000])\nEOF","description":"Test ka-x actor with venv python","timeout":400000},"caller":{"type":"direct"}}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":802,"cache_read_input_tokens":80017,"cache_creation":{"ephemeral_5m_input_tokens":802,"ephemeral_1h_input_tokens":0},"output_tokens":20,"service_tier":"standard","inference_geo":"global"},"context_management":null},"parent_tool_use_id":null,"session_id":"eb002d3d-a873-4cca-9361-cb2467df7353","uuid":"3b3dcf3a-16e8-46d2-ba08-f87fdd9a126f"}}109{"type":"claude","event":{"type":"system","subtype":"task_started","task_id":"baxabesuf","tool_use_id":"toolu_01XmvCi7pRzhaPHp4tFsMiV5","description":"Test ka-x actor with venv python","task_type":"local_bash","uuid":"e2d41005-b181-47e3-96b8-8dd5c2902ecc","session_id":"eb002d3d-a873-4cca-9361-cb2467df7353"}}110{"type":"claude","event":{"type":"system","subtype":"task_notification","task_id":"baxabesuf","tool_use_id":"toolu_01XmvCi7pRzhaPHp4tFsMiV5","status":"completed","output_file":"","summary":"Test ka-x actor with venv python","uuid":"68e23d2a-f8c7-43de-a3c2-8ab7dee6e448","session_id":"eb002d3d-a873-4cca-9361-cb2467df7353"}}111{"type":"claude","event":{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01XmvCi7pRzhaPHp4tFsMiV5","type":"tool_result","content":"run BC4mWfW5luzITBaJl\nstatus SUCCEEDED dataset DsGTpMFTE6DXjDAeh\n[\n {\n \"kind\": \"profile\",\n \"platform\": \"x\",\n \"username\": \"808nyc\",\n \"found\": false,\n \"error\": \"user_not_found\"\n },\n {\n \"kind\": \"profile\",\n \"platform\": \"x\",\n \"found\": true,\n \"id\": \"33941703\",\n \"username\": \"_LouisT\",\n \"full_name\": \"Louis T\",\n \"biography\": \"Pas journaliste. Humoriste.\",\n \"location\": \"\",\n \"website\": \"http://louist.ca\",\n \"followers\": 85989,\n \"following\": 142,\n \"tweets_count\": 31533,\n \"listed_count\": 213,\n \"likes_given\": 8290,\n \"is_verified\": false,\n \"is_blue_verified\": false,\n \"is_protected\": false,\n \"created_at\": \"Tue Apr 21 15:44:01 +0000 2009\",\n \"account_age_days\": 6331,\n \"avatar\": \"https://pbs.twimg.com/profile_images/1726613187187838977/hhNsFdrh_400x400.jpg\",\n \"banner\": \"https://pbs.twimg.com/profile_banners/33941703/1706718198\",\n \"avg_likes\": 1343,\n \"avg_retweets\": 93,\n \"avg_replies\": 67,\n \"engagement_rate_pct\": 1.67,\n \"tweets_per_week\": 0.14,\n \"last_tweet_at\": \"Wed Jun 02 15:09:16 +0000 2021\",\n \"reply_share_pct\": 0,\n \"media_share_pct\": 10,\n \"top_hashtags\": [],\n \"top_tweet\": {\n \"url\": \"https://x.com/_LouisT/status/1400107253810802699\",\n \"likes\": 1953,\n \"retweets\": 12\n },\n \"recent_tweets\": [\n {\n \"id\": \"1400107253810802699\",\n \"url\": \"https://x.com/_LouisT/status/1400107253810802699\",\n \"text\": \"C\\u2019est \\u00e7a qui arrive quand on est pogn\\u00e9 \\u00e0 la maison trop longtemps sans avoir rien d\\u2019autres \\u00e0 faire.\\n\\nJe tiens la CAQ directement responsable! https://t.co/nRISWTjEHa\",\n \"likes\": 1953,\n \"retweets\": 12,\n \"replies\": 119,\n \"quotes\": 9,\n \"created_at\": \"Wed Jun 02 15:09:16 +0000 2021\",\n \"is_retweet\": false,\n \"is_reply\": false,\n \"is_quote\": false,\n \"lang\": \"fr\",\n \"hashtags\": [],\n \"mentions\": [],\n \"media_type\": \"photo\",\n \"media_count\": 1,\n \"media_urls\": [\n \"https://pbs.twimg.com/media/E24uH6hXoAI9Fwq.jpg\"\n ],\n \"links\": []\n },\n {\n \"id\": \"1341514579944288265\",\n \"url\": \"https://x.com/_LouisT/status/1341514579944288265\",\n \"text\": \"Le fabriquant du vaccin dit de ne pas s\\u2019inqui\\u00e9ter d\\u2019une mutation du virus. Une mise-\\u00e0-jour sera t\\u00e9l\\u00e9chargeable via la puce.\\n\\nSuffira de se mettre la t\\u00eate proche de votre routeur et mentionner \\u00e0 voix haute \\u00ab\\u00a0j\\u2019accepte\\u00a0\\u00bb.\\n\\nEnsuite aller vous coucher, pour vous red\\u00e9marrer.\",\n \"likes\": 1908,\n \"retweets\": 248,\n \"replies\": 55,\n \"quotes\": 39,\n \"created_at\": \"Tue Dec 22 22:42:54 +0000 2020\",\n \"is_retweet\": false,\n \"is_reply\": false,\n \"is_quote\": false,\n \"lang\": \"fr\",\n \"hashtags\": [],\n \"mentions\": [],\n \"media_type\": null,\n \"media_count\": null,\n \"media_urls\": [],\n \"links\": []\n },\n {\n \"id\": \"1344099235877310465\",\n \"url\": \"https://x.com/_LouisT/status/1344099235877310465\",\n \"text\": \"O\\u00f9 est Pierre Arcand? https://t.co/au8CnHEssE\",\n \"likes\": 1612,\n \"retweets\": 128,\n \"replies\": 92,\n \"quotes\": 22,\n \"created_at\": \"Wed Dec 30 01:53:24 +0000 2020\",","is_error":false}]},"parent_tool_use_id":null,"session_id":"eb002d3d-a873-4cca-9361-cb2467df7353","uuid":"31303209-e47c-472e-b3ef-6ec0df947278","timestamp":"2026-08-21T15:39:18.962Z","tool_use_result":{"stdout":"run BC4mWfW5luzITBaJl\nstatus SUCCEEDED dataset DsGTpMFTE6DXjDAeh\n[\n {\n \"kind\": \"profile\",\n \"platform\": \"x\",\n \"username\": \"808nyc\",\n \"found\": false,\n \"error\": \"user_not_found\"\n },\n {\n \"kind\": \"profile\",\n \"platform\": \"x\",\n \"found\": true,\n \"id\": \"33941703\",\n \"username\": \"_LouisT\",\n \"full_name\": \"Louis T\",\n \"biography\": \"Pas journaliste. Humoriste.\",\n \"location\": \"\",\n \"website\": \"http://louist.ca\",\n \"followers\": 85989,\n \"following\": 142,\n \"tweets_count\": 31533,\n \"listed_count\": 213,\n \"likes_given\": 8290,\n \"is_verified\": false,\n \"is_blue_verified\": false,\n \"is_protected\": false,\n \"created_at\": \"Tue Apr 21 15:44:01 +0000 2009\",\n \"account_age_days\": 6331,\n \"avatar\": \"https://pbs.twimg.com/profile_images/1726613187187838977/hhNsFdrh_400x400.jpg\",\n \"banner\": \"https://pbs.twimg.com/profile_banners/33941703/1706718198\",\n \"avg_likes\": 1343,\n \"avg_retweets\": 93,\n \"avg_replies\": 67,\n \"engagement_rate_pct\": 1.67,\n \"tweets_per_week\": 0.14,\n \"last_tweet_at\": \"Wed Jun 02 15:09:16 +0000 2021\",\n \"reply_share_pct\": 0,\n \"media_share_pct\": 10,\n \"top_hashtags\": [],\n \"top_tweet\": {\n \"url\": \"https://x.com/_LouisT/status/1400107253810802699\",\n \"likes\": 1953,\n \"retweets\": 12\n },\n \"recent_tweets\": [\n {\n \"id\": \"1400107253810802699\",\n \"url\": \"https://x.com/_LouisT/status/1400107253810802699\",\n \"text\": \"C\\u2019est \\u00e7a qui arrive quand on est pogn\\u00e9 \\u00e0 la maison trop longtemps sans avoir rien d\\u2019autres \\u00e0 faire.\\n\\nJe tiens la CAQ directement responsable! https://t.co/nRISWTjEHa\",\n \"likes\": 1953,\n \"retweets\": 12,\n \"replies\": 119,\n \"quotes\": 9,\n \"created_at\": \"Wed Jun 02 15:09:16 +0000 2021\",\n \"is_retweet\": false,\n \"is_reply\": false,\n \"is_quote\": false,\n \"lang\": \"fr\",\n \"hashtags\": [],\n \"mentions\": [],\n \"media_type\": \"photo\",\n \"media_count\": 1,\n \"media_urls\": [\n \"https://pbs.twimg.com/media/E24uH6hXoAI9Fwq.jpg\"\n ],\n \"links\": []\n },\n {\n \"id\": \"1341514579944288265\",\n \"url\": \"https://x.com/_LouisT/status/1341514579944288265\",\n \"text\": \"Le fabriquant du vaccin dit de ne pas s\\u2019inqui\\u00e9ter d\\u2019une mutation du virus. Une mise-\\u00e0-jour sera t\\u00e9l\\u00e9chargeable via la puce.\\n\\nSuffira de se mettre la t\\u00eate proche de votre routeur et mentionner \\u00e0 voix haute \\u00ab\\u00a0j\\u2019accepte\\u00a0\\u00bb.\\n\\nEnsuite aller vous coucher, pour vous red\\u00e9marrer.\",\n \"likes\": 1908,\n \"retweets\": 248,\n \"replies\": 55,\n \"quotes\": 39,\n \"created_at\": \"Tue Dec 22 22:42:54 +0000 2020\",\n \"is_retweet\": false,\n \"is_reply\": false,\n \"is_quote\": false,\n \"lang\": \"fr\",\n \"hashtags\": [],\n \"mentions\": [],\n \"media_type\": null,\n \"media_count\": null,\n \"media_urls\": [],\n \"links\": []\n },\n {\n \"id\": \"1344099235877310465\",\n \"url\": \"https://x.com/_LouisT/status/1344099235877310465\",\n \"text\": \"O\\u00f9 est Pierre Arcand? https://t.co/au8CnHEssE\",\n \"likes\": 1612,\n \"retweets\": 128,\n \"replies\": 92,\n \"quotes\": 22,\n \"created_at\": \"Wed Dec 30 01:53:24 +0000 2020\",","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false}}}112{"type":"claude","event":{"type":"system","subtype":"status","status":"requesting","uuid":"168cf4c4-7f4f-4aa9-b472-e054c18012d0","session_id":"eb002d3d-a873-4cca-9361-cb2467df7353"}}113{"type":"claude","event":{"type":"assistant","message":{"model":"claude-fable-5","id":"msg_011CeG9M5K9g8kAvFfetyRJi","type":"message","role":"assistant","content":[{"type":"thinking","thinking":"","signature":"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"}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":2251,"cache_read_input_tokens":80819,"cache_creation":{"ephemeral_5m_input_tokens":2251,"ephemeral_1h_input_tokens":0},"output_tokens":3,"service_tier":"standard","inference_geo":"global"},"context_management":null},"parent_tool_use_id":null,"session_id":"eb002d3d-a873-4cca-9361-cb2467df7353","uuid":"d27a4a90-0f4e-47e3-b1b0-d0414390bfcf"}}114{"type":"claude","event":{"type":"assistant","message":{"model":"claude-fable-5","id":"msg_011CeG9M5K9g8kAvFfetyRJi","type":"message","role":"assistant","content":[{"type":"thinking","thinking":"","signature":"CAISlQQKpQEIERgCKkAWNFelj8zWsG0CjYC8jnWK0CbmS2wEhRCioRbqQRYS1141/3dCWZ6bV/hV7r+V3lIg6ocxODwytNbCjsrhfBkTMg5jbGF1ZGUtZmFibGUtNTgBQgluYXJyYXRpb25aJDZmY2M4ZjgzLTFmOWMtNGQzMy1iYTA3LTRkNGRmMzdkNjdmNXIQ9HhX+w9e52x5AjwcTVbSGogBAagBt+Kh1AYSDONeuBZBFAovUmHpVxoMJNjsGpS08bQuzNZ2IjAnfzIea1vFE2tt+3U16+upGsQM9gtQ7HtiUK4hQ1V4CPi2Dzo6RoQqu5IRGcGovEoqnAKU7ZA9A5yhfR9cFW5SUddrSPQFa2amF7L2EEtMtMeNUsBwnc/vNbJ98aQw8NQEIgGPsGF+C+wT51hBtpXQLdKMRM72zYdL41u3RlAN3xjtWhejdEGvI4RP9ZjRXLOvODNUWI6wwf5wJgswzViZyjkaXzXS3X7YJfqpE8BQ5RyRRZT6iVtGot4qr/p0Vej2xHeP9bjgEp/GxOzYc59/51cpjISIAXod9IWMdIvRbdja+ZiI+r/QGXoKCPyW9q7gez6gY3hNM17wzLadPJN9lfqm1EoTkrwPyPOLi7TuwZPmItSs3KcpRmbBkg2jkBpLtC68vh6EaBddaF/qAXSh7OKWRqZ/aAetTij9FqX1JIMMR0ZouLxLcJXduOutKxgB"}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":2251,"cache_read_input_tokens":80819,"cache_creation":{"ephemeral_5m_input_tokens":2251,"ephemeral_1h_input_tokens":0},"output_tokens":3,"service_tier":"standard","inference_geo":"global"},"context_management":null},"parent_tool_use_id":null,"session_id":"eb002d3d-a873-4cca-9361-cb2467df7353","uuid":"eb70b613-2a89-4313-8e22-feb05c7711be"}}115{"type":"claude","event":{"type":"assistant","message":{"model":"claude-fable-5","id":"msg_011CeG9M5K9g8kAvFfetyRJi","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_019rxADTMWYo44HHRgZJyMZz","name":"Bash","input":{"command":"cd ~/apps/crea-ka && export $(grep -E '^APIFY_TOKEN' .env | xargs); .venv/bin/python - <<'EOF'\nimport os, requests, json, time, sqlite3\ntoken = os.environ[\"APIFY_TOKEN\"]\nh = {\"Authorization\": f\"Bearer {token}\"}\ndb = sqlite3.connect(\"data/creaka.db\")\nhandles = [r[0] for r in db.execute(\"SELECT handle FROM accounts WHERE platform='x' AND (metrics IS NULL OR metrics NOT LIKE '%x-apify_at%') LIMIT 40\")]\ninp = {\"usernames\": handles, \"maxTweets\": 5, \"concurrency\": 10,\n \"proxyConfiguration\": {\"useApifyProxy\": True, \"apifyProxyGroups\": [\"RESIDENTIAL\"]}}\nr = requests.post(\"https://api.apify.com/v2/acts/gorgeous_thistle~ka-x/runs\",\n json=inp, headers=h, params={\"memory\": 2048}, timeout=60)\nr.raise_for_status(); run = r.json()[\"data\"][\"id\"]\nwhile True:\n time.sleep(15)\n s = requests.get(f\"https://api.apify.com/v2/actor-runs/{run}\", headers=h, timeout=60).json()[\"data\"]\n if s[\"status\"] in (\"SUCCEEDED\",\"FAILED\",\"ABORTED\",\"TIMED-OUT\"): break\nitems = requests.get(f\"https://api.apify.com/v2/datasets/{s['defaultDatasetId']}/items?clean=true&limit=1000\", headers=h, timeout=60).json()\nfrom collections import Counter\nc = Counter()\nfor it in items:\n c[\"found\" if it.get(\"found\") else f\"err:{it.get('error','?')}\"] += 1\nprint(\"statut run:\", s[\"status\"], \"| items:\", len(items), \"/\", len(handles))\nfor k,v in c.most_common(): print(f\" {k}: {v}\")\nEOF","description":"Sample 40 stale X handles through ka-x","timeout":600000,"run_in_background":true},"caller":{"type":"direct"}}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":2251,"cache_read_input_tokens":80819,"cache_creation":{"ephemeral_5m_input_tokens":2251,"ephemeral_1h_input_tokens":0},"output_tokens":3,"service_tier":"standard","inference_geo":"global"},"context_management":null},"parent_tool_use_id":null,"session_id":"eb002d3d-a873-4cca-9361-cb2467df7353","uuid":"3c294975-1981-4828-832d-77db5ff7d7e2"}}116{"type":"claude","event":{"type":"system","subtype":"task_started","task_id":"bt5mkiwz0","tool_use_id":"toolu_019rxADTMWYo44HHRgZJyMZz","description":"Sample 40 stale X handles through ka-x","task_type":"local_bash","uuid":"1267a22c-ee63-42f8-9f83-704f757e2982","session_id":"eb002d3d-a873-4cca-9361-cb2467df7353"}}117{"type":"claude","event":{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_019rxADTMWYo44HHRgZJyMZz","type":"tool_result","content":"Command running in background with ID: bt5mkiwz0. Output is being written to: /private/tmp/claude-501/-Users-simon-pierreboucher-apps-crea-ka/eb002d3d-a873-4cca-9361-cb2467df7353/tasks/bt5mkiwz0.output","is_error":false}]},"parent_tool_use_id":null,"session_id":"eb002d3d-a873-4cca-9361-cb2467df7353","uuid":"59a36238-0050-4506-9433-5814e8735607","timestamp":"2026-08-21T15:39:43.681Z","tool_use_result":{"stdout":"","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false,"backgroundTaskId":"bt5mkiwz0"}}}118{"type":"claude","event":{"type":"assistant","message":{"model":"claude-fable-5","id":"msg_011CeG9M5K9g8kAvFfetyRJi","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01E2hrRYRWmceZ6StfYMhF4q","name":"Bash","input":{"command":"cd ~/apps/crea-ka && sqlite3 data/creaka.db \"SELECT handle FROM accounts WHERE platform='facebook' LIMIT 4; SELECT handle FROM accounts WHERE platform='threads' LIMIT 3; SELECT handle FROM accounts WHERE platform='onlyfans' LIMIT 3;\"","description":"Sample handles for fb/threads/onlyfans"},"caller":{"type":"direct"}}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":2251,"cache_read_input_tokens":80819,"cache_creation":{"ephemeral_5m_input_tokens":2251,"ephemeral_1h_input_tokens":0},"output_tokens":3,"service_tier":"standard","inference_geo":"global"},"context_management":null},"parent_tool_use_id":null,"session_id":"eb002d3d-a873-4cca-9361-cb2467df7353","uuid":"e05d327a-e96a-4c33-a290-37a7d35b14da"}}119{"type":"claude","event":{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01E2hrRYRWmceZ6StfYMhF4q","type":"tool_result","content":"100007739415409\n100092235819696\n1appparjour\n1djjfro\namipl_\ncl_blog\nevanvanya\n4therinecloutier\nalaskahotmess\nalchimiea3","is_error":false}]},"parent_tool_use_id":null,"session_id":"eb002d3d-a873-4cca-9361-cb2467df7353","uuid":"3395b89f-ef2a-485d-a03d-f46bb55fe5d3","timestamp":"2026-08-21T15:39:45.021Z","tool_use_result":{"stdout":"100007739415409\n100092235819696\n1appparjour\n1djjfro\namipl_\ncl_blog\nevanvanya\n4therinecloutier\nalaskahotmess\nalchimiea3","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false}}}120{"type":"claude","event":{"type":"system","subtype":"status","status":"requesting","uuid":"7f0e0f4c-407f-4c23-b5b9-4ebf8811cf81","session_id":"eb002d3d-a873-4cca-9361-cb2467df7353"}}121{"type":"claude","event":{"type":"assistant","message":{"model":"claude-fable-5","id":"msg_011CeG9NzL4s4bAJyu1ajFAi","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01WgycF2j1v8tdGKBJ1YN287","name":"Bash","input":{"command":"cd ~/apps/crea-ka && export $(grep -E '^APIFY_TOKEN' .env | xargs); .venv/bin/python - <<'EOF'\nimport os, requests, json, time\ntoken = os.environ[\"APIFY_TOKEN\"]; h = {\"Authorization\": f\"Bearer {token}\"}\ndef test(actor, usernames, extra=None):\n inp = {\"usernames\": usernames, \"concurrency\": 4,\n \"proxyConfiguration\": {\"useApifyProxy\": True, \"apifyProxyGroups\": [\"RESIDENTIAL\"]}}\n if extra: inp.update(extra)\n r = requests.post(f\"https://api.apify.com/v2/acts/gorgeous_thistle~{actor}/runs\",\n json=inp, headers=h, params={\"memory\": 1024}, timeout=60)\n r.raise_for_status(); run = r.json()[\"data\"][\"id\"]\n while True:\n time.sleep(12)\n s = requests.get(f\"https://api.apify.com/v2/actor-runs/{run}\", headers=h, timeout=60).json()[\"data\"]\n if s[\"status\"] in (\"SUCCEEDED\",\"FAILED\",\"ABORTED\",\"TIMED-OUT\"): break\n items = requests.get(f\"https://api.apify.com/v2/datasets/{s['defaultDatasetId']}/items?clean=true\", headers=h, timeout=60).json()\n print(f\"== {actor} : {s['status']}, {len(items)} items\")\n for it in items:\n print(\" \", it.get(\"username\"), \"found=\", it.get(\"found\"), \"err=\", it.get(\"error\"), \"followers=\", it.get(\"followers\"))\ntest(\"ka-facebook\", [\"100007739415409\", \"1appparjour\", \"amipl_\", \"cl_blog\"])\ntest(\"ka-threads\", [\"evanvanya\", \"4therinecloutier\"])\ntest(\"ka-onlyfans\", [\"alaskahotmess\", \"alchimiea3\"])\nEOF","description":"Test fb/threads/onlyfans actors","timeout":600000,"run_in_background":true},"caller":{"type":"direct"}}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":2034,"cache_read_input_tokens":83070,"cache_creation":{"ephemeral_5m_input_tokens":2034,"ephemeral_1h_input_tokens":0},"output_tokens":17,"service_tier":"standard","inference_geo":"global"},"context_management":null},"parent_tool_use_id":null,"session_id":"eb002d3d-a873-4cca-9361-cb2467df7353","uuid":"f7818ad3-1b0d-4830-8801-c365b03d4414"}}122{"type":"claude","event":{"type":"system","subtype":"task_started","task_id":"b0eerrll4","tool_use_id":"toolu_01WgycF2j1v8tdGKBJ1YN287","description":"Test fb/threads/onlyfans actors","task_type":"local_bash","uuid":"fdbaf1bf-2ffc-48f2-8c1a-513034efc2fb","session_id":"eb002d3d-a873-4cca-9361-cb2467df7353"}}123{"type":"claude","event":{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01WgycF2j1v8tdGKBJ1YN287","type":"tool_result","content":"Command running in background with ID: b0eerrll4. Output is being written to: /private/tmp/claude-501/-Users-simon-pierreboucher-apps-crea-ka/eb002d3d-a873-4cca-9361-cb2467df7353/tasks/b0eerrll4.output","is_error":false}]},"parent_tool_use_id":null,"session_id":"eb002d3d-a873-4cca-9361-cb2467df7353","uuid":"1b8f6275-7d23-47b1-9e5c-e6ec7851d30d","timestamp":"2026-08-21T15:39:57.088Z","tool_use_result":{"stdout":"","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false,"backgroundTaskId":"b0eerrll4"}}}124{"type":"claude","event":{"type":"system","subtype":"status","status":"requesting","uuid":"293cf6eb-8b3b-4711-81c8-ea62159ee9bb","session_id":"eb002d3d-a873-4cca-9361-cb2467df7353"}}125{"type":"claude","event":{"type":"assistant","message":{"model":"claude-fable-5","id":"msg_011CeG9Pswd3B94uuHj4bzUS","type":"message","role":"assistant","content":[{"type":"thinking","thinking":"","signature":"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"}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":896,"cache_read_input_tokens":85104,"cache_creation":{"ephemeral_5m_input_tokens":896,"ephemeral_1h_input_tokens":0},"output_tokens":3,"service_tier":"standard","inference_geo":"global"},"context_management":null},"parent_tool_use_id":null,"session_id":"eb002d3d-a873-4cca-9361-cb2467df7353","uuid":"b8f48522-d41b-49a3-90b4-d90899a0ed69"}}126{"type":"claude","event":{"type":"assistant","message":{"model":"claude-fable-5","id":"msg_011CeG9Pswd3B94uuHj4bzUS","type":"message","role":"assistant","content":[{"type":"thinking","thinking":"","signature":"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"}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":896,"cache_read_input_tokens":85104,"cache_creation":{"ephemeral_5m_input_tokens":896,"ephemeral_1h_input_tokens":0},"output_tokens":3,"service_tier":"standard","inference_geo":"global"},"context_management":null},"parent_tool_use_id":null,"session_id":"eb002d3d-a873-4cca-9361-cb2467df7353","uuid":"7a006bdb-36de-40e4-8906-0f7081bd33c9"}}127{"type":"claude","event":{"type":"assistant","message":{"model":"claude-fable-5","id":"msg_011CeG9Pswd3B94uuHj4bzUS","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01EEQLHiCwgz9jeZa8TU6hzU","name":"Bash","input":{"command":"cd ~/apps/crea-ka && sed -n '80,140p' creaka/ingest.py && sed -n '1,60p' creaka/connectors/base.py","description":"Read ingest save flow and base connector"},"caller":{"type":"direct"}}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":896,"cache_read_input_tokens":85104,"cache_creation":{"ephemeral_5m_input_tokens":896,"ephemeral_1h_input_tokens":0},"output_tokens":3,"service_tier":"standard","inference_geo":"global"},"context_management":null},"parent_tool_use_id":null,"session_id":"eb002d3d-a873-4cca-9361-cb2467df7353","uuid":"4d821b58-72ad-4d75-bd62-dde0b2489e60"}}128{"type":"claude","event":{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01EEQLHiCwgz9jeZa8TU6hzU","type":"tool_result","content":" batch = connector.fetch()\n else:\n batch = connector.enrich(load_active(con))\n finalized, dropped = _finalize_batch(batch)\n finalized = dedupe(finalized) # dédup intra-lot avant la base\n stats = db.sync_source(con, sid, finalized, started=t0,\n errors=getattr(connector, \"errors\", 0))\n if dropped:\n stats[\"dropped\"] = dropped\n if stats.get(\"alert\") and cls.kind == \"discovery\":\n print(f\"[crea-ka] ⚠ ALERTE {sid} : {stats['alert']}\")\n print(f\"[crea-ka] {stats}\")\n results.append(stats)\n except SkipSource as exc:\n # passage sauté volontairement (ex. clés API absentes) : log clair,\n # PAS d'alerte de blocage ni de run compté à 0 dans sync_log\n print(f\"[crea-ka] ↷ {sid} sauté : {exc}\")\n results.append({\"source\": sid, \"skipped\": str(exc)})\n except Exception as exc: # robustesse : une source ne bloque pas les autres\n db.log_failure(con, sid, f\"{exc}\")\n traceback.print_exc()\n results.append({\"source\": sid, \"error\": str(exc)})\n if not sources: # passage COMPLET seulement : archivage des disparus (§13)\n db.archive_missing(con)\n return results\n\n\ndef watch(interval_seconds: int = 86400) -> None:\n \"\"\"Synchronisation en boucle (cadence §14 — défaut : quotidienne).\"\"\"\n while True:\n try:\n run()\n except Exception:\n traceback.print_exc()\n print(f\"[crea-ka] prochain passage dans {interval_seconds}s\")\n time.sleep(interval_seconds)\n# ==============================================================================\n# Author: Simon-Pierre Boucher <contact@spboucher.ai>\n# File: creaka/connectors/base.py\n# Desc: Classe de base des connecteurs + backends de fetch (requests direct,\n# Firecrawl, Scrapfly) — calquée sur louka/connectors/base.py\n# ==============================================================================\nfrom __future__ import annotations\n\nimport json\nimport os\nimport time\n\nimport requests\n\nUSER_AGENT = (\"Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) \"\n \"AppleWebKit/537.36 (KHTML, like Gecko) Chrome/126 Safari/537.36 \"\n \"CreaKaBot/1.0 (+https://www.crea-ka.com/bot; contact@spboucher.ai)\")\n\nFIRECRAWL_API = \"https://api.firecrawl.dev/v1/scrape\"\nSCRAPFLY_API = \"https://api.scrapfly.io/scrape\"\n\n\nclass SkipSource(Exception):\n \"\"\"Passage sauté VOLONTAIREMENT (ex. clés API absentes) — pas un échec.\n\n Le pipeline (ingest.py) le journalise clairement, sans alerte de blocage\n ni run « 0 créateur » dans sync_log (§16, §18 monitoring).\n \"\"\"\n\n\nclass BaseConnector:\n \"\"\"Un connecteur = un adaptateur propre à une source (CLAUDE.md §8).\n\n Deux familles :\n - `kind = \"discovery\"` : `fetch()` retourne la liste de fiches `Creator`\n découvertes (listes médias, hashtags, agences…).\n - `kind = \"enrichment\"` : `enrich(creators)` reçoit les fiches existantes\n et retourne celles qu'il a enrichies (profil, abonnés, liens).\n\n Le pipeline (ingest.py) s'occupe du diff avec la base de données.\n Chaque connecteur documente en tête son MODE D'ACCÈS (API / Firecrawl /\n Scrapfly / link-in-bio) et sa famille (§10, §17).\n \"\"\"\n\n source_id: str = \"\"\n kind: str = \"discovery\" # discovery | enrichment\n request_delay: float = 0.8 # politesse entre requêtes (§15 rate-limit)\n timeout: int = 30\n\n def __init__(self) -> None:\n self.session = requests.Session()\n self.session.headers[\"User-Agent\"] = USER_AGENT\n self._last_request = 0.0\n\n # -- backends -------------------------------------------------------------\n def _throttle(self) -> None:\n wait = self.request_delay - (time.time() - self._last_request)\n if wait > 0:\n time.sleep(wait)","is_error":false}]},"parent_tool_use_id":null,"session_id":"eb002d3d-a873-4cca-9361-cb2467df7353","uuid":"08432a79-1f71-4ee9-97af-73fcfbd0445b","timestamp":"2026-08-21T15:40:08.981Z","tool_use_result":{"stdout":" batch = connector.fetch()\n else:\n batch = connector.enrich(load_active(con))\n finalized, dropped = _finalize_batch(batch)\n finalized = dedupe(finalized) # dédup intra-lot avant la base\n stats = db.sync_source(con, sid, finalized, started=t0,\n errors=getattr(connector, \"errors\", 0))\n if dropped:\n stats[\"dropped\"] = dropped\n if stats.get(\"alert\") and cls.kind == \"discovery\":\n print(f\"[crea-ka] ⚠ ALERTE {sid} : {stats['alert']}\")\n print(f\"[crea-ka] {stats}\")\n results.append(stats)\n except SkipSource as exc:\n # passage sauté volontairement (ex. clés API absentes) : log clair,\n # PAS d'alerte de blocage ni de run compté à 0 dans sync_log\n print(f\"[crea-ka] ↷ {sid} sauté : {exc}\")\n results.append({\"source\": sid, \"skipped\": str(exc)})\n except Exception as exc: # robustesse : une source ne bloque pas les autres\n db.log_failure(con, sid, f\"{exc}\")\n traceback.print_exc()\n results.append({\"source\": sid, \"error\": str(exc)})\n if not sources: # passage COMPLET seulement : archivage des disparus (§13)\n db.archive_missing(con)\n return results\n\n\ndef watch(interval_seconds: int = 86400) -> None:\n \"\"\"Synchronisation en boucle (cadence §14 — défaut : quotidienne).\"\"\"\n while True:\n try:\n run()\n except Exception:\n traceback.print_exc()\n print(f\"[crea-ka] prochain passage dans {interval_seconds}s\")\n time.sleep(interval_seconds)\n# ==============================================================================\n# Author: Simon-Pierre Boucher <contact@spboucher.ai>\n# File: creaka/connectors/base.py\n# Desc: Classe de base des connecteurs + backends de fetch (requests direct,\n# Firecrawl, Scrapfly) — calquée sur louka/connectors/base.py\n# ==============================================================================\nfrom __future__ import annotations\n\nimport json\nimport os\nimport time\n\nimport requests\n\nUSER_AGENT = (\"Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) \"\n \"AppleWebKit/537.36 (KHTML, like Gecko) Chrome/126 Safari/537.36 \"\n \"CreaKaBot/1.0 (+https://www.crea-ka.com/bot; contact@spboucher.ai)\")\n\nFIRECRAWL_API = \"https://api.firecrawl.dev/v1/scrape\"\nSCRAPFLY_API = \"https://api.scrapfly.io/scrape\"\n\n\nclass SkipSource(Exception):\n \"\"\"Passage sauté VOLONTAIREMENT (ex. clés API absentes) — pas un échec.\n\n Le pipeline (ingest.py) le journalise clairement, sans alerte de blocage\n ni run « 0 créateur » dans sync_log (§16, §18 monitoring).\n \"\"\"\n\n\nclass BaseConnector:\n \"\"\"Un connecteur = un adaptateur propre à une source (CLAUDE.md §8).\n\n Deux familles :\n - `kind = \"discovery\"` : `fetch()` retourne la liste de fiches `Creator`\n découvertes (listes médias, hashtags, agences…).\n - `kind = \"enrichment\"` : `enrich(creators)` reçoit les fiches existantes\n et retourne celles qu'il a enrichies (profil, abonnés, liens).\n\n Le pipeline (ingest.py) s'occupe du diff avec la base de données.\n Chaque connecteur documente en tête son MODE D'ACCÈS (API / Firecrawl /\n Scrapfly / link-in-bio) et sa famille (§10, §17).\n \"\"\"\n\n source_id: str = \"\"\n kind: str = \"discovery\" # discovery | enrichment\n request_delay: float = 0.8 # politesse entre requêtes (§15 rate-limit)\n timeout: int = 30\n\n def __init__(self) -> None:\n self.session = requests.Session()\n self.session.headers[\"User-Agent\"] = USER_AGENT\n self._last_request = 0.0\n\n # -- backends -------------------------------------------------------------\n def _throttle(self) -> None:\n wait = self.request_delay - (time.time() - self._last_request)\n if wait > 0:\n 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tests tournent encore. J'implémente le mode forcé en attendant."}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":1425,"cache_read_input_tokens":88056,"cache_creation":{"ephemeral_5m_input_tokens":1425,"ephemeral_1h_input_tokens":0},"output_tokens":3,"service_tier":"standard","inference_geo":"global"},"context_management":null},"parent_tool_use_id":null,"session_id":"eb002d3d-a873-4cca-9361-cb2467df7353","uuid":"5ceb7208-fc2c-429c-bc49-dd96a939fca1"}}136{"type":"claude","event":{"type":"assistant","message":{"model":"claude-fable-5","id":"msg_011CeG9SfeHS4orCPoWYG2Cw","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01C1xbEK6cpT2d59rPmQPJhh","name":"Edit","input":{"replace_all":false,"file_path":"/Users/simon-pierreboucher/apps/crea-ka/creaka/connectors/apify_social.py","old_string":"# rafraîchissement : un compte est re-sondé s'il n'a pas été enrichi depuis\n# REVISIT_DAYS jours. Le watch quotidien couvre ainsi TOUT le bassin en ≤ N j.\nREVISIT_DAYS = int(os.environ.get(\"APIFY_REVISIT_DAYS\", \"7\"))","new_string":"# rafraîchissement : un compte est re-sondé s'il n'a pas été enrichi depuis\n# REVISIT_DAYS jours. Le watch quotidien couvre ainsi TOUT le bassin en ≤ N j.\nREVISIT_DAYS = int(os.environ.get(\"APIFY_REVISIT_DAYS\", \"7\"))\n# passage FORCÉ (APIFY_FORCE=1) : ignore fraîcheur ET caps — couvre TOUT le\n# bassin de chaque plateforme en un seul passage (rattrapage de couverture)\nFORCE_PASS = os.environ.get(\"APIFY_FORCE\", \"\") == \"1\""},"caller":{"type":"direct"}}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":1425,"cache_read_input_tokens":88056,"cache_creation":{"ephemeral_5m_input_tokens":1425,"ephemeral_1h_input_tokens":0},"output_tokens":3,"service_tier":"standard","inference_geo":"global"},"context_management":null},"parent_tool_use_id":null,"session_id":"eb002d3d-a873-4cca-9361-cb2467df7353","uuid":"c2963f64-88bd-4abe-bb7a-d39a354c4fae"}}137{"type":"claude","event":{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01C1xbEK6cpT2d59rPmQPJhh","type":"tool_result","content":"The file /Users/simon-pierreboucher/apps/crea-ka/creaka/connectors/apify_social.py has been updated successfully."}]},"parent_tool_use_id":null,"session_id":"eb002d3d-a873-4cca-9361-cb2467df7353","uuid":"41d335fc-2e0c-4acf-a01e-86741e34982c","timestamp":"2026-08-21T15:40:45.940Z","tool_use_result":{"filePath":"/Users/simon-pierreboucher/apps/crea-ka/creaka/connectors/apify_social.py","oldString":"# rafraîchissement : un compte est re-sondé s'il n'a pas été enrichi depuis\n# REVISIT_DAYS jours. Le watch quotidien couvre ainsi TOUT le bassin en ≤ N j.\nREVISIT_DAYS = int(os.environ.get(\"APIFY_REVISIT_DAYS\", \"7\"))","newString":"# rafraîchissement : un compte est re-sondé s'il n'a pas été enrichi depuis\n# REVISIT_DAYS jours. Le watch quotidien couvre ainsi TOUT le bassin en ≤ N j.\nREVISIT_DAYS = int(os.environ.get(\"APIFY_REVISIT_DAYS\", \"7\"))\n# passage FORCÉ (APIFY_FORCE=1) : ignore fraîcheur ET caps — couvre TOUT le\n# bassin de chaque plateforme en un seul passage (rattrapage de couverture)\nFORCE_PASS = os.environ.get(\"APIFY_FORCE\", \"\") == \"1\"","originalFile":"# ==============================================================================\n# Author: Simon-Pierre Boucher <contact@spboucher.ai>\n# File: creaka/connectors/apify_social.py\n# Desc: Connecteurs Apify MAISON — acteurs KA (~/Desktop/ka-apify-actors,\n# compte gorgeous_thistle) exécutés sur la plateforme Apify avec proxy\n# RÉSIDENTIEL : enrichissement ULTRA DÉTAILLÉ (abonnés, bio, badges,\n# contenu récent avec métriques, engagement) pour Instagram, TikTok,\n# X, Facebook, Threads et Snapchat + découverte Instagram (topsearch).\n# Un passage = UN run d'acteur par plateforme (lot de handles), au lieu\n# d'une requête Scrapfly par profil — moins cher, plus fiable (IP\n# résidentielles + empreinte TLS Chrome côté acteur).\n# ==============================================================================\n\"\"\"Enrichissement multi-plateforme via les acteurs Apify KA.\n\nChaque connecteur d'enrichissement :\n1. sélectionne les comptes de SA plateforme dont `last_checked` est plus vieux\n que `revisit_days` (rotation douce = maîtrise du coût proxy) ;\n2. lance l'acteur `gorgeous_thistle/ka-<plateforme>` avec le lot de handles\n (proxy résidentiel Apify forcé) et attend le dataset ;\n3. applique aux fiches : abonnés/badge (§13), métriques étendues + CONTENU\n récent (posts/vidéos/tweets avec likes, commentaires, vues) dans\n `account.metrics`, avatar/bio manquants, liens de bio → `cross_link` (§12.1).\n\nNécessite APIFY_TOKEN (.env). Sans clé : SkipSource propre (§16/§18).\nUniquement des profils PUBLICS (§15) ; un profil privé/introuvable est ignoré.\n\"\"\"\nfrom __future__ import annotations\n\nimport os\nimport random\nimport time\nfrom concurrent.futures import ThreadPoolExecutor, as_completed\nfrom datetime import datetime, timedelta, timezone\n\nimport requests\n\nfrom ..identity import account, merge_accounts\nfrom ..normalize import parse_count, platform_from_url\nfrom ..schema import Creator, now_iso\nfrom .base import BaseConnector, SkipSource\nfrom .linkinbio import is_supported as is_linkinbio\n\nAPIFY_API = \"https://api.apify.com/v2\"\nACTOR_OWNER = \"gorgeous_thistle\"\nRESIDENTIAL = {\"useApifyProxy\": True, \"apifyProxyGroups\": [\"RESIDENTIAL\"]}\n\n# --- parallélisme : on dispose de 256 Go de RAM Apify → au lieu d'UN run à\n# 1 Go, on éclate le lot en tranches lancées EN PARALLÈLE, chacune avec plus de\n# mémoire (donc plus de CPU/vCPU côté Apify) et une concurrence interne accrue.\n# profil « max parallélisme » : ces acteurs sont I/O-bound (requêtes proxy),\n# donc BEAUCOUP de petits runs > peu de gros runs. 32 × 2 Go = 64 Go de pointe\n# (large sous les 256 Go / 128 runs concurrents du plan).\nSHARD_SIZE = int(os.environ.get(\"APIFY_SHARD_SIZE\", \"60\")) # handles / run\nMAX_SHARDS = int(os.environ.get(\"APIFY_MAX_SHARDS\", \"32\")) # runs simultanés\nRUN_MEMORY_MB = int(os.environ.get(\"APIFY_RUN_MEMORY_MB\", \"2048\")) # /run\nRUN_CONCURRENCY = int(os.environ.get(\"APIFY_RUN_CONCURRENCY\", \"10\")) # interne (max 10)\n# rafraîchissement : un compte est re-sondé s'il n'a pas été enrichi depuis\n# REVISIT_DAYS jours. Le watch quotidien couvre ainsi TOUT le bassin en ≤ N j.\nREVISIT_DAYS = int(os.environ.get(\"APIFY_REVISIT_DAYS\", \"7\"))\n\n\ndef _token() -> str:\n token = os.environ.get(\"APIFY_TOKEN\")\n if not token:\n raise SkipSource(\"APIFY_TOKEN manquant (voir .env)\")\n return token\n\n\ndef _launch(name: str, run_input: dict, memory_mb: int,\n retries: int = 6) -> str:\n \"\"\"Démarre un run. Retry sur 400/429 (limite mémoire concurrente atteinte :\n elle se libère quand d'autres tranches terminent) avec backoff.\"\"\"\n headers = {\"Authorization\": f\"Bearer {_token()}\"}\n for attempt in range(retries):\n resp = requests.post(\n f\"{APIFY_API}/acts/{ACTOR_OWNER}~{name}/runs\",\n json=run_input, headers=headers,\n params={\"memory\": memory_mb}, timeout=60)\n if resp.status_code in (400, 429, 402) or resp.status_code >= 500:\n if attempt < retries - 1:\n # backoff + jitter : désynchronise les tranches (évite le\n # lockstep où toutes redemandent la RAM au même instant)\n time.sleep(min(60, 8 * (attempt + 1)) + random.uniform(0, 6))\n continue\n resp.raise_for_status()\n return resp.json()[\"data\"][\"id\"]\n resp.raise_for_status()\n return resp.json()[\"data\"][\"id\"]\n\n\ndef _await_items(run_id: str, name: str, timeout_s: int) -> list[dict]:\n headers = {\"Authorization\": f\"Bearer {_token()}\"}\n t0 = time.time()\n while True:\n time.sleep(15)\n r = requests.get(f\"{APIFY_API}/actor-runs/{run_id}\",\n headers=headers, timeout=60)\n r.raise_for_status()\n status = r.json()[\"data\"]\n if status[\"status\"] in (\"SUCCEEDED\", \"FAILED\", \"ABORTED\", \"TIMED-OUT\"):\n break\n if time.time() - t0 > timeout_s:\n requests.post(f\"{APIFY_API}/actor-runs/{run_id}/abort\",\n headers=headers, timeout=60)\n raise RuntimeError(f\"acteur {name} : délai {timeout_s}s dépassé\")\n if status[\"status\"] != \"SUCCEEDED\":\n raise RuntimeError(f\"acteur {name} : run {status['status']}\")\n dataset = status[\"defaultDatasetId\"]\n items: list[dict] = []\n offset = 0\n while True:\n r = requests.get(f\"{APIFY_API}/datasets/{dataset}/items\",\n params={\"offset\": offset, \"limit\": 1000,\n \"clean\": \"true\"},\n headers=headers, timeout=120)\n r.raise_for_status()\n chunk = r.json()\n items.extend(chunk)\n if len(chunk) < 1000:\n return items\n offset += 1000\n\n\ndef run_actor(name: str, run_input: dict, *, timeout_s: int = 2400,\n memory_mb: int = RUN_MEMORY_MB) -> list[dict]:\n \"\"\"Un seul run (recherche, petit lot).\"\"\"\n return _await_items(_launch(name, run_input, memory_mb), name, timeout_s)\n\n\ndef run_actor_sharded(name: str, base_input: dict, usernames: list[str], *,\n timeout_s: int = 2400,\n shard_size: int = SHARD_SIZE,\n max_shards: int = MAX_SHARDS,\n memory_mb: int = RUN_MEMORY_MB) -> list[dict]:\n \"\"\"Éclate `usernames` en tranches lancées EN PARALLÈLE sur Apify.\n\n Chaque tranche = un run indépendant (mémoire dédiée → plus de CPU). On\n plafonne à `max_shards` runs simultanés (256 Go de RAM = large marge :\n 12 × 4 Go = 48 Go). Les datasets sont fusionnés. Une tranche qui échoue\n n'annule pas les autres.\n \"\"\"\n if not usernames:\n return []\n n = max(1, min(max_shards,\n (len(usernames) + shard_size - 1) // shard_size))\n shards = [usernames[i::n] for i in range(n)] # répartition équilibrée\n items: list[dict] = []\n with ThreadPoolExecutor(max_workers=n) as pool:\n futs = {pool.submit(run_actor, name,\n {**base_input, \"usernames\": shard},\n timeout_s=timeout_s, memory_mb=memory_mb): i\n for i, shard in enumerate(shards) if shard}\n for fut in as_completed(futs):\n try:\n items.extend(fut.result())\n except Exception as exc: # une tranche morte ne bloque pas le reste\n print(f\"[crea-ka] {name} tranche {futs[fut]} échouée : {exc}\")\n return items\n\n\nclass _ApifySocialEnrich(BaseConnector):\n \"\"\"Base commune des enrichissements Apify (un acteur par plateforme).\"\"\"\n\n kind = \"enrichment\"\n platform = \"\" # plateforme canonique (§6.2)\n actor = \"\" # nom court de l'acteur (ka-instagram…)\n cap = 3000 # comptes max par passage (shardé en parallèle)\n revisit_days = REVISIT_DAYS # re-sonde hebdo par défaut (env APIFY_REVISIT_DAYS)\n content_key = \"\" # clé du contenu récent dans l'item acteur\n # clés d'item copiées telles quelles dans account.metrics si non nulles\n metric_map: dict[str, str] = {}\n\n @property\n def _stamp_key(self) -> str:\n # tampon PROPRE au connecteur : quand CE connecteur a enrichi ce compte.\n # On ne se base PAS sur acc.last_checked, re-tamponné par la découverte\n # (kick-decouverte etc.) même sans enrichissement → fausse fraîcheur.\n return f\"{self.source_id}_at\"\n\n def _stale(self, acc) -> bool:\n stamp = (acc.metrics or {}).get(self._stamp_key)\n if not stamp:\n return True\n try:\n seen = datetime.fromisoformat(str(stamp).replace(\"Z\", \"+00:00\"))\n except ValueError:\n return True\n return (datetime.now(timezone.utc) - seen\n > timedelta(days=self.revisit_days))\n\n def extra_input(self) -> dict:\n return {}\n\n def target_of(self, acc) -> str:\n \"\"\"Valeur envoyée à l'acteur pour ce compte (défaut : le handle).\n\n Certaines plateformes exigent autre chose que le handle minusculé —\n ex. Discord, dont le code d'invitation est SENSIBLE À LA CASSE et doit\n être repris depuis l'URL. Le rapprochement se fait ensuite en\n minuscules des deux côtés.\n \"\"\"\n return acc.handle\n\n def enrich(self, creators: list[Creator]) -> list[Creator]:\n targets: dict[str, list] = {}\n for cr in creators:\n acc = next((a for a in cr.platforms\n if a.platform == self.platform and a.handle), None)\n if acc is None or not self._stale(acc):\n continue\n targets.setdefault(self.target_of(acc), []).append((cr, acc))\n if len(targets) >= self.cap:\n break\n if not targets:\n return []\n items = run_actor_sharded(\n self.actor,\n {\"proxyConfiguration\": RESIDENTIAL,\n \"concurrency\": RUN_CONCURRENCY,\n **self.extra_input()},\n sorted(targets))\n by_handle = {str(it.get(\"username\") or \"\").lower(): it\n for it in items if it.get(\"kind\") == \"profile\"}\n enriched: list[Creator] = []\n self.errors = 0\n for handle, pairs in targets.items():\n it = by_handle.get(handle.lower())\n if it is None:\n continue\n if not it.get(\"found\"):\n if str(it.get(\"error\", \"\")).startswith((\"http_5\", \"shell\")):\n self.errors += 1\n continue\n for cr, acc in pairs:\n self.apply(cr, acc, it)\n enriched.append(cr)\n return enriched\n\n # -- application aux fiches ------------------------------------------------\n def apply(self, cr: Creator, acc, it: dict) -> None:\n acc.followers = parse_count(it.get(\"followers\")) or acc.followers\n if it.get(\"is_verified\") is not None:\n acc.verified = bool(it[\"is_verified\"])\n acc.last_checked = now_iso()\n metrics = {dst: it.get(src) for src, dst in self.metric_map.items()\n if it.get(src) is not None}\n if self.content_key and it.get(self.content_key):\n metrics[self.content_key] = it[self.content_key][:12]\n # images du profil : avatar/bannière conservés PAR COMPTE (affichage\n # par plateforme + chaîne de repli côté frontend)\n for img_key in (\"avatar\", \"banner\"):\n if it.get(img_key):\n metrics[img_key] = it[img_key]\n metrics[self._stamp_key] = now_iso() # tampon d'enrichissement propre\n acc.metrics.update(metrics)\n # avatar/bannière de la FICHE : rafraîchis à chaque passage depuis la\n # plateforme principale (les URLs CDN signées expirent — ex. Instagram) ;\n # sinon on remplit seulement les manquants\n if it.get(\"avatar\") and (not cr.avatar_url\n or acc.platform == cr.primary_platform):\n cr.avatar_url = it[\"avatar\"]\n if it.get(\"banner\") and (not getattr(cr, \"banner_url\", None)\n or acc.platform == cr.primary_platform):\n cr.banner_url = it[\"banner\"]\n if not cr.bio and it.get(\"biography\"):\n cr.bio = it[\"biography\"]\n self.cross_links(cr, it)\n\n def cross_links(self, cr: Creator, it: dict) -> None:\n \"\"\"Liens de bio → link-in-bio ou compte `cross_link` (§12.1).\"\"\"\n for url in self.bio_urls(it):\n url = (url or \"\").strip()\n if url and not url.startswith(\"http\"):\n url = \"https://\" + url\n if not url:\n continue\n if is_linkinbio(url) and not cr.link_in_bio_url:\n cr.link_in_bio_url = url\n continue\n hit = platform_from_url(url)\n if hit and hit[0] != self.platform:\n cr.platforms = merge_accounts(cr.platforms, [\n account(hit[0], hit[1], \"cross_link\",\n url=url).finalize()])\n\n def bio_urls(self, it: dict) -> list[str]:\n return []\n\n\nclass ApifyInstagram(_ApifySocialEnrich):\n source_id = \"instagram-apify\"\n platform = \"instagram\"\n actor = \"ka-instagram\"\n cap = 1800\n content_key = \"recent_posts\"\n metric_map = {\"following\": \"following\", \"posts_count\": \"posts\",\n \"category\": \"category\", \"is_business\": \"is_business\",\n \"business_category\": \"business_category\",\n \"highlight_reels\": \"highlight_reels\",\n \"pronouns\": \"pronouns\", \"bio_links\": \"bio_links\",\n \"avg_likes\": \"avg_likes\", \"avg_comments\": \"avg_comments\",\n \"avg_video_views\": \"avg_video_views\",\n \"engagement_rate_pct\": \"engagement_rate_pct\",\n \"posts_per_week\": \"posts_per_week\",\n \"last_post_at\": \"last_post_at\",\n \"video_share_pct\": \"video_share_pct\",\n \"top_post\": \"top_post\"}\n\n def bio_urls(self, it: dict) -> list[str]:\n return [it.get(\"external_url\") or \"\"] + (it.get(\"bio_links\") or [])\n\n def apply(self, cr, acc, it):\n super().apply(cr, acc, it)\n related = [r.get(\"username\") for r in (it.get(\"related_profiles\")\n or []) if r.get(\"username\")]\n if related: # matière première de découvertes futures (§12.1 mention)\n acc.metrics[\"related_profiles\"] = related[:10]\n\n\nclass ApifyTikTok(_ApifySocialEnrich):\n source_id = \"tiktok-apify\"\n platform = \"tiktok\"\n actor = \"ka-tiktok\"\n cap = 1800\n content_key = \"recent_videos\"\n metric_map = {\"following\": \"following\", \"total_likes\": \"likes\",\n \"videos_count\": \"videos\", \"region\": \"region\",\n \"friends\": \"friends\", \"is_seller\": \"is_seller\",\n \"is_live_now\": \"is_live_now\",\n \"commerce_category\": \"commerce_category\",\n \"account_created_at\": \"account_created_at\",\n \"avg_views\": \"avg_views\", \"avg_likes\": \"avg_likes\",\n \"avg_comments\": \"avg_comments\", \"avg_shares\": \"avg_shares\",\n \"engagement_rate_pct\": \"engagement_rate_pct\",\n \"videos_per_week\": \"videos_per_week\",\n \"last_video_at\": \"last_video_at\",\n \"top_hashtags\": \"top_hashtags\", \"language\": \"language\",\n \"top_video\": \"top_video\"}\n\n def bio_urls(self, it: dict) -> list[str]:\n return [it.get(\"bio_link\") or \"\"]\n\n\nclass ApifyX(_ApifySocialEnrich):\n source_id = \"x-apify\"\n platform = \"x\"\n actor = \"ka-x\"\n cap = 1800\n content_key = \"recent_tweets\"\n metric_map = {\"following\": \"following\", \"tweets_count\": \"tweets\",\n \"location\": \"location\", \"created_at\": \"created_at\",\n \"listed_count\": \"listed\", \"account_age_days\": \"account_age_days\",\n \"avg_likes\": \"avg_likes\", \"avg_retweets\": \"avg_retweets\",\n \"avg_replies\": \"avg_replies\",\n \"engagement_rate_pct\": \"engagement_rate_pct\",\n \"tweets_per_week\": \"tweets_per_week\",\n \"last_tweet_at\": \"last_tweet_at\",\n \"media_share_pct\": \"media_share_pct\",\n \"reply_share_pct\": \"reply_share_pct\",\n \"is_blue_verified\": \"is_blue_verified\",\n \"likes_given\": \"likes_given\", \"website\": \"website\",\n \"top_hashtags\": \"top_hashtags\", \"top_tweet\": \"top_tweet\"}\n\n def extra_input(self) -> dict:\n return {\"maxTweets\": 20}\n\n def bio_urls(self, it: dict) -> list[str]:\n return [it.get(\"website\") or \"\"]\n\n\nclass ApifyFacebook(_ApifySocialEnrich):\n source_id = \"facebook-apify\"\n platform = \"facebook\"\n actor = \"ka-facebook\"\n cap = 400\n revisit_days = 7\n metric_map = {\"category\": \"category\"}\n\n\nclass ApifyThreads(_ApifySocialEnrich):\n source_id = \"threads-apify\"\n platform = \"threads\"\n actor = \"ka-threads\"\n cap = 60\n revisit_days = 7\n content_key = \"recent_posts\"\n metric_map = {\"avg_likes\": \"avg_likes\", \"top_post\": \"top_post\"}\n\n\nclass ApifySnapchat(_ApifySocialEnrich):\n source_id = \"snapchat-apify\"\n platform = \"snapchat\"\n actor = \"ka-snapchat\"\n cap = 60\n revisit_days = 7\n metric_map = {\"category\": \"category\", \"has_story\": \"has_story\",\n \"has_spotlight\": \"has_spotlight\", \"address\": \"address\",\n \"subcategory\": \"subcategory\",\n \"publisher_type\": \"publisher_type\",\n \"story_snaps_count\": \"story_snaps\",\n \"lenses_count\": \"lenses\",\n \"story_previews\": \"story_previews\",\n \"spotlight_previews\": \"spotlight_previews\",\n \"website\": \"website\",\n \"spotlight_highlights_count\": \"spotlight_highlights\"}\n\n def bio_urls(self, it: dict) -> list[str]:\n return [it.get(\"website\") or \"\"]\n\n\nclass ApifyYouTube(_ApifySocialEnrich):\n source_id = \"youtube-apify\"\n platform = \"youtube\"\n actor = \"ka-youtube\"\n cap = 1800\n content_key = \"recent_videos\"\n metric_map = {\"videos_count\": \"videos\", \"country\": \"country\",\n \"keywords\": \"keywords\", \"channel_id\": \"channel_id\",\n \"avg_views\": \"avg_views\", \"top_video\": \"top_video\",\n \"total_views\": \"total_views\", \"joined_date\": \"joined_date\",\n \"external_links\": \"external_links\",\n \"last_video_published\": \"last_video_published\"}\n\n def bio_urls(self, it: dict) -> list[str]:\n # liens externes AUTO-DÉCLARÉS de la page À propos → cross_link (§12.1)\n return [ln.get(\"url\") or \"\" for ln in (it.get(\"external_links\") or [])\n if isinstance(ln, dict)]\n\n\nclass ApifyTwitch(_ApifySocialEnrich):\n source_id = \"twitch-apify\"\n platform = \"twitch\"\n actor = \"ka-twitch\"\n cap = 1200\n content_key = \"recent_videos\"\n metric_map = {\"is_partner\": \"is_partner\", \"is_affiliate\": \"is_affiliate\",\n \"team\": \"team\", \"created_at\": \"created_at\",\n \"is_live_now\": \"is_live_now\", \"live_viewers\": \"live_viewers\",\n \"live_game\": \"live_game\",\n \"last_broadcast_at\": \"last_broadcast_at\",\n \"last_broadcast_game\": \"last_broadcast_game\",\n \"last_broadcast_title\": \"last_broadcast_title\",\n \"live_title\": \"live_title\",\n \"live_thumbnail\": \"live_thumbnail\",\n \"avg_video_views\": \"avg_video_views\",\n \"social_links\": \"social_links\",\n \"recent_games\": \"recent_games\"}\n\n def bio_urls(self, it: dict) -> list[str]:\n # panneau « À propos » Twitch : liens sociaux AUTO-DÉCLARÉS (§12.1)\n return [ln.get(\"url\") or \"\" for ln in (it.get(\"social_links\") or [])\n if isinstance(ln, dict)]\n\n\nclass ApifyKick(_ApifySocialEnrich):\n source_id = \"kick-apify\"\n platform = \"kick\"\n actor = \"ka-kick\"\n cap = 600\n metric_map = {\"is_live_now\": \"is_live_now\", \"live_viewers\": \"live_viewers\",\n \"subscription_enabled\": \"subscription_enabled\",\n \"live_title\": \"live_title\",\n \"live_thumbnail\": \"live_thumbnail\",\n \"live_category\": \"live_category\",\n \"vod_enabled\": \"vod_enabled\",\n \"recent_categories\": \"recent_categories\"}\n\n def cross_links(self, cr: Creator, it: dict) -> None:\n \"\"\"Liens sociaux AUTO-DÉCLARÉS de la fiche Kick → cross_link (§12.1).\"\"\"\n socials = it.get(\"social_links\") or {}\n tmpl = {\"instagram\": \"https://instagram.com/{}\",\n \"twitter\": \"https://x.com/{}\",\n \"youtube\": \"https://youtube.com/{}\",\n \"tiktok\": \"https://www.tiktok.com/@{}\",\n \"facebook\": \"https://facebook.com/{}\",\n \"discord\": \"https://discord.gg/{}\"}\n for key, val in socials.items():\n val = (val or \"\").strip()\n if not val:\n continue\n url = val if val.startswith(\"http\") else \\\n tmpl.get(key, \"{}\").format(val.lstrip(\"@\"))\n hit = platform_from_url(url)\n if hit and hit[0] != self.platform:\n cr.platforms = merge_accounts(cr.platforms, [\n account(hit[0], hit[1], \"cross_link\",\n url=url).finalize()])\n\n\nclass ApifyOnlyFans(_ApifySocialEnrich):\n source_id = \"onlyfans-apify\"\n platform = \"onlyfans\"\n actor = \"ka-onlyfans\"\n cap = 100\n revisit_days = 7\n metric_map = {\"posts_count\": \"posts\", \"photos_count\": \"photos\",\n \"videos_count\": \"videos\", \"likes\": \"likes\",\n \"streams_count\": \"streams\",\n \"subscribe_price_usd\": \"subscribe_price_usd\",\n \"is_free\": \"is_free\", \"location\": \"location\"}\n\n def bio_urls(self, it: dict) -> list[str]:\n return [it.get(\"website\") or \"\"]\n\n\nclass ApifyFansly(_ApifySocialEnrich):\n source_id = \"fansly-apify\"\n platform = \"fansly\"\n actor = \"ka-fansly\"\n cap = 600\n revisit_days = 7\n metric_map = {\"posts_count\": \"posts\", \"images_count\": \"images\",\n \"videos_count\": \"videos\", \"likes\": \"likes\",\n \"following\": \"following\", \"location\": \"location\"}\n\n\nclass ApifyPatreon(_ApifySocialEnrich):\n source_id = \"patreon-apify\"\n platform = \"patreon\"\n actor = \"ka-patreon\"\n cap = 400\n revisit_days = 7\n metric_map = {\"patrons\": \"patrons\", \"posts_count\": \"posts\",\n \"is_monthly\": \"is_monthly\", \"is_nsfw\": \"is_nsfw\",\n \"creation_name\": \"creation_name\",\n \"social_links\": \"social_links\"}\n\n def bio_urls(self, it: dict) -> list[str]:\n # liens sociaux AUTO-DÉCLARÉS de la campagne Patreon → cross_link\n return list((it.get(\"social_links\") or {}).values())\n\n\nclass ApifyDiscord(_ApifySocialEnrich):\n source_id = \"discord-apify\"\n platform = \"discord\"\n actor = \"ka-discord\"\n cap = 400\n revisit_days = 7\n metric_map = {\"members\": \"members\", \"online\": \"online\", \"boosts\": \"boosts\",\n \"partnered\": \"partnered\", \"guild_id\": \"guild_id\",\n \"channel\": \"channel\", \"splash\": \"splash\",\n \"vanity_url_code\": \"vanity_url_code\"}\n\n def target_of(self, acc) -> str:\n \"\"\"Code d'invitation SENSIBLE À LA CASSE, repris de l'URL (pas du\n handle minusculé) : discord.gg/<CODE> ou discord.com/invite/<CODE>.\"\"\"\n url = acc.url or \"\"\n for sep in (\"discord.gg/\", \"discord.com/invite/\", \"/invite/\"):\n if sep in url:\n return url.split(sep, 1)[1].split(\"/\")[0].split(\"?\")[0]\n return acc.handle\n\n\n# --- découverte Instagram (topsearch, mots-clés QC) ---------------------------\n\n# thèmes × marqueurs QC — mêmes familles que youtube-recherche, adaptées à la\n# recherche d'UTILISATEURS Instagram (courtes, telles qu'on tape dans l'app)\n_THEMES = [\"humoriste\", \"gamer\", \"gaming\", \"maquillage\", \"beauté\", \"fitness\",\n \"cuisine\", \"chef\", \"mode\", \"voyage\", \"musique\", \"chanteuse\",\n \"chanteur\", \"danse\", \"maman\", \"papa\", \"plein air\", \"chasse\",\n \"pêche\", \"photographe\", \"artiste\", \"peintre\", \"tatoueur\",\n \"coiffure\", \"esthétique\", \"auto\", \"moto\", \"déco\", \"immobilier\",\n \"entrepreneure\", \"podcast\", \"comédien\", \"comédienne\", \"drag\",\n \"twitch\", \"youtubeur\", \"youtubeuse\", \"tiktokeuse\", \"influenceuse\",\n \"créateur de contenu\", \"créatrice de contenu\"]\n_MARKERS = [\"québec\", \"qc\", \"montréal\", \"mtl\"]\n\n\nclass InstagramDecouverteApify(BaseConnector):\n \"\"\"Découverte Instagram par recherche de mots-clés QC (acteur ka-instagram).\n\n L'endpoint topsearch du web public retourne les meilleurs comptes pour un\n mot-clé (nom, handle, abonnés approximatifs, badge). Requêtes tournantes\n (~40/passage sur ~160 combinaisons) pour accumuler sans re-payer les mêmes\n résultats chaque jour. Signal : profil_source (0.98) — le compte découvert\n EST la source de la fiche.\n \"\"\"\n\n source_id = \"instagram-decouverte\"\n kind = \"discovery\"\n queries_per_pass = 40\n\n def build_queries(self) -> list[str]:\n combos = [f\"{t} {m}\" for t in _THEMES for m in _MARKERS]\n day = datetime.now(timezone.utc).timetuple().tm_yday\n start = (day * self.queries_per_pass) % len(combos)\n rotated = combos[start:] + combos[:start]\n return rotated[:self.queries_per_pass]\n\n def fetch(self) -> list[Creator]:\n # NOTE 2026-08-18 : l'endpoint topsearch du web public exige désormais\n # une session authentifiée (401 « Server Error » depuis toute IP non\n # connectée). La découverte par mots-clés est donc suspendue proprement\n # jusqu'à ce qu'une voie publique existe ; l'enrichissement Instagram\n # (instagram-apify) alimente `related_profiles` comme graine future.\n raise SkipSource(\"topsearch Instagram exige une session connectée \"\n \"(voie publique fermée le 2026-08-18)\")\n items = run_actor(\"ka-instagram\", { # noqa: unreachable (repli futur)\n \"usernames\": [],\n \"queries\": self.build_queries(),\n \"proxyConfiguration\": RESIDENTIAL,\n })\n creators: list[Creator] = []\n seen: set[str] = set()\n for it in items:\n if it.get(\"kind\") != \"search_user\" or not it.get(\"username\"):\n continue\n handle = str(it[\"username\"]).lower()\n if handle in seen:\n continue\n seen.add(handle)\n acc = account(\"instagram\", handle, \"profil_source\",\n followers=parse_count(it.get(\"followers\")),\n verified=it.get(\"is_verified\"),\n url=f\"https://www.instagram.com/{handle}/\")\n creators.append(Creator(\n source=self.source_id,\n external_id=handle,\n display_name=it.get(\"full_name\") or handle,\n avatar_url=it.get(\"avatar\") or None,\n platforms=[acc],\n notes=f\"découvert via recherche Instagram « {it.get('query')} »\",\n ))\n return creators\n","structuredPatch":[{"oldStart":57,"oldLines":6,"newStart":57,"newLines":9,"lines":[" # rafraîchissement : un compte est re-sondé s'il n'a pas été enrichi depuis"," # REVISIT_DAYS jours. Le watch quotidien couvre ainsi TOUT le bassin en ≤ N j."," REVISIT_DAYS = int(os.environ.get(\"APIFY_REVISIT_DAYS\", \"7\"))","+# passage FORCÉ (APIFY_FORCE=1) : ignore fraîcheur ET caps — couvre TOUT le","+# bassin de chaque plateforme en un seul passage (rattrapage de couverture)","+FORCE_PASS = os.environ.get(\"APIFY_FORCE\", \"\") == \"1\""," "," "," def _token() -> str:"]}],"userModified":false,"replaceAll":false}}}138{"type":"claude","event":{"type":"system","subtype":"status","status":"requesting","uuid":"6e7d3d72-874c-4f95-927a-b6bef9f7672c","session_id":"eb002d3d-a873-4cca-9361-cb2467df7353"}}139{"type":"claude","event":{"type":"assistant","message":{"model":"claude-fable-5","id":"msg_011CeG9TV26CmTpgKh6EkR6m","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_019maBYNsMLJgeMmt6rBxBd1","name":"Edit","input":{"replace_all":false,"file_path":"/Users/simon-pierreboucher/apps/crea-ka/creaka/connectors/apify_social.py","old_string":" def _stale(self, acc) -> bool:\n stamp = (acc.metrics or {}).get(self._stamp_key)","new_string":" def _stale(self, acc) -> bool:\n if FORCE_PASS:\n return True\n stamp = (acc.metrics or {}).get(self._stamp_key)"},"caller":{"type":"direct"}}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":618,"cache_read_input_tokens":89481,"cache_creation":{"ephemeral_5m_input_tokens":618,"ephemeral_1h_input_tokens":0},"output_tokens":20,"service_tier":"standard","inference_geo":"global"},"context_management":null},"parent_tool_use_id":null,"session_id":"eb002d3d-a873-4cca-9361-cb2467df7353","uuid":"7cbbe4f6-7984-45c3-b114-c4d2fd7c1ae0"}}140{"type":"claude","event":{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_019maBYNsMLJgeMmt6rBxBd1","type":"tool_result","content":"The file /Users/simon-pierreboucher/apps/crea-ka/creaka/connectors/apify_social.py has been updated successfully."}]},"parent_tool_use_id":null,"session_id":"eb002d3d-a873-4cca-9361-cb2467df7353","uuid":"46dfdded-bebb-4433-a6f7-1e538800f77d","timestamp":"2026-08-21T15:40:53.120Z","tool_use_result":{"filePath":"/Users/simon-pierreboucher/apps/crea-ka/creaka/connectors/apify_social.py","oldString":" def _stale(self, acc) -> bool:\n stamp = (acc.metrics or {}).get(self._stamp_key)","newString":" def _stale(self, acc) -> bool:\n if FORCE_PASS:\n return True\n stamp = (acc.metrics or {}).get(self._stamp_key)","originalFile":"# ==============================================================================\n# Author: Simon-Pierre Boucher <contact@spboucher.ai>\n# File: creaka/connectors/apify_social.py\n# Desc: Connecteurs Apify MAISON — acteurs KA (~/Desktop/ka-apify-actors,\n# compte gorgeous_thistle) exécutés sur la plateforme Apify avec proxy\n# RÉSIDENTIEL : enrichissement ULTRA DÉTAILLÉ (abonnés, bio, badges,\n# contenu récent avec métriques, engagement) pour Instagram, TikTok,\n# X, Facebook, Threads et Snapchat + découverte Instagram (topsearch).\n# Un passage = UN run d'acteur par plateforme (lot de handles), au lieu\n# d'une requête Scrapfly par profil — moins cher, plus fiable (IP\n# résidentielles + empreinte TLS Chrome côté acteur).\n# ==============================================================================\n\"\"\"Enrichissement multi-plateforme via les acteurs Apify KA.\n\nChaque connecteur d'enrichissement :\n1. sélectionne les comptes de SA plateforme dont `last_checked` est plus vieux\n que `revisit_days` (rotation douce = maîtrise du coût proxy) ;\n2. lance l'acteur `gorgeous_thistle/ka-<plateforme>` avec le lot de handles\n (proxy résidentiel Apify forcé) et attend le dataset ;\n3. applique aux fiches : abonnés/badge (§13), métriques étendues + CONTENU\n récent (posts/vidéos/tweets avec likes, commentaires, vues) dans\n `account.metrics`, avatar/bio manquants, liens de bio → `cross_link` (§12.1).\n\nNécessite APIFY_TOKEN (.env). Sans clé : SkipSource propre (§16/§18).\nUniquement des profils PUBLICS (§15) ; un profil privé/introuvable est ignoré.\n\"\"\"\nfrom __future__ import annotations\n\nimport os\nimport random\nimport time\nfrom concurrent.futures import ThreadPoolExecutor, as_completed\nfrom datetime import datetime, timedelta, timezone\n\nimport requests\n\nfrom ..identity import account, merge_accounts\nfrom ..normalize import parse_count, platform_from_url\nfrom ..schema import Creator, now_iso\nfrom .base import BaseConnector, SkipSource\nfrom .linkinbio import is_supported as is_linkinbio\n\nAPIFY_API = \"https://api.apify.com/v2\"\nACTOR_OWNER = \"gorgeous_thistle\"\nRESIDENTIAL = {\"useApifyProxy\": True, \"apifyProxyGroups\": [\"RESIDENTIAL\"]}\n\n# --- parallélisme : on dispose de 256 Go de RAM Apify → au lieu d'UN run à\n# 1 Go, on éclate le lot en tranches lancées EN PARALLÈLE, chacune avec plus de\n# mémoire (donc plus de CPU/vCPU côté Apify) et une concurrence interne accrue.\n# profil « max parallélisme » : ces acteurs sont I/O-bound (requêtes proxy),\n# donc BEAUCOUP de petits runs > peu de gros runs. 32 × 2 Go = 64 Go de pointe\n# (large sous les 256 Go / 128 runs concurrents du plan).\nSHARD_SIZE = int(os.environ.get(\"APIFY_SHARD_SIZE\", \"60\")) # handles / run\nMAX_SHARDS = int(os.environ.get(\"APIFY_MAX_SHARDS\", \"32\")) # runs simultanés\nRUN_MEMORY_MB = int(os.environ.get(\"APIFY_RUN_MEMORY_MB\", \"2048\")) # /run\nRUN_CONCURRENCY = int(os.environ.get(\"APIFY_RUN_CONCURRENCY\", \"10\")) # interne (max 10)\n# rafraîchissement : un compte est re-sondé s'il n'a pas été enrichi depuis\n# REVISIT_DAYS jours. Le watch quotidien couvre ainsi TOUT le bassin en ≤ N j.\nREVISIT_DAYS = int(os.environ.get(\"APIFY_REVISIT_DAYS\", \"7\"))\n# passage FORCÉ (APIFY_FORCE=1) : ignore fraîcheur ET caps — couvre TOUT le\n# bassin de chaque plateforme en un seul passage (rattrapage de couverture)\nFORCE_PASS = os.environ.get(\"APIFY_FORCE\", \"\") == \"1\"\n\n\ndef _token() -> str:\n token = os.environ.get(\"APIFY_TOKEN\")\n if not token:\n raise SkipSource(\"APIFY_TOKEN manquant (voir .env)\")\n return token\n\n\ndef _launch(name: str, run_input: dict, memory_mb: int,\n retries: int = 6) -> str:\n \"\"\"Démarre un run. Retry sur 400/429 (limite mémoire concurrente atteinte :\n elle se libère quand d'autres tranches terminent) avec backoff.\"\"\"\n headers = {\"Authorization\": f\"Bearer {_token()}\"}\n for attempt in range(retries):\n resp = requests.post(\n f\"{APIFY_API}/acts/{ACTOR_OWNER}~{name}/runs\",\n json=run_input, headers=headers,\n params={\"memory\": memory_mb}, timeout=60)\n if resp.status_code in (400, 429, 402) or resp.status_code >= 500:\n if attempt < retries - 1:\n # backoff + jitter : désynchronise les tranches (évite le\n # lockstep où toutes redemandent la RAM au même instant)\n time.sleep(min(60, 8 * (attempt + 1)) + random.uniform(0, 6))\n continue\n resp.raise_for_status()\n return resp.json()[\"data\"][\"id\"]\n resp.raise_for_status()\n return resp.json()[\"data\"][\"id\"]\n\n\ndef _await_items(run_id: str, name: str, timeout_s: int) -> list[dict]:\n headers = {\"Authorization\": f\"Bearer {_token()}\"}\n t0 = time.time()\n while True:\n time.sleep(15)\n r = requests.get(f\"{APIFY_API}/actor-runs/{run_id}\",\n headers=headers, timeout=60)\n r.raise_for_status()\n status = r.json()[\"data\"]\n if status[\"status\"] in (\"SUCCEEDED\", \"FAILED\", \"ABORTED\", \"TIMED-OUT\"):\n break\n if time.time() - t0 > timeout_s:\n requests.post(f\"{APIFY_API}/actor-runs/{run_id}/abort\",\n headers=headers, timeout=60)\n raise RuntimeError(f\"acteur {name} : délai {timeout_s}s dépassé\")\n if status[\"status\"] != \"SUCCEEDED\":\n raise RuntimeError(f\"acteur {name} : run {status['status']}\")\n dataset = status[\"defaultDatasetId\"]\n items: list[dict] = []\n offset = 0\n while True:\n r = requests.get(f\"{APIFY_API}/datasets/{dataset}/items\",\n params={\"offset\": offset, \"limit\": 1000,\n \"clean\": \"true\"},\n headers=headers, timeout=120)\n r.raise_for_status()\n chunk = r.json()\n items.extend(chunk)\n if len(chunk) < 1000:\n return items\n offset += 1000\n\n\ndef run_actor(name: str, run_input: dict, *, timeout_s: int = 2400,\n memory_mb: int = RUN_MEMORY_MB) -> list[dict]:\n \"\"\"Un seul run (recherche, petit lot).\"\"\"\n return _await_items(_launch(name, run_input, memory_mb), name, timeout_s)\n\n\ndef run_actor_sharded(name: str, base_input: dict, usernames: list[str], *,\n timeout_s: int = 2400,\n shard_size: int = SHARD_SIZE,\n max_shards: int = MAX_SHARDS,\n memory_mb: int = RUN_MEMORY_MB) -> list[dict]:\n \"\"\"Éclate `usernames` en tranches lancées EN PARALLÈLE sur Apify.\n\n Chaque tranche = un run indépendant (mémoire dédiée → plus de CPU). On\n plafonne à `max_shards` runs simultanés (256 Go de RAM = large marge :\n 12 × 4 Go = 48 Go). Les datasets sont fusionnés. Une tranche qui échoue\n n'annule pas les autres.\n \"\"\"\n if not usernames:\n return []\n n = max(1, min(max_shards,\n (len(usernames) + shard_size - 1) // shard_size))\n shards = [usernames[i::n] for i in range(n)] # répartition équilibrée\n items: list[dict] = []\n with ThreadPoolExecutor(max_workers=n) as pool:\n futs = {pool.submit(run_actor, name,\n {**base_input, \"usernames\": shard},\n timeout_s=timeout_s, memory_mb=memory_mb): i\n for i, shard in enumerate(shards) if shard}\n for fut in as_completed(futs):\n try:\n items.extend(fut.result())\n except Exception as exc: # une tranche morte ne bloque pas le reste\n print(f\"[crea-ka] {name} tranche {futs[fut]} échouée : {exc}\")\n return items\n\n\nclass _ApifySocialEnrich(BaseConnector):\n \"\"\"Base commune des enrichissements Apify (un acteur par plateforme).\"\"\"\n\n kind = \"enrichment\"\n platform = \"\" # plateforme canonique (§6.2)\n actor = \"\" # nom court de l'acteur (ka-instagram…)\n cap = 3000 # comptes max par passage (shardé en parallèle)\n revisit_days = REVISIT_DAYS # re-sonde hebdo par défaut (env APIFY_REVISIT_DAYS)\n content_key = \"\" # clé du contenu récent dans l'item acteur\n # clés d'item copiées telles quelles dans account.metrics si non nulles\n metric_map: dict[str, str] = {}\n\n @property\n def _stamp_key(self) -> str:\n # tampon PROPRE au connecteur : quand CE connecteur a enrichi ce compte.\n # On ne se base PAS sur acc.last_checked, re-tamponné par la découverte\n # (kick-decouverte etc.) même sans enrichissement → fausse fraîcheur.\n return f\"{self.source_id}_at\"\n\n def _stale(self, acc) -> bool:\n stamp = (acc.metrics or {}).get(self._stamp_key)\n if not stamp:\n return True\n try:\n seen = datetime.fromisoformat(str(stamp).replace(\"Z\", \"+00:00\"))\n except ValueError:\n return True\n return (datetime.now(timezone.utc) - seen\n > timedelta(days=self.revisit_days))\n\n def extra_input(self) -> dict:\n return {}\n\n def target_of(self, acc) -> str:\n \"\"\"Valeur envoyée à l'acteur pour ce compte (défaut : le handle).\n\n Certaines plateformes exigent autre chose que le handle minusculé —\n ex. Discord, dont le code d'invitation est SENSIBLE À LA CASSE et doit\n être repris depuis l'URL. Le rapprochement se fait ensuite en\n minuscules des deux côtés.\n \"\"\"\n return acc.handle\n\n def enrich(self, creators: list[Creator]) -> list[Creator]:\n targets: dict[str, list] = {}\n for cr in creators:\n acc = next((a for a in cr.platforms\n if a.platform == self.platform and a.handle), None)\n if acc is None or not self._stale(acc):\n continue\n targets.setdefault(self.target_of(acc), []).append((cr, acc))\n if len(targets) >= self.cap:\n break\n if not targets:\n return []\n items = run_actor_sharded(\n self.actor,\n {\"proxyConfiguration\": RESIDENTIAL,\n \"concurrency\": RUN_CONCURRENCY,\n **self.extra_input()},\n sorted(targets))\n by_handle = {str(it.get(\"username\") or \"\").lower(): it\n for it in items if it.get(\"kind\") == \"profile\"}\n enriched: list[Creator] = []\n self.errors = 0\n for handle, pairs in targets.items():\n it = by_handle.get(handle.lower())\n if it is None:\n continue\n if not it.get(\"found\"):\n if str(it.get(\"error\", \"\")).startswith((\"http_5\", \"shell\")):\n self.errors += 1\n continue\n for cr, acc in pairs:\n self.apply(cr, acc, it)\n enriched.append(cr)\n return enriched\n\n # -- application aux fiches ------------------------------------------------\n def apply(self, cr: Creator, acc, it: dict) -> None:\n acc.followers = parse_count(it.get(\"followers\")) or acc.followers\n if it.get(\"is_verified\") is not None:\n acc.verified = bool(it[\"is_verified\"])\n acc.last_checked = now_iso()\n metrics = {dst: it.get(src) for src, dst in self.metric_map.items()\n if it.get(src) is not None}\n if self.content_key and it.get(self.content_key):\n metrics[self.content_key] = it[self.content_key][:12]\n # images du profil : avatar/bannière conservés PAR COMPTE (affichage\n # par plateforme + chaîne de repli côté frontend)\n for img_key in (\"avatar\", \"banner\"):\n if it.get(img_key):\n metrics[img_key] = it[img_key]\n metrics[self._stamp_key] = now_iso() # tampon d'enrichissement propre\n acc.metrics.update(metrics)\n # avatar/bannière de la FICHE : rafraîchis à chaque passage depuis la\n # plateforme principale (les URLs CDN signées expirent — ex. Instagram) ;\n # sinon on remplit seulement les manquants\n if it.get(\"avatar\") and (not cr.avatar_url\n or acc.platform == cr.primary_platform):\n cr.avatar_url = it[\"avatar\"]\n if it.get(\"banner\") and (not getattr(cr, \"banner_url\", None)\n or acc.platform == cr.primary_platform):\n cr.banner_url = it[\"banner\"]\n if not cr.bio and it.get(\"biography\"):\n cr.bio = it[\"biography\"]\n self.cross_links(cr, it)\n\n def cross_links(self, cr: Creator, it: dict) -> None:\n \"\"\"Liens de bio → link-in-bio ou compte `cross_link` (§12.1).\"\"\"\n for url in self.bio_urls(it):\n url = (url or \"\").strip()\n if url and not url.startswith(\"http\"):\n url = \"https://\" + url\n if not url:\n continue\n if is_linkinbio(url) and not cr.link_in_bio_url:\n cr.link_in_bio_url = url\n continue\n hit = platform_from_url(url)\n if hit and hit[0] != self.platform:\n cr.platforms = merge_accounts(cr.platforms, [\n account(hit[0], hit[1], \"cross_link\",\n url=url).finalize()])\n\n def bio_urls(self, it: dict) -> list[str]:\n return []\n\n\nclass ApifyInstagram(_ApifySocialEnrich):\n source_id = \"instagram-apify\"\n platform = \"instagram\"\n actor = \"ka-instagram\"\n cap = 1800\n content_key = \"recent_posts\"\n metric_map = {\"following\": \"following\", \"posts_count\": \"posts\",\n \"category\": \"category\", \"is_business\": \"is_business\",\n \"business_category\": \"business_category\",\n \"highlight_reels\": \"highlight_reels\",\n \"pronouns\": \"pronouns\", \"bio_links\": \"bio_links\",\n \"avg_likes\": \"avg_likes\", \"avg_comments\": \"avg_comments\",\n \"avg_video_views\": \"avg_video_views\",\n \"engagement_rate_pct\": \"engagement_rate_pct\",\n \"posts_per_week\": \"posts_per_week\",\n \"last_post_at\": \"last_post_at\",\n \"video_share_pct\": \"video_share_pct\",\n \"top_post\": \"top_post\"}\n\n def bio_urls(self, it: dict) -> list[str]:\n return [it.get(\"external_url\") or \"\"] + (it.get(\"bio_links\") or [])\n\n def apply(self, cr, acc, it):\n super().apply(cr, acc, it)\n related = [r.get(\"username\") for r in (it.get(\"related_profiles\")\n or []) if r.get(\"username\")]\n if related: # matière première de découvertes futures (§12.1 mention)\n acc.metrics[\"related_profiles\"] = related[:10]\n\n\nclass ApifyTikTok(_ApifySocialEnrich):\n source_id = \"tiktok-apify\"\n platform = \"tiktok\"\n actor = \"ka-tiktok\"\n cap = 1800\n content_key = \"recent_videos\"\n metric_map = {\"following\": \"following\", \"total_likes\": \"likes\",\n \"videos_count\": \"videos\", \"region\": \"region\",\n \"friends\": \"friends\", \"is_seller\": \"is_seller\",\n \"is_live_now\": \"is_live_now\",\n \"commerce_category\": \"commerce_category\",\n \"account_created_at\": \"account_created_at\",\n \"avg_views\": \"avg_views\", \"avg_likes\": \"avg_likes\",\n \"avg_comments\": \"avg_comments\", \"avg_shares\": \"avg_shares\",\n \"engagement_rate_pct\": \"engagement_rate_pct\",\n \"videos_per_week\": \"videos_per_week\",\n \"last_video_at\": \"last_video_at\",\n \"top_hashtags\": \"top_hashtags\", \"language\": \"language\",\n \"top_video\": \"top_video\"}\n\n def bio_urls(self, it: dict) -> list[str]:\n return [it.get(\"bio_link\") or \"\"]\n\n\nclass ApifyX(_ApifySocialEnrich):\n source_id = \"x-apify\"\n platform = \"x\"\n actor = \"ka-x\"\n cap = 1800\n content_key = \"recent_tweets\"\n metric_map = {\"following\": \"following\", \"tweets_count\": \"tweets\",\n \"location\": \"location\", \"created_at\": \"created_at\",\n \"listed_count\": \"listed\", \"account_age_days\": \"account_age_days\",\n \"avg_likes\": \"avg_likes\", \"avg_retweets\": \"avg_retweets\",\n \"avg_replies\": \"avg_replies\",\n \"engagement_rate_pct\": \"engagement_rate_pct\",\n \"tweets_per_week\": \"tweets_per_week\",\n \"last_tweet_at\": \"last_tweet_at\",\n \"media_share_pct\": \"media_share_pct\",\n \"reply_share_pct\": \"reply_share_pct\",\n \"is_blue_verified\": \"is_blue_verified\",\n \"likes_given\": \"likes_given\", \"website\": \"website\",\n \"top_hashtags\": \"top_hashtags\", \"top_tweet\": \"top_tweet\"}\n\n def extra_input(self) -> dict:\n return {\"maxTweets\": 20}\n\n def bio_urls(self, it: dict) -> list[str]:\n return [it.get(\"website\") or \"\"]\n\n\nclass ApifyFacebook(_ApifySocialEnrich):\n source_id = \"facebook-apify\"\n platform = \"facebook\"\n actor = \"ka-facebook\"\n cap = 400\n revisit_days = 7\n metric_map = {\"category\": \"category\"}\n\n\nclass ApifyThreads(_ApifySocialEnrich):\n source_id = \"threads-apify\"\n platform = \"threads\"\n actor = \"ka-threads\"\n cap = 60\n revisit_days = 7\n content_key = \"recent_posts\"\n metric_map = {\"avg_likes\": \"avg_likes\", \"top_post\": \"top_post\"}\n\n\nclass ApifySnapchat(_ApifySocialEnrich):\n source_id = \"snapchat-apify\"\n platform = \"snapchat\"\n actor = \"ka-snapchat\"\n cap = 60\n revisit_days = 7\n metric_map = {\"category\": \"category\", \"has_story\": \"has_story\",\n \"has_spotlight\": \"has_spotlight\", \"address\": \"address\",\n \"subcategory\": \"subcategory\",\n \"publisher_type\": \"publisher_type\",\n \"story_snaps_count\": \"story_snaps\",\n \"lenses_count\": \"lenses\",\n \"story_previews\": \"story_previews\",\n \"spotlight_previews\": \"spotlight_previews\",\n \"website\": \"website\",\n \"spotlight_highlights_count\": \"spotlight_highlights\"}\n\n def bio_urls(self, it: dict) -> list[str]:\n return [it.get(\"website\") or \"\"]\n\n\nclass ApifyYouTube(_ApifySocialEnrich):\n source_id = \"youtube-apify\"\n platform = \"youtube\"\n actor = \"ka-youtube\"\n cap = 1800\n content_key = \"recent_videos\"\n metric_map = {\"videos_count\": \"videos\", \"country\": \"country\",\n \"keywords\": \"keywords\", \"channel_id\": \"channel_id\",\n \"avg_views\": \"avg_views\", \"top_video\": \"top_video\",\n \"total_views\": \"total_views\", \"joined_date\": \"joined_date\",\n \"external_links\": \"external_links\",\n \"last_video_published\": \"last_video_published\"}\n\n def bio_urls(self, it: dict) -> list[str]:\n # liens externes AUTO-DÉCLARÉS de la page À propos → cross_link (§12.1)\n return [ln.get(\"url\") or \"\" for ln in (it.get(\"external_links\") or [])\n if isinstance(ln, dict)]\n\n\nclass ApifyTwitch(_ApifySocialEnrich):\n source_id = \"twitch-apify\"\n platform = \"twitch\"\n actor = \"ka-twitch\"\n cap = 1200\n content_key = \"recent_videos\"\n metric_map = {\"is_partner\": \"is_partner\", \"is_affiliate\": \"is_affiliate\",\n \"team\": \"team\", \"created_at\": \"created_at\",\n \"is_live_now\": \"is_live_now\", \"live_viewers\": \"live_viewers\",\n \"live_game\": \"live_game\",\n \"last_broadcast_at\": \"last_broadcast_at\",\n \"last_broadcast_game\": \"last_broadcast_game\",\n \"last_broadcast_title\": \"last_broadcast_title\",\n \"live_title\": \"live_title\",\n \"live_thumbnail\": \"live_thumbnail\",\n \"avg_video_views\": \"avg_video_views\",\n \"social_links\": \"social_links\",\n \"recent_games\": \"recent_games\"}\n\n def bio_urls(self, it: dict) -> list[str]:\n # panneau « À propos » Twitch : liens sociaux AUTO-DÉCLARÉS (§12.1)\n return [ln.get(\"url\") or \"\" for ln in (it.get(\"social_links\") or [])\n if isinstance(ln, dict)]\n\n\nclass ApifyKick(_ApifySocialEnrich):\n source_id = \"kick-apify\"\n platform = \"kick\"\n actor = \"ka-kick\"\n cap = 600\n metric_map = {\"is_live_now\": \"is_live_now\", \"live_viewers\": \"live_viewers\",\n \"subscription_enabled\": \"subscription_enabled\",\n \"live_title\": \"live_title\",\n \"live_thumbnail\": \"live_thumbnail\",\n \"live_category\": \"live_category\",\n \"vod_enabled\": \"vod_enabled\",\n \"recent_categories\": \"recent_categories\"}\n\n def cross_links(self, cr: Creator, it: dict) -> None:\n \"\"\"Liens sociaux AUTO-DÉCLARÉS de la fiche Kick → cross_link (§12.1).\"\"\"\n socials = it.get(\"social_links\") or {}\n tmpl = {\"instagram\": \"https://instagram.com/{}\",\n \"twitter\": \"https://x.com/{}\",\n \"youtube\": \"https://youtube.com/{}\",\n \"tiktok\": \"https://www.tiktok.com/@{}\",\n \"facebook\": \"https://facebook.com/{}\",\n \"discord\": \"https://discord.gg/{}\"}\n for key, val in socials.items():\n val = (val or \"\").strip()\n if not val:\n continue\n url = val if val.startswith(\"http\") else \\\n tmpl.get(key, \"{}\").format(val.lstrip(\"@\"))\n hit = platform_from_url(url)\n if hit and hit[0] != self.platform:\n cr.platforms = merge_accounts(cr.platforms, [\n account(hit[0], hit[1], \"cross_link\",\n url=url).finalize()])\n\n\nclass ApifyOnlyFans(_ApifySocialEnrich):\n source_id = \"onlyfans-apify\"\n platform = \"onlyfans\"\n actor = \"ka-onlyfans\"\n cap = 100\n revisit_days = 7\n metric_map = {\"posts_count\": \"posts\", \"photos_count\": \"photos\",\n \"videos_count\": \"videos\", \"likes\": \"likes\",\n \"streams_count\": \"streams\",\n \"subscribe_price_usd\": \"subscribe_price_usd\",\n \"is_free\": \"is_free\", \"location\": \"location\"}\n\n def bio_urls(self, it: dict) -> list[str]:\n return [it.get(\"website\") or \"\"]\n\n\nclass ApifyFansly(_ApifySocialEnrich):\n source_id = \"fansly-apify\"\n platform = \"fansly\"\n actor = \"ka-fansly\"\n cap = 600\n revisit_days = 7\n metric_map = {\"posts_count\": \"posts\", \"images_count\": \"images\",\n \"videos_count\": \"videos\", \"likes\": \"likes\",\n \"following\": \"following\", \"location\": \"location\"}\n\n\nclass ApifyPatreon(_ApifySocialEnrich):\n source_id = \"patreon-apify\"\n platform = \"patreon\"\n actor = \"ka-patreon\"\n cap = 400\n revisit_days = 7\n metric_map = {\"patrons\": \"patrons\", \"posts_count\": \"posts\",\n \"is_monthly\": \"is_monthly\", \"is_nsfw\": \"is_nsfw\",\n \"creation_name\": \"creation_name\",\n \"social_links\": \"social_links\"}\n\n def bio_urls(self, it: dict) -> list[str]:\n # liens sociaux AUTO-DÉCLARÉS de la campagne Patreon → cross_link\n return list((it.get(\"social_links\") or {}).values())\n\n\nclass ApifyDiscord(_ApifySocialEnrich):\n source_id = \"discord-apify\"\n platform = \"discord\"\n actor = \"ka-discord\"\n cap = 400\n revisit_days = 7\n metric_map = {\"members\": \"members\", \"online\": \"online\", \"boosts\": \"boosts\",\n \"partnered\": \"partnered\", \"guild_id\": \"guild_id\",\n \"channel\": \"channel\", \"splash\": \"splash\",\n \"vanity_url_code\": \"vanity_url_code\"}\n\n def target_of(self, acc) -> str:\n \"\"\"Code d'invitation SENSIBLE À LA CASSE, repris de l'URL (pas du\n handle minusculé) : discord.gg/<CODE> ou discord.com/invite/<CODE>.\"\"\"\n url = acc.url or \"\"\n for sep in (\"discord.gg/\", \"discord.com/invite/\", \"/invite/\"):\n if sep in url:\n return url.split(sep, 1)[1].split(\"/\")[0].split(\"?\")[0]\n return acc.handle\n\n\n# --- découverte Instagram (topsearch, mots-clés QC) ---------------------------\n\n# thèmes × marqueurs QC — mêmes familles que youtube-recherche, adaptées à la\n# recherche d'UTILISATEURS Instagram (courtes, telles qu'on tape dans l'app)\n_THEMES = [\"humoriste\", \"gamer\", \"gaming\", \"maquillage\", \"beauté\", \"fitness\",\n \"cuisine\", \"chef\", \"mode\", \"voyage\", \"musique\", \"chanteuse\",\n \"chanteur\", \"danse\", \"maman\", \"papa\", \"plein air\", \"chasse\",\n \"pêche\", \"photographe\", \"artiste\", \"peintre\", \"tatoueur\",\n \"coiffure\", \"esthétique\", \"auto\", \"moto\", \"déco\", \"immobilier\",\n \"entrepreneure\", \"podcast\", \"comédien\", \"comédienne\", \"drag\",\n \"twitch\", \"youtubeur\", \"youtubeuse\", \"tiktokeuse\", \"influenceuse\",\n \"créateur de contenu\", \"créatrice de contenu\"]\n_MARKERS = [\"québec\", \"qc\", \"montréal\", \"mtl\"]\n\n\nclass InstagramDecouverteApify(BaseConnector):\n \"\"\"Découverte Instagram par recherche de mots-clés QC (acteur ka-instagram).\n\n L'endpoint topsearch du web public retourne les meilleurs comptes pour un\n mot-clé (nom, handle, abonnés approximatifs, badge). Requêtes tournantes\n (~40/passage sur ~160 combinaisons) pour accumuler sans re-payer les mêmes\n résultats chaque jour. Signal : profil_source (0.98) — le compte découvert\n EST la source de la fiche.\n \"\"\"\n\n source_id = \"instagram-decouverte\"\n kind = \"discovery\"\n queries_per_pass = 40\n\n def build_queries(self) -> list[str]:\n combos = [f\"{t} {m}\" for t in _THEMES for m in _MARKERS]\n day = datetime.now(timezone.utc).timetuple().tm_yday\n start = (day * self.queries_per_pass) % len(combos)\n rotated = combos[start:] + combos[:start]\n return rotated[:self.queries_per_pass]\n\n def fetch(self) -> list[Creator]:\n # NOTE 2026-08-18 : l'endpoint topsearch du web public exige désormais\n # une session authentifiée (401 « Server Error » depuis toute IP non\n # connectée). La découverte par mots-clés est donc suspendue proprement\n # jusqu'à ce qu'une voie publique existe ; l'enrichissement Instagram\n # (instagram-apify) alimente `related_profiles` comme graine future.\n raise SkipSource(\"topsearch Instagram exige une session connectée \"\n \"(voie publique fermée le 2026-08-18)\")\n items = run_actor(\"ka-instagram\", { # noqa: unreachable (repli futur)\n \"usernames\": [],\n \"queries\": self.build_queries(),\n \"proxyConfiguration\": RESIDENTIAL,\n })\n creators: list[Creator] = []\n seen: set[str] = set()\n for it in items:\n if it.get(\"kind\") != \"search_user\" or not it.get(\"username\"):\n continue\n handle = str(it[\"username\"]).lower()\n if handle in seen:\n continue\n seen.add(handle)\n acc = account(\"instagram\", handle, \"profil_source\",\n followers=parse_count(it.get(\"followers\")),\n verified=it.get(\"is_verified\"),\n url=f\"https://www.instagram.com/{handle}/\")\n creators.append(Creator(\n source=self.source_id,\n external_id=handle,\n display_name=it.get(\"full_name\") or handle,\n avatar_url=it.get(\"avatar\") or None,\n platforms=[acc],\n notes=f\"découvert via recherche Instagram « {it.get('query')} »\",\n ))\n return creators\n","structuredPatch":[{"oldStart":181,"oldLines":6,"newStart":181,"newLines":8,"lines":[" return f\"{self.source_id}_at\""," "," def _stale(self, acc) -> bool:","+ if FORCE_PASS:","+ return True"," stamp = (acc.metrics or {}).get(self._stamp_key)"," if not stamp:"," return 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successfully."}]},"parent_tool_use_id":null,"session_id":"eb002d3d-a873-4cca-9361-cb2467df7353","uuid":"abe0afe9-f88e-41f1-a72b-6fc0a5dd57e8","timestamp":"2026-08-21T15:41:00.376Z","tool_use_result":{"filePath":"/Users/simon-pierreboucher/apps/crea-ka/creaka/connectors/apify_social.py","oldString":" targets.setdefault(self.target_of(acc), []).append((cr, acc))\n if len(targets) >= self.cap:\n break","newString":" targets.setdefault(self.target_of(acc), []).append((cr, acc))\n if not FORCE_PASS and len(targets) >= self.cap:\n break","originalFile":"# ==============================================================================\n# Author: Simon-Pierre Boucher <contact@spboucher.ai>\n# File: creaka/connectors/apify_social.py\n# Desc: Connecteurs Apify MAISON — acteurs KA (~/Desktop/ka-apify-actors,\n# compte gorgeous_thistle) exécutés sur la plateforme Apify avec proxy\n# RÉSIDENTIEL : enrichissement ULTRA DÉTAILLÉ (abonnés, bio, badges,\n# contenu récent avec métriques, engagement) pour Instagram, TikTok,\n# X, Facebook, Threads et Snapchat + découverte Instagram (topsearch).\n# Un passage = UN run d'acteur par plateforme (lot de handles), au lieu\n# d'une requête Scrapfly par profil — moins cher, plus fiable (IP\n# résidentielles + empreinte TLS Chrome côté acteur).\n# ==============================================================================\n\"\"\"Enrichissement multi-plateforme via les acteurs Apify KA.\n\nChaque connecteur d'enrichissement :\n1. sélectionne les comptes de SA plateforme dont `last_checked` est plus vieux\n que `revisit_days` (rotation douce = maîtrise du coût proxy) ;\n2. lance l'acteur `gorgeous_thistle/ka-<plateforme>` avec le lot de handles\n (proxy résidentiel Apify forcé) et attend le dataset ;\n3. applique aux fiches : abonnés/badge (§13), métriques étendues + CONTENU\n récent (posts/vidéos/tweets avec likes, commentaires, vues) dans\n `account.metrics`, avatar/bio manquants, liens de bio → `cross_link` (§12.1).\n\nNécessite APIFY_TOKEN (.env). Sans clé : SkipSource propre (§16/§18).\nUniquement des profils PUBLICS (§15) ; un profil privé/introuvable est ignoré.\n\"\"\"\nfrom __future__ import annotations\n\nimport os\nimport random\nimport time\nfrom concurrent.futures import ThreadPoolExecutor, as_completed\nfrom datetime import datetime, timedelta, timezone\n\nimport requests\n\nfrom ..identity import account, merge_accounts\nfrom ..normalize import parse_count, platform_from_url\nfrom ..schema import Creator, now_iso\nfrom .base import BaseConnector, SkipSource\nfrom .linkinbio import is_supported as is_linkinbio\n\nAPIFY_API = \"https://api.apify.com/v2\"\nACTOR_OWNER = \"gorgeous_thistle\"\nRESIDENTIAL = {\"useApifyProxy\": True, \"apifyProxyGroups\": [\"RESIDENTIAL\"]}\n\n# --- parallélisme : on dispose de 256 Go de RAM Apify → au lieu d'UN run à\n# 1 Go, on éclate le lot en tranches lancées EN PARALLÈLE, chacune avec plus de\n# mémoire (donc plus de CPU/vCPU côté Apify) et une concurrence interne accrue.\n# profil « max parallélisme » : ces acteurs sont I/O-bound (requêtes proxy),\n# donc BEAUCOUP de petits runs > peu de gros runs. 32 × 2 Go = 64 Go de pointe\n# (large sous les 256 Go / 128 runs concurrents du plan).\nSHARD_SIZE = int(os.environ.get(\"APIFY_SHARD_SIZE\", \"60\")) # handles / run\nMAX_SHARDS = int(os.environ.get(\"APIFY_MAX_SHARDS\", \"32\")) # runs simultanés\nRUN_MEMORY_MB = int(os.environ.get(\"APIFY_RUN_MEMORY_MB\", \"2048\")) # /run\nRUN_CONCURRENCY = int(os.environ.get(\"APIFY_RUN_CONCURRENCY\", \"10\")) # interne (max 10)\n# rafraîchissement : un compte est re-sondé s'il n'a pas été enrichi depuis\n# REVISIT_DAYS jours. Le watch quotidien couvre ainsi TOUT le bassin en ≤ N j.\nREVISIT_DAYS = int(os.environ.get(\"APIFY_REVISIT_DAYS\", \"7\"))\n# passage FORCÉ (APIFY_FORCE=1) : ignore fraîcheur ET caps — couvre TOUT le\n# bassin de chaque plateforme en un seul passage (rattrapage de couverture)\nFORCE_PASS = os.environ.get(\"APIFY_FORCE\", \"\") == \"1\"\n\n\ndef _token() -> str:\n token = os.environ.get(\"APIFY_TOKEN\")\n if not token:\n raise SkipSource(\"APIFY_TOKEN manquant (voir .env)\")\n return token\n\n\ndef _launch(name: str, run_input: dict, memory_mb: int,\n retries: int = 6) -> str:\n \"\"\"Démarre un run. Retry sur 400/429 (limite mémoire concurrente atteinte :\n elle se libère quand d'autres tranches terminent) avec backoff.\"\"\"\n headers = {\"Authorization\": f\"Bearer {_token()}\"}\n for attempt in range(retries):\n resp = requests.post(\n f\"{APIFY_API}/acts/{ACTOR_OWNER}~{name}/runs\",\n json=run_input, headers=headers,\n params={\"memory\": memory_mb}, timeout=60)\n if resp.status_code in (400, 429, 402) or resp.status_code >= 500:\n if attempt < retries - 1:\n # backoff + jitter : désynchronise les tranches (évite le\n # lockstep où toutes redemandent la RAM au même instant)\n time.sleep(min(60, 8 * (attempt + 1)) + random.uniform(0, 6))\n continue\n resp.raise_for_status()\n return resp.json()[\"data\"][\"id\"]\n resp.raise_for_status()\n return resp.json()[\"data\"][\"id\"]\n\n\ndef _await_items(run_id: str, name: str, timeout_s: int) -> list[dict]:\n headers = {\"Authorization\": f\"Bearer {_token()}\"}\n t0 = time.time()\n while True:\n time.sleep(15)\n r = requests.get(f\"{APIFY_API}/actor-runs/{run_id}\",\n headers=headers, timeout=60)\n r.raise_for_status()\n status = r.json()[\"data\"]\n if status[\"status\"] in (\"SUCCEEDED\", \"FAILED\", \"ABORTED\", \"TIMED-OUT\"):\n break\n if time.time() - t0 > timeout_s:\n requests.post(f\"{APIFY_API}/actor-runs/{run_id}/abort\",\n headers=headers, timeout=60)\n raise RuntimeError(f\"acteur {name} : délai {timeout_s}s dépassé\")\n if status[\"status\"] != \"SUCCEEDED\":\n raise RuntimeError(f\"acteur {name} : run {status['status']}\")\n dataset = status[\"defaultDatasetId\"]\n items: list[dict] = []\n offset = 0\n while True:\n r = requests.get(f\"{APIFY_API}/datasets/{dataset}/items\",\n params={\"offset\": offset, \"limit\": 1000,\n \"clean\": \"true\"},\n headers=headers, timeout=120)\n r.raise_for_status()\n chunk = r.json()\n items.extend(chunk)\n if len(chunk) < 1000:\n return items\n offset += 1000\n\n\ndef run_actor(name: str, run_input: dict, *, timeout_s: int = 2400,\n memory_mb: int = RUN_MEMORY_MB) -> list[dict]:\n \"\"\"Un seul run (recherche, petit lot).\"\"\"\n return _await_items(_launch(name, run_input, memory_mb), name, timeout_s)\n\n\ndef run_actor_sharded(name: str, base_input: dict, usernames: list[str], *,\n timeout_s: int = 2400,\n shard_size: int = SHARD_SIZE,\n max_shards: int = MAX_SHARDS,\n memory_mb: int = RUN_MEMORY_MB) -> list[dict]:\n \"\"\"Éclate `usernames` en tranches lancées EN PARALLÈLE sur Apify.\n\n Chaque tranche = un run indépendant (mémoire dédiée → plus de CPU). On\n plafonne à `max_shards` runs simultanés (256 Go de RAM = large marge :\n 12 × 4 Go = 48 Go). Les datasets sont fusionnés. Une tranche qui échoue\n n'annule pas les autres.\n \"\"\"\n if not usernames:\n return []\n n = max(1, min(max_shards,\n (len(usernames) + shard_size - 1) // shard_size))\n shards = [usernames[i::n] for i in range(n)] # répartition équilibrée\n items: list[dict] = []\n with ThreadPoolExecutor(max_workers=n) as pool:\n futs = {pool.submit(run_actor, name,\n {**base_input, \"usernames\": shard},\n timeout_s=timeout_s, memory_mb=memory_mb): i\n for i, shard in enumerate(shards) if shard}\n for fut in as_completed(futs):\n try:\n items.extend(fut.result())\n except Exception as exc: # une tranche morte ne bloque pas le reste\n print(f\"[crea-ka] {name} tranche {futs[fut]} échouée : {exc}\")\n return items\n\n\nclass _ApifySocialEnrich(BaseConnector):\n \"\"\"Base commune des enrichissements Apify (un acteur par plateforme).\"\"\"\n\n kind = \"enrichment\"\n platform = \"\" # plateforme canonique (§6.2)\n actor = \"\" # nom court de l'acteur (ka-instagram…)\n cap = 3000 # comptes max par passage (shardé en parallèle)\n revisit_days = REVISIT_DAYS # re-sonde hebdo par défaut (env APIFY_REVISIT_DAYS)\n content_key = \"\" # clé du contenu récent dans l'item acteur\n # clés d'item copiées telles quelles dans account.metrics si non nulles\n metric_map: dict[str, str] = {}\n\n @property\n def _stamp_key(self) -> str:\n # tampon PROPRE au connecteur : quand CE connecteur a enrichi ce compte.\n # On ne se base PAS sur acc.last_checked, re-tamponné par la découverte\n # (kick-decouverte etc.) même sans enrichissement → fausse fraîcheur.\n return f\"{self.source_id}_at\"\n\n def _stale(self, acc) -> bool:\n if FORCE_PASS:\n return True\n stamp = (acc.metrics or {}).get(self._stamp_key)\n if not stamp:\n return True\n try:\n seen = datetime.fromisoformat(str(stamp).replace(\"Z\", \"+00:00\"))\n except ValueError:\n return True\n return (datetime.now(timezone.utc) - seen\n > timedelta(days=self.revisit_days))\n\n def extra_input(self) -> dict:\n return {}\n\n def target_of(self, acc) -> str:\n \"\"\"Valeur envoyée à l'acteur pour ce compte (défaut : le handle).\n\n Certaines plateformes exigent autre chose que le handle minusculé —\n ex. Discord, dont le code d'invitation est SENSIBLE À LA CASSE et doit\n être repris depuis l'URL. Le rapprochement se fait ensuite en\n minuscules des deux côtés.\n \"\"\"\n return acc.handle\n\n def enrich(self, creators: list[Creator]) -> list[Creator]:\n targets: dict[str, list] = {}\n for cr in creators:\n acc = next((a for a in cr.platforms\n if a.platform == self.platform and a.handle), None)\n if acc is None or not self._stale(acc):\n continue\n targets.setdefault(self.target_of(acc), []).append((cr, acc))\n if len(targets) >= self.cap:\n break\n if not targets:\n return []\n items = run_actor_sharded(\n self.actor,\n {\"proxyConfiguration\": RESIDENTIAL,\n \"concurrency\": RUN_CONCURRENCY,\n **self.extra_input()},\n sorted(targets))\n by_handle = {str(it.get(\"username\") or \"\").lower(): it\n for it in items if it.get(\"kind\") == \"profile\"}\n enriched: list[Creator] = []\n self.errors = 0\n for handle, pairs in targets.items():\n it = by_handle.get(handle.lower())\n if it is None:\n continue\n if not it.get(\"found\"):\n if str(it.get(\"error\", \"\")).startswith((\"http_5\", \"shell\")):\n self.errors += 1\n continue\n for cr, acc in pairs:\n self.apply(cr, acc, it)\n enriched.append(cr)\n return enriched\n\n # -- application aux fiches ------------------------------------------------\n def apply(self, cr: Creator, acc, it: dict) -> None:\n acc.followers = parse_count(it.get(\"followers\")) or acc.followers\n if it.get(\"is_verified\") is not None:\n acc.verified = bool(it[\"is_verified\"])\n acc.last_checked = now_iso()\n metrics = {dst: it.get(src) for src, dst in self.metric_map.items()\n if it.get(src) is not None}\n if self.content_key and it.get(self.content_key):\n metrics[self.content_key] = it[self.content_key][:12]\n # images du profil : avatar/bannière conservés PAR COMPTE (affichage\n # par plateforme + chaîne de repli côté frontend)\n for img_key in (\"avatar\", \"banner\"):\n if it.get(img_key):\n metrics[img_key] = it[img_key]\n metrics[self._stamp_key] = now_iso() # tampon d'enrichissement propre\n acc.metrics.update(metrics)\n # avatar/bannière de la FICHE : rafraîchis à chaque passage depuis la\n # plateforme principale (les URLs CDN signées expirent — ex. Instagram) ;\n # sinon on remplit seulement les manquants\n if it.get(\"avatar\") and (not cr.avatar_url\n or acc.platform == cr.primary_platform):\n cr.avatar_url = it[\"avatar\"]\n if it.get(\"banner\") and (not getattr(cr, \"banner_url\", None)\n or acc.platform == cr.primary_platform):\n cr.banner_url = it[\"banner\"]\n if not cr.bio and it.get(\"biography\"):\n cr.bio = it[\"biography\"]\n self.cross_links(cr, it)\n\n def cross_links(self, cr: Creator, it: dict) -> None:\n \"\"\"Liens de bio → link-in-bio ou compte `cross_link` (§12.1).\"\"\"\n for url in self.bio_urls(it):\n url = (url or \"\").strip()\n if url and not url.startswith(\"http\"):\n url = \"https://\" + url\n if not url:\n continue\n if is_linkinbio(url) and not cr.link_in_bio_url:\n cr.link_in_bio_url = url\n continue\n hit = platform_from_url(url)\n if hit and hit[0] != self.platform:\n cr.platforms = merge_accounts(cr.platforms, [\n account(hit[0], hit[1], \"cross_link\",\n url=url).finalize()])\n\n def bio_urls(self, it: dict) -> list[str]:\n return []\n\n\nclass ApifyInstagram(_ApifySocialEnrich):\n source_id = \"instagram-apify\"\n platform = \"instagram\"\n actor = \"ka-instagram\"\n cap = 1800\n content_key = \"recent_posts\"\n metric_map = {\"following\": \"following\", \"posts_count\": \"posts\",\n \"category\": \"category\", \"is_business\": \"is_business\",\n \"business_category\": \"business_category\",\n \"highlight_reels\": \"highlight_reels\",\n \"pronouns\": \"pronouns\", \"bio_links\": \"bio_links\",\n \"avg_likes\": \"avg_likes\", \"avg_comments\": \"avg_comments\",\n \"avg_video_views\": \"avg_video_views\",\n \"engagement_rate_pct\": \"engagement_rate_pct\",\n \"posts_per_week\": \"posts_per_week\",\n \"last_post_at\": \"last_post_at\",\n \"video_share_pct\": \"video_share_pct\",\n \"top_post\": \"top_post\"}\n\n def bio_urls(self, it: dict) -> list[str]:\n return [it.get(\"external_url\") or \"\"] + (it.get(\"bio_links\") or [])\n\n def apply(self, cr, acc, it):\n super().apply(cr, acc, it)\n related = [r.get(\"username\") for r in (it.get(\"related_profiles\")\n or []) if r.get(\"username\")]\n if related: # matière première de découvertes futures (§12.1 mention)\n acc.metrics[\"related_profiles\"] = related[:10]\n\n\nclass ApifyTikTok(_ApifySocialEnrich):\n source_id = \"tiktok-apify\"\n platform = \"tiktok\"\n actor = \"ka-tiktok\"\n cap = 1800\n content_key = \"recent_videos\"\n metric_map = {\"following\": \"following\", \"total_likes\": \"likes\",\n \"videos_count\": \"videos\", \"region\": \"region\",\n \"friends\": \"friends\", \"is_seller\": \"is_seller\",\n \"is_live_now\": \"is_live_now\",\n \"commerce_category\": \"commerce_category\",\n \"account_created_at\": \"account_created_at\",\n \"avg_views\": \"avg_views\", \"avg_likes\": \"avg_likes\",\n \"avg_comments\": \"avg_comments\", \"avg_shares\": \"avg_shares\",\n \"engagement_rate_pct\": \"engagement_rate_pct\",\n \"videos_per_week\": \"videos_per_week\",\n \"last_video_at\": \"last_video_at\",\n \"top_hashtags\": \"top_hashtags\", \"language\": \"language\",\n \"top_video\": \"top_video\"}\n\n def bio_urls(self, it: dict) -> list[str]:\n return [it.get(\"bio_link\") or \"\"]\n\n\nclass ApifyX(_ApifySocialEnrich):\n source_id = \"x-apify\"\n platform = \"x\"\n actor = \"ka-x\"\n cap = 1800\n content_key = \"recent_tweets\"\n metric_map = {\"following\": \"following\", \"tweets_count\": \"tweets\",\n \"location\": \"location\", \"created_at\": \"created_at\",\n \"listed_count\": \"listed\", \"account_age_days\": \"account_age_days\",\n \"avg_likes\": \"avg_likes\", \"avg_retweets\": \"avg_retweets\",\n \"avg_replies\": \"avg_replies\",\n \"engagement_rate_pct\": \"engagement_rate_pct\",\n \"tweets_per_week\": \"tweets_per_week\",\n \"last_tweet_at\": \"last_tweet_at\",\n \"media_share_pct\": \"media_share_pct\",\n \"reply_share_pct\": \"reply_share_pct\",\n \"is_blue_verified\": \"is_blue_verified\",\n \"likes_given\": \"likes_given\", \"website\": \"website\",\n \"top_hashtags\": \"top_hashtags\", \"top_tweet\": \"top_tweet\"}\n\n def extra_input(self) -> dict:\n return {\"maxTweets\": 20}\n\n def bio_urls(self, it: dict) -> list[str]:\n return [it.get(\"website\") or \"\"]\n\n\nclass ApifyFacebook(_ApifySocialEnrich):\n source_id = \"facebook-apify\"\n platform = \"facebook\"\n actor = \"ka-facebook\"\n cap = 400\n revisit_days = 7\n metric_map = {\"category\": \"category\"}\n\n\nclass ApifyThreads(_ApifySocialEnrich):\n source_id = \"threads-apify\"\n platform = \"threads\"\n actor = \"ka-threads\"\n cap = 60\n revisit_days = 7\n content_key = \"recent_posts\"\n metric_map = {\"avg_likes\": \"avg_likes\", \"top_post\": \"top_post\"}\n\n\nclass ApifySnapchat(_ApifySocialEnrich):\n source_id = \"snapchat-apify\"\n platform = \"snapchat\"\n actor = \"ka-snapchat\"\n cap = 60\n revisit_days = 7\n metric_map = {\"category\": \"category\", \"has_story\": \"has_story\",\n \"has_spotlight\": \"has_spotlight\", \"address\": \"address\",\n \"subcategory\": \"subcategory\",\n \"publisher_type\": \"publisher_type\",\n \"story_snaps_count\": \"story_snaps\",\n \"lenses_count\": \"lenses\",\n \"story_previews\": \"story_previews\",\n \"spotlight_previews\": \"spotlight_previews\",\n \"website\": \"website\",\n \"spotlight_highlights_count\": \"spotlight_highlights\"}\n\n def bio_urls(self, it: dict) -> list[str]:\n return [it.get(\"website\") or \"\"]\n\n\nclass ApifyYouTube(_ApifySocialEnrich):\n source_id = \"youtube-apify\"\n platform = \"youtube\"\n actor = \"ka-youtube\"\n cap = 1800\n content_key = \"recent_videos\"\n metric_map = {\"videos_count\": \"videos\", \"country\": \"country\",\n \"keywords\": \"keywords\", \"channel_id\": \"channel_id\",\n \"avg_views\": \"avg_views\", \"top_video\": \"top_video\",\n \"total_views\": \"total_views\", \"joined_date\": \"joined_date\",\n \"external_links\": \"external_links\",\n \"last_video_published\": \"last_video_published\"}\n\n def bio_urls(self, it: dict) -> list[str]:\n # liens externes AUTO-DÉCLARÉS de la page À propos → cross_link (§12.1)\n return [ln.get(\"url\") or \"\" for ln in (it.get(\"external_links\") or [])\n if isinstance(ln, dict)]\n\n\nclass ApifyTwitch(_ApifySocialEnrich):\n source_id = \"twitch-apify\"\n platform = \"twitch\"\n actor = \"ka-twitch\"\n cap = 1200\n content_key = \"recent_videos\"\n metric_map = {\"is_partner\": \"is_partner\", \"is_affiliate\": \"is_affiliate\",\n \"team\": \"team\", \"created_at\": \"created_at\",\n \"is_live_now\": \"is_live_now\", \"live_viewers\": \"live_viewers\",\n \"live_game\": \"live_game\",\n \"last_broadcast_at\": \"last_broadcast_at\",\n \"last_broadcast_game\": \"last_broadcast_game\",\n \"last_broadcast_title\": \"last_broadcast_title\",\n \"live_title\": \"live_title\",\n \"live_thumbnail\": \"live_thumbnail\",\n \"avg_video_views\": \"avg_video_views\",\n \"social_links\": \"social_links\",\n \"recent_games\": \"recent_games\"}\n\n def bio_urls(self, it: dict) -> list[str]:\n # panneau « À propos » Twitch : liens sociaux AUTO-DÉCLARÉS (§12.1)\n return [ln.get(\"url\") or \"\" for ln in (it.get(\"social_links\") or [])\n if isinstance(ln, dict)]\n\n\nclass ApifyKick(_ApifySocialEnrich):\n source_id = \"kick-apify\"\n platform = \"kick\"\n actor = \"ka-kick\"\n cap = 600\n metric_map = {\"is_live_now\": \"is_live_now\", \"live_viewers\": \"live_viewers\",\n \"subscription_enabled\": \"subscription_enabled\",\n \"live_title\": \"live_title\",\n \"live_thumbnail\": \"live_thumbnail\",\n \"live_category\": \"live_category\",\n \"vod_enabled\": \"vod_enabled\",\n \"recent_categories\": \"recent_categories\"}\n\n def cross_links(self, cr: Creator, it: dict) -> None:\n \"\"\"Liens sociaux AUTO-DÉCLARÉS de la fiche Kick → cross_link (§12.1).\"\"\"\n socials = it.get(\"social_links\") or {}\n tmpl = {\"instagram\": \"https://instagram.com/{}\",\n \"twitter\": \"https://x.com/{}\",\n \"youtube\": \"https://youtube.com/{}\",\n \"tiktok\": \"https://www.tiktok.com/@{}\",\n \"facebook\": \"https://facebook.com/{}\",\n \"discord\": \"https://discord.gg/{}\"}\n for key, val in socials.items():\n val = (val or \"\").strip()\n if not val:\n continue\n url = val if val.startswith(\"http\") else \\\n tmpl.get(key, \"{}\").format(val.lstrip(\"@\"))\n hit = platform_from_url(url)\n if hit and hit[0] != self.platform:\n cr.platforms = merge_accounts(cr.platforms, [\n account(hit[0], hit[1], \"cross_link\",\n url=url).finalize()])\n\n\nclass ApifyOnlyFans(_ApifySocialEnrich):\n source_id = \"onlyfans-apify\"\n platform = \"onlyfans\"\n actor = \"ka-onlyfans\"\n cap = 100\n revisit_days = 7\n metric_map = {\"posts_count\": \"posts\", \"photos_count\": \"photos\",\n \"videos_count\": \"videos\", \"likes\": \"likes\",\n \"streams_count\": \"streams\",\n \"subscribe_price_usd\": \"subscribe_price_usd\",\n \"is_free\": \"is_free\", \"location\": \"location\"}\n\n def bio_urls(self, it: dict) -> list[str]:\n return [it.get(\"website\") or \"\"]\n\n\nclass ApifyFansly(_ApifySocialEnrich):\n source_id = \"fansly-apify\"\n platform = \"fansly\"\n actor = \"ka-fansly\"\n cap = 600\n revisit_days = 7\n metric_map = {\"posts_count\": \"posts\", \"images_count\": \"images\",\n \"videos_count\": \"videos\", \"likes\": \"likes\",\n \"following\": \"following\", \"location\": \"location\"}\n\n\nclass ApifyPatreon(_ApifySocialEnrich):\n source_id = \"patreon-apify\"\n platform = \"patreon\"\n actor = \"ka-patreon\"\n cap = 400\n revisit_days = 7\n metric_map = {\"patrons\": \"patrons\", \"posts_count\": \"posts\",\n \"is_monthly\": \"is_monthly\", \"is_nsfw\": \"is_nsfw\",\n \"creation_name\": \"creation_name\",\n \"social_links\": \"social_links\"}\n\n def bio_urls(self, it: dict) -> list[str]:\n # liens sociaux AUTO-DÉCLARÉS de la campagne Patreon → cross_link\n return list((it.get(\"social_links\") or {}).values())\n\n\nclass ApifyDiscord(_ApifySocialEnrich):\n source_id = \"discord-apify\"\n platform = \"discord\"\n actor = \"ka-discord\"\n cap = 400\n revisit_days = 7\n metric_map = {\"members\": \"members\", \"online\": \"online\", \"boosts\": \"boosts\",\n \"partnered\": \"partnered\", \"guild_id\": \"guild_id\",\n \"channel\": \"channel\", \"splash\": \"splash\",\n \"vanity_url_code\": \"vanity_url_code\"}\n\n def target_of(self, acc) -> str:\n \"\"\"Code d'invitation SENSIBLE À LA CASSE, repris de l'URL (pas du\n handle minusculé) : discord.gg/<CODE> ou discord.com/invite/<CODE>.\"\"\"\n url = acc.url or \"\"\n for sep in (\"discord.gg/\", \"discord.com/invite/\", \"/invite/\"):\n if sep in url:\n return url.split(sep, 1)[1].split(\"/\")[0].split(\"?\")[0]\n return acc.handle\n\n\n# --- découverte Instagram (topsearch, mots-clés QC) ---------------------------\n\n# thèmes × marqueurs QC — mêmes familles que youtube-recherche, adaptées à la\n# recherche d'UTILISATEURS Instagram (courtes, telles qu'on tape dans l'app)\n_THEMES = [\"humoriste\", \"gamer\", \"gaming\", \"maquillage\", \"beauté\", \"fitness\",\n \"cuisine\", \"chef\", \"mode\", \"voyage\", \"musique\", \"chanteuse\",\n \"chanteur\", \"danse\", \"maman\", \"papa\", \"plein air\", \"chasse\",\n \"pêche\", \"photographe\", \"artiste\", \"peintre\", \"tatoueur\",\n \"coiffure\", \"esthétique\", \"auto\", \"moto\", \"déco\", \"immobilier\",\n \"entrepreneure\", \"podcast\", \"comédien\", \"comédienne\", \"drag\",\n \"twitch\", \"youtubeur\", \"youtubeuse\", \"tiktokeuse\", \"influenceuse\",\n \"créateur de contenu\", \"créatrice de contenu\"]\n_MARKERS = [\"québec\", \"qc\", \"montréal\", \"mtl\"]\n\n\nclass InstagramDecouverteApify(BaseConnector):\n \"\"\"Découverte Instagram par recherche de mots-clés QC (acteur ka-instagram).\n\n L'endpoint topsearch du web public retourne les meilleurs comptes pour un\n mot-clé (nom, handle, abonnés approximatifs, badge). Requêtes tournantes\n (~40/passage sur ~160 combinaisons) pour accumuler sans re-payer les mêmes\n résultats chaque jour. Signal : profil_source (0.98) — le compte découvert\n EST la source de la fiche.\n \"\"\"\n\n source_id = \"instagram-decouverte\"\n kind = \"discovery\"\n queries_per_pass = 40\n\n def build_queries(self) -> list[str]:\n combos = [f\"{t} {m}\" for t in _THEMES for m in _MARKERS]\n day = datetime.now(timezone.utc).timetuple().tm_yday\n start = (day * self.queries_per_pass) % len(combos)\n rotated = combos[start:] + combos[:start]\n return rotated[:self.queries_per_pass]\n\n def fetch(self) -> list[Creator]:\n # NOTE 2026-08-18 : l'endpoint topsearch du web public exige désormais\n # une session authentifiée (401 « Server Error » depuis toute IP non\n # connectée). La découverte par mots-clés est donc suspendue proprement\n # jusqu'à ce qu'une voie publique existe ; l'enrichissement Instagram\n # (instagram-apify) alimente `related_profiles` comme graine future.\n raise SkipSource(\"topsearch Instagram exige une session connectée \"\n \"(voie publique fermée le 2026-08-18)\")\n items = run_actor(\"ka-instagram\", { # noqa: unreachable (repli futur)\n \"usernames\": [],\n \"queries\": self.build_queries(),\n \"proxyConfiguration\": RESIDENTIAL,\n })\n creators: list[Creator] = []\n seen: set[str] = set()\n for it in items:\n if it.get(\"kind\") != \"search_user\" or not it.get(\"username\"):\n continue\n handle = str(it[\"username\"]).lower()\n if handle in seen:\n continue\n seen.add(handle)\n acc = account(\"instagram\", handle, \"profil_source\",\n followers=parse_count(it.get(\"followers\")),\n verified=it.get(\"is_verified\"),\n url=f\"https://www.instagram.com/{handle}/\")\n creators.append(Creator(\n source=self.source_id,\n external_id=handle,\n display_name=it.get(\"full_name\") or handle,\n avatar_url=it.get(\"avatar\") or None,\n platforms=[acc],\n notes=f\"découvert via recherche Instagram « {it.get('query')} »\",\n ))\n return creators\n","structuredPatch":[{"oldStart":214,"oldLines":7,"newStart":214,"newLines":7,"lines":[" if acc is None or not self._stale(acc):"," continue"," targets.setdefault(self.target_of(acc), []).append((cr, acc))","- if len(targets) >= self.cap:","+ if not FORCE_PASS and len(targets) >= self.cap:"," break"," if not targets:"," return []"]}],"userModified":false,"replaceAll":false}}}144{"type":"claude","event":{"type":"system","subtype":"status","status":"requesting","uuid":"578068c2-7855-480e-a50d-454902f10e76","session_id":"eb002d3d-a873-4cca-9361-cb2467df7353"}}145{"type":"claude","event":{"type":"assistant","message":{"model":"claude-fable-5","id":"msg_011CeG9UYMYL2AquCS8hTFug","type":"message","role":"assistant","content":[{"type":"thinking","thinking":"","signature":"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"}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":307,"cache_read_input_tokens":90758,"cache_creation":{"ephemeral_5m_input_tokens":307,"ephemeral_1h_input_tokens":0},"output_tokens":3,"service_tier":"standard","inference_geo":"global"},"context_management":null},"parent_tool_use_id":null,"session_id":"eb002d3d-a873-4cca-9361-cb2467df7353","uuid":"0204c2f2-0473-4736-8eea-7e6fd28358c3"}}146{"type":"claude","event":{"type":"system","subtype":"task_updated","task_id":"b0eerrll4","patch":{"status":"completed","end_time":1787326871153},"uuid":"c8115de3-bc8c-4849-bf64-9a9e6938bd01","session_id":"eb002d3d-a873-4cca-9361-cb2467df7353"}}147{"type":"claude","event":{"type":"assistant","message":{"model":"claude-fable-5","id":"msg_011CeG9UYMYL2AquCS8hTFug","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01QjG6wTcZwDFZtf8qKNxzKo","name":"Edit","input":{"replace_all":false,"file_path":"/Users/simon-pierreboucher/apps/crea-ka/creaka/connectors/apify_social.py","old_string":" items = run_actor_sharded(\n self.actor,\n {\"proxyConfiguration\": RESIDENTIAL,\n \"concurrency\": RUN_CONCURRENCY,\n **self.extra_input()},\n sorted(targets))","new_string":" items = run_actor_sharded(\n self.actor,\n {\"proxyConfiguration\": RESIDENTIAL,\n \"concurrency\": RUN_CONCURRENCY,\n **self.extra_input()},\n sorted(targets),\n # passage forcé : tranches plus grosses (bassin entier / 32 runs)\n # → délai par run élargi en proportion\n timeout_s=7200 if FORCE_PASS else 2400)"},"caller":{"type":"direct"}}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":307,"cache_read_input_tokens":90758,"cache_creation":{"ephemeral_5m_input_tokens":307,"ephemeral_1h_input_tokens":0},"output_tokens":3,"service_tier":"standard","inference_geo":"global"},"context_management":null},"parent_tool_use_id":null,"session_id":"eb002d3d-a873-4cca-9361-cb2467df7353","uuid":"5d5722e8-11cd-49d7-b365-2fae892063b6"}}148{"type":"claude","event":{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01QjG6wTcZwDFZtf8qKNxzKo","type":"tool_result","content":"The file /Users/simon-pierreboucher/apps/crea-ka/creaka/connectors/apify_social.py has been updated successfully."}]},"parent_tool_use_id":null,"session_id":"eb002d3d-a873-4cca-9361-cb2467df7353","uuid":"9e6aca2c-a2b0-48b4-97df-fb18cccd81c9","timestamp":"2026-08-21T15:41:12.829Z","tool_use_result":{"filePath":"/Users/simon-pierreboucher/apps/crea-ka/creaka/connectors/apify_social.py","oldString":" items = run_actor_sharded(\n self.actor,\n {\"proxyConfiguration\": RESIDENTIAL,\n \"concurrency\": RUN_CONCURRENCY,\n **self.extra_input()},\n sorted(targets))","newString":" items = run_actor_sharded(\n self.actor,\n {\"proxyConfiguration\": RESIDENTIAL,\n \"concurrency\": RUN_CONCURRENCY,\n **self.extra_input()},\n sorted(targets),\n # passage forcé : tranches plus grosses (bassin entier / 32 runs)\n # → délai par run élargi en proportion\n timeout_s=7200 if FORCE_PASS else 2400)","originalFile":"# ==============================================================================\n# Author: Simon-Pierre Boucher <contact@spboucher.ai>\n# File: creaka/connectors/apify_social.py\n# Desc: Connecteurs Apify MAISON — acteurs KA (~/Desktop/ka-apify-actors,\n# compte gorgeous_thistle) exécutés sur la plateforme Apify avec proxy\n# RÉSIDENTIEL : enrichissement ULTRA DÉTAILLÉ (abonnés, bio, badges,\n# contenu récent avec métriques, engagement) pour Instagram, TikTok,\n# X, Facebook, Threads et Snapchat + découverte Instagram (topsearch).\n# Un passage = UN run d'acteur par plateforme (lot de handles), au lieu\n# d'une requête Scrapfly par profil — moins cher, plus fiable (IP\n# résidentielles + empreinte TLS Chrome côté acteur).\n# ==============================================================================\n\"\"\"Enrichissement multi-plateforme via les acteurs Apify KA.\n\nChaque connecteur d'enrichissement :\n1. sélectionne les comptes de SA plateforme dont `last_checked` est plus vieux\n que `revisit_days` (rotation douce = maîtrise du coût proxy) ;\n2. lance l'acteur `gorgeous_thistle/ka-<plateforme>` avec le lot de handles\n (proxy résidentiel Apify forcé) et attend le dataset ;\n3. applique aux fiches : abonnés/badge (§13), métriques étendues + CONTENU\n récent (posts/vidéos/tweets avec likes, commentaires, vues) dans\n `account.metrics`, avatar/bio manquants, liens de bio → `cross_link` (§12.1).\n\nNécessite APIFY_TOKEN (.env). Sans clé : SkipSource propre (§16/§18).\nUniquement des profils PUBLICS (§15) ; un profil privé/introuvable est ignoré.\n\"\"\"\nfrom __future__ import annotations\n\nimport os\nimport random\nimport time\nfrom concurrent.futures import ThreadPoolExecutor, as_completed\nfrom datetime import datetime, timedelta, timezone\n\nimport requests\n\nfrom ..identity import account, merge_accounts\nfrom ..normalize import parse_count, platform_from_url\nfrom ..schema import Creator, now_iso\nfrom .base import BaseConnector, SkipSource\nfrom .linkinbio import is_supported as is_linkinbio\n\nAPIFY_API = \"https://api.apify.com/v2\"\nACTOR_OWNER = \"gorgeous_thistle\"\nRESIDENTIAL = {\"useApifyProxy\": True, \"apifyProxyGroups\": [\"RESIDENTIAL\"]}\n\n# --- parallélisme : on dispose de 256 Go de RAM Apify → au lieu d'UN run à\n# 1 Go, on éclate le lot en tranches lancées EN PARALLÈLE, chacune avec plus de\n# mémoire (donc plus de CPU/vCPU côté Apify) et une concurrence interne accrue.\n# profil « max parallélisme » : ces acteurs sont I/O-bound (requêtes proxy),\n# donc BEAUCOUP de petits runs > peu de gros runs. 32 × 2 Go = 64 Go de pointe\n# (large sous les 256 Go / 128 runs concurrents du plan).\nSHARD_SIZE = int(os.environ.get(\"APIFY_SHARD_SIZE\", \"60\")) # handles / run\nMAX_SHARDS = int(os.environ.get(\"APIFY_MAX_SHARDS\", \"32\")) # runs simultanés\nRUN_MEMORY_MB = int(os.environ.get(\"APIFY_RUN_MEMORY_MB\", \"2048\")) # /run\nRUN_CONCURRENCY = int(os.environ.get(\"APIFY_RUN_CONCURRENCY\", \"10\")) # interne (max 10)\n# rafraîchissement : un compte est re-sondé s'il n'a pas été enrichi depuis\n# REVISIT_DAYS jours. Le watch quotidien couvre ainsi TOUT le bassin en ≤ N j.\nREVISIT_DAYS = int(os.environ.get(\"APIFY_REVISIT_DAYS\", \"7\"))\n# passage FORCÉ (APIFY_FORCE=1) : ignore fraîcheur ET caps — couvre TOUT le\n# bassin de chaque plateforme en un seul passage (rattrapage de couverture)\nFORCE_PASS = os.environ.get(\"APIFY_FORCE\", \"\") == \"1\"\n\n\ndef _token() -> str:\n token = os.environ.get(\"APIFY_TOKEN\")\n if not token:\n raise SkipSource(\"APIFY_TOKEN manquant (voir .env)\")\n return token\n\n\ndef _launch(name: str, run_input: dict, memory_mb: int,\n retries: int = 6) -> str:\n \"\"\"Démarre un run. Retry sur 400/429 (limite mémoire concurrente atteinte :\n elle se libère quand d'autres tranches terminent) avec backoff.\"\"\"\n headers = {\"Authorization\": f\"Bearer {_token()}\"}\n for attempt in range(retries):\n resp = requests.post(\n f\"{APIFY_API}/acts/{ACTOR_OWNER}~{name}/runs\",\n json=run_input, headers=headers,\n params={\"memory\": memory_mb}, timeout=60)\n if resp.status_code in (400, 429, 402) or resp.status_code >= 500:\n if attempt < retries - 1:\n # backoff + jitter : désynchronise les tranches (évite le\n # lockstep où toutes redemandent la RAM au même instant)\n time.sleep(min(60, 8 * (attempt + 1)) + random.uniform(0, 6))\n continue\n resp.raise_for_status()\n return resp.json()[\"data\"][\"id\"]\n resp.raise_for_status()\n return resp.json()[\"data\"][\"id\"]\n\n\ndef _await_items(run_id: str, name: str, timeout_s: int) -> list[dict]:\n headers = {\"Authorization\": f\"Bearer {_token()}\"}\n t0 = time.time()\n while True:\n time.sleep(15)\n r = requests.get(f\"{APIFY_API}/actor-runs/{run_id}\",\n headers=headers, timeout=60)\n r.raise_for_status()\n status = r.json()[\"data\"]\n if status[\"status\"] in (\"SUCCEEDED\", \"FAILED\", \"ABORTED\", \"TIMED-OUT\"):\n break\n if time.time() - t0 > timeout_s:\n requests.post(f\"{APIFY_API}/actor-runs/{run_id}/abort\",\n headers=headers, timeout=60)\n raise RuntimeError(f\"acteur {name} : délai {timeout_s}s dépassé\")\n if status[\"status\"] != \"SUCCEEDED\":\n raise RuntimeError(f\"acteur {name} : run {status['status']}\")\n dataset = status[\"defaultDatasetId\"]\n items: list[dict] = []\n offset = 0\n while True:\n r = requests.get(f\"{APIFY_API}/datasets/{dataset}/items\",\n params={\"offset\": offset, \"limit\": 1000,\n \"clean\": \"true\"},\n headers=headers, timeout=120)\n r.raise_for_status()\n chunk = r.json()\n items.extend(chunk)\n if len(chunk) < 1000:\n return items\n offset += 1000\n\n\ndef run_actor(name: str, run_input: dict, *, timeout_s: int = 2400,\n memory_mb: int = RUN_MEMORY_MB) -> list[dict]:\n \"\"\"Un seul run (recherche, petit lot).\"\"\"\n return _await_items(_launch(name, run_input, memory_mb), name, timeout_s)\n\n\ndef run_actor_sharded(name: str, base_input: dict, usernames: list[str], *,\n timeout_s: int = 2400,\n shard_size: int = SHARD_SIZE,\n max_shards: int = MAX_SHARDS,\n memory_mb: int = RUN_MEMORY_MB) -> list[dict]:\n \"\"\"Éclate `usernames` en tranches lancées EN PARALLÈLE sur Apify.\n\n Chaque tranche = un run indépendant (mémoire dédiée → plus de CPU). On\n plafonne à `max_shards` runs simultanés (256 Go de RAM = large marge :\n 12 × 4 Go = 48 Go). Les datasets sont fusionnés. Une tranche qui échoue\n n'annule pas les autres.\n \"\"\"\n if not usernames:\n return []\n n = max(1, min(max_shards,\n (len(usernames) + shard_size - 1) // shard_size))\n shards = [usernames[i::n] for i in range(n)] # répartition équilibrée\n items: list[dict] = []\n with ThreadPoolExecutor(max_workers=n) as pool:\n futs = {pool.submit(run_actor, name,\n {**base_input, \"usernames\": shard},\n timeout_s=timeout_s, memory_mb=memory_mb): i\n for i, shard in enumerate(shards) if shard}\n for fut in as_completed(futs):\n try:\n items.extend(fut.result())\n except Exception as exc: # une tranche morte ne bloque pas le reste\n print(f\"[crea-ka] {name} tranche {futs[fut]} échouée : {exc}\")\n return items\n\n\nclass _ApifySocialEnrich(BaseConnector):\n \"\"\"Base commune des enrichissements Apify (un acteur par plateforme).\"\"\"\n\n kind = \"enrichment\"\n platform = \"\" # plateforme canonique (§6.2)\n actor = \"\" # nom court de l'acteur (ka-instagram…)\n cap = 3000 # comptes max par passage (shardé en parallèle)\n revisit_days = REVISIT_DAYS # re-sonde hebdo par défaut (env APIFY_REVISIT_DAYS)\n content_key = \"\" # clé du contenu récent dans l'item acteur\n # clés d'item copiées telles quelles dans account.metrics si non nulles\n metric_map: dict[str, str] = {}\n\n @property\n def _stamp_key(self) -> str:\n # tampon PROPRE au connecteur : quand CE connecteur a enrichi ce compte.\n # On ne se base PAS sur acc.last_checked, re-tamponné par la découverte\n # (kick-decouverte etc.) même sans enrichissement → fausse fraîcheur.\n return f\"{self.source_id}_at\"\n\n def _stale(self, acc) -> bool:\n if FORCE_PASS:\n return True\n stamp = (acc.metrics or {}).get(self._stamp_key)\n if not stamp:\n return True\n try:\n seen = datetime.fromisoformat(str(stamp).replace(\"Z\", \"+00:00\"))\n except ValueError:\n return True\n return (datetime.now(timezone.utc) - seen\n > timedelta(days=self.revisit_days))\n\n def extra_input(self) -> dict:\n return {}\n\n def target_of(self, acc) -> str:\n \"\"\"Valeur envoyée à l'acteur pour ce compte (défaut : le handle).\n\n Certaines plateformes exigent autre chose que le handle minusculé —\n ex. Discord, dont le code d'invitation est SENSIBLE À LA CASSE et doit\n être repris depuis l'URL. Le rapprochement se fait ensuite en\n minuscules des deux côtés.\n \"\"\"\n return acc.handle\n\n def enrich(self, creators: list[Creator]) -> list[Creator]:\n targets: dict[str, list] = {}\n for cr in creators:\n acc = next((a for a in cr.platforms\n if a.platform == self.platform and a.handle), None)\n if acc is None or not self._stale(acc):\n continue\n targets.setdefault(self.target_of(acc), []).append((cr, acc))\n if not FORCE_PASS and len(targets) >= self.cap:\n break\n if not targets:\n return []\n items = run_actor_sharded(\n self.actor,\n {\"proxyConfiguration\": RESIDENTIAL,\n \"concurrency\": RUN_CONCURRENCY,\n **self.extra_input()},\n sorted(targets))\n by_handle = {str(it.get(\"username\") or \"\").lower(): it\n for it in items if it.get(\"kind\") == \"profile\"}\n enriched: list[Creator] = []\n self.errors = 0\n for handle, pairs in targets.items():\n it = by_handle.get(handle.lower())\n if it is None:\n continue\n if not it.get(\"found\"):\n if str(it.get(\"error\", \"\")).startswith((\"http_5\", \"shell\")):\n self.errors += 1\n continue\n for cr, acc in pairs:\n self.apply(cr, acc, it)\n enriched.append(cr)\n return enriched\n\n # -- application aux fiches ------------------------------------------------\n def apply(self, cr: Creator, acc, it: dict) -> None:\n acc.followers = parse_count(it.get(\"followers\")) or acc.followers\n if it.get(\"is_verified\") is not None:\n acc.verified = bool(it[\"is_verified\"])\n acc.last_checked = now_iso()\n metrics = {dst: it.get(src) for src, dst in self.metric_map.items()\n if it.get(src) is not None}\n if self.content_key and it.get(self.content_key):\n metrics[self.content_key] = it[self.content_key][:12]\n # images du profil : avatar/bannière conservés PAR COMPTE (affichage\n # par plateforme + chaîne de repli côté frontend)\n for img_key in (\"avatar\", \"banner\"):\n if it.get(img_key):\n metrics[img_key] = it[img_key]\n metrics[self._stamp_key] = now_iso() # tampon d'enrichissement propre\n acc.metrics.update(metrics)\n # avatar/bannière de la FICHE : rafraîchis à chaque passage depuis la\n # plateforme principale (les URLs CDN signées expirent — ex. Instagram) ;\n # sinon on remplit seulement les manquants\n if it.get(\"avatar\") and (not cr.avatar_url\n or acc.platform == cr.primary_platform):\n cr.avatar_url = it[\"avatar\"]\n if it.get(\"banner\") and (not getattr(cr, \"banner_url\", None)\n or acc.platform == cr.primary_platform):\n cr.banner_url = it[\"banner\"]\n if not cr.bio and it.get(\"biography\"):\n cr.bio = it[\"biography\"]\n self.cross_links(cr, it)\n\n def cross_links(self, cr: Creator, it: dict) -> None:\n \"\"\"Liens de bio → link-in-bio ou compte `cross_link` (§12.1).\"\"\"\n for url in self.bio_urls(it):\n url = (url or \"\").strip()\n if url and not url.startswith(\"http\"):\n url = \"https://\" + url\n if not url:\n continue\n if is_linkinbio(url) and not cr.link_in_bio_url:\n cr.link_in_bio_url = url\n continue\n hit = platform_from_url(url)\n if hit and hit[0] != self.platform:\n cr.platforms = merge_accounts(cr.platforms, [\n account(hit[0], hit[1], \"cross_link\",\n url=url).finalize()])\n\n def bio_urls(self, it: dict) -> list[str]:\n return []\n\n\nclass ApifyInstagram(_ApifySocialEnrich):\n source_id = \"instagram-apify\"\n platform = \"instagram\"\n actor = \"ka-instagram\"\n cap = 1800\n content_key = \"recent_posts\"\n metric_map = {\"following\": \"following\", \"posts_count\": \"posts\",\n \"category\": \"category\", \"is_business\": \"is_business\",\n \"business_category\": \"business_category\",\n \"highlight_reels\": \"highlight_reels\",\n \"pronouns\": \"pronouns\", \"bio_links\": \"bio_links\",\n \"avg_likes\": \"avg_likes\", \"avg_comments\": \"avg_comments\",\n \"avg_video_views\": \"avg_video_views\",\n \"engagement_rate_pct\": \"engagement_rate_pct\",\n \"posts_per_week\": \"posts_per_week\",\n \"last_post_at\": \"last_post_at\",\n \"video_share_pct\": \"video_share_pct\",\n \"top_post\": \"top_post\"}\n\n def bio_urls(self, it: dict) -> list[str]:\n return [it.get(\"external_url\") or \"\"] + (it.get(\"bio_links\") or [])\n\n def apply(self, cr, acc, it):\n super().apply(cr, acc, it)\n related = [r.get(\"username\") for r in (it.get(\"related_profiles\")\n or []) if r.get(\"username\")]\n if related: # matière première de découvertes futures (§12.1 mention)\n acc.metrics[\"related_profiles\"] = related[:10]\n\n\nclass ApifyTikTok(_ApifySocialEnrich):\n source_id = \"tiktok-apify\"\n platform = \"tiktok\"\n actor = \"ka-tiktok\"\n cap = 1800\n content_key = \"recent_videos\"\n metric_map = {\"following\": \"following\", \"total_likes\": \"likes\",\n \"videos_count\": \"videos\", \"region\": \"region\",\n \"friends\": \"friends\", \"is_seller\": \"is_seller\",\n \"is_live_now\": \"is_live_now\",\n \"commerce_category\": \"commerce_category\",\n \"account_created_at\": \"account_created_at\",\n \"avg_views\": \"avg_views\", \"avg_likes\": \"avg_likes\",\n \"avg_comments\": \"avg_comments\", \"avg_shares\": \"avg_shares\",\n \"engagement_rate_pct\": \"engagement_rate_pct\",\n \"videos_per_week\": \"videos_per_week\",\n \"last_video_at\": \"last_video_at\",\n \"top_hashtags\": \"top_hashtags\", \"language\": \"language\",\n \"top_video\": \"top_video\"}\n\n def bio_urls(self, it: dict) -> list[str]:\n return [it.get(\"bio_link\") or \"\"]\n\n\nclass ApifyX(_ApifySocialEnrich):\n source_id = \"x-apify\"\n platform = \"x\"\n actor = \"ka-x\"\n cap = 1800\n content_key = \"recent_tweets\"\n metric_map = {\"following\": \"following\", \"tweets_count\": \"tweets\",\n \"location\": \"location\", \"created_at\": \"created_at\",\n \"listed_count\": \"listed\", \"account_age_days\": \"account_age_days\",\n \"avg_likes\": \"avg_likes\", \"avg_retweets\": \"avg_retweets\",\n \"avg_replies\": \"avg_replies\",\n \"engagement_rate_pct\": \"engagement_rate_pct\",\n \"tweets_per_week\": \"tweets_per_week\",\n \"last_tweet_at\": \"last_tweet_at\",\n \"media_share_pct\": \"media_share_pct\",\n \"reply_share_pct\": \"reply_share_pct\",\n \"is_blue_verified\": \"is_blue_verified\",\n \"likes_given\": \"likes_given\", \"website\": \"website\",\n \"top_hashtags\": \"top_hashtags\", \"top_tweet\": \"top_tweet\"}\n\n def extra_input(self) -> dict:\n return {\"maxTweets\": 20}\n\n def bio_urls(self, it: dict) -> list[str]:\n return [it.get(\"website\") or \"\"]\n\n\nclass ApifyFacebook(_ApifySocialEnrich):\n source_id = \"facebook-apify\"\n platform = \"facebook\"\n actor = \"ka-facebook\"\n cap = 400\n revisit_days = 7\n metric_map = {\"category\": \"category\"}\n\n\nclass ApifyThreads(_ApifySocialEnrich):\n source_id = \"threads-apify\"\n platform = \"threads\"\n actor = \"ka-threads\"\n cap = 60\n revisit_days = 7\n content_key = \"recent_posts\"\n metric_map = {\"avg_likes\": \"avg_likes\", \"top_post\": \"top_post\"}\n\n\nclass ApifySnapchat(_ApifySocialEnrich):\n source_id = \"snapchat-apify\"\n platform = \"snapchat\"\n actor = \"ka-snapchat\"\n cap = 60\n revisit_days = 7\n metric_map = {\"category\": \"category\", \"has_story\": \"has_story\",\n \"has_spotlight\": \"has_spotlight\", \"address\": \"address\",\n \"subcategory\": \"subcategory\",\n \"publisher_type\": \"publisher_type\",\n \"story_snaps_count\": \"story_snaps\",\n \"lenses_count\": \"lenses\",\n \"story_previews\": \"story_previews\",\n \"spotlight_previews\": \"spotlight_previews\",\n \"website\": \"website\",\n \"spotlight_highlights_count\": \"spotlight_highlights\"}\n\n def bio_urls(self, it: dict) -> list[str]:\n return [it.get(\"website\") or \"\"]\n\n\nclass ApifyYouTube(_ApifySocialEnrich):\n source_id = \"youtube-apify\"\n platform = \"youtube\"\n actor = \"ka-youtube\"\n cap = 1800\n content_key = \"recent_videos\"\n metric_map = {\"videos_count\": \"videos\", \"country\": \"country\",\n \"keywords\": \"keywords\", \"channel_id\": \"channel_id\",\n \"avg_views\": \"avg_views\", \"top_video\": \"top_video\",\n \"total_views\": \"total_views\", \"joined_date\": \"joined_date\",\n \"external_links\": \"external_links\",\n \"last_video_published\": \"last_video_published\"}\n\n def bio_urls(self, it: dict) -> list[str]:\n # liens externes AUTO-DÉCLARÉS de la page À propos → cross_link (§12.1)\n return [ln.get(\"url\") or \"\" for ln in (it.get(\"external_links\") or [])\n if isinstance(ln, dict)]\n\n\nclass ApifyTwitch(_ApifySocialEnrich):\n source_id = \"twitch-apify\"\n platform = \"twitch\"\n actor = \"ka-twitch\"\n cap = 1200\n content_key = \"recent_videos\"\n metric_map = {\"is_partner\": \"is_partner\", \"is_affiliate\": \"is_affiliate\",\n \"team\": \"team\", \"created_at\": \"created_at\",\n \"is_live_now\": \"is_live_now\", \"live_viewers\": \"live_viewers\",\n \"live_game\": \"live_game\",\n \"last_broadcast_at\": \"last_broadcast_at\",\n \"last_broadcast_game\": \"last_broadcast_game\",\n \"last_broadcast_title\": \"last_broadcast_title\",\n \"live_title\": \"live_title\",\n \"live_thumbnail\": \"live_thumbnail\",\n \"avg_video_views\": \"avg_video_views\",\n \"social_links\": \"social_links\",\n \"recent_games\": \"recent_games\"}\n\n def bio_urls(self, it: dict) -> list[str]:\n # panneau « À propos » Twitch : liens sociaux AUTO-DÉCLARÉS (§12.1)\n return [ln.get(\"url\") or \"\" for ln in (it.get(\"social_links\") or [])\n if isinstance(ln, dict)]\n\n\nclass ApifyKick(_ApifySocialEnrich):\n source_id = \"kick-apify\"\n platform = \"kick\"\n actor = \"ka-kick\"\n cap = 600\n metric_map = {\"is_live_now\": \"is_live_now\", \"live_viewers\": \"live_viewers\",\n \"subscription_enabled\": \"subscription_enabled\",\n \"live_title\": \"live_title\",\n \"live_thumbnail\": \"live_thumbnail\",\n \"live_category\": \"live_category\",\n \"vod_enabled\": \"vod_enabled\",\n \"recent_categories\": \"recent_categories\"}\n\n def cross_links(self, cr: Creator, it: dict) -> None:\n \"\"\"Liens sociaux AUTO-DÉCLARÉS de la fiche Kick → cross_link (§12.1).\"\"\"\n socials = it.get(\"social_links\") or {}\n tmpl = {\"instagram\": \"https://instagram.com/{}\",\n \"twitter\": \"https://x.com/{}\",\n \"youtube\": \"https://youtube.com/{}\",\n \"tiktok\": \"https://www.tiktok.com/@{}\",\n \"facebook\": \"https://facebook.com/{}\",\n \"discord\": \"https://discord.gg/{}\"}\n for key, val in socials.items():\n val = (val or \"\").strip()\n if not val:\n continue\n url = val if val.startswith(\"http\") else \\\n tmpl.get(key, \"{}\").format(val.lstrip(\"@\"))\n hit = platform_from_url(url)\n if hit and hit[0] != self.platform:\n cr.platforms = merge_accounts(cr.platforms, [\n account(hit[0], hit[1], \"cross_link\",\n url=url).finalize()])\n\n\nclass ApifyOnlyFans(_ApifySocialEnrich):\n source_id = \"onlyfans-apify\"\n platform = \"onlyfans\"\n actor = \"ka-onlyfans\"\n cap = 100\n revisit_days = 7\n metric_map = {\"posts_count\": \"posts\", \"photos_count\": \"photos\",\n \"videos_count\": \"videos\", \"likes\": \"likes\",\n \"streams_count\": \"streams\",\n \"subscribe_price_usd\": \"subscribe_price_usd\",\n \"is_free\": \"is_free\", \"location\": \"location\"}\n\n def bio_urls(self, it: dict) -> list[str]:\n return [it.get(\"website\") or \"\"]\n\n\nclass ApifyFansly(_ApifySocialEnrich):\n source_id = \"fansly-apify\"\n platform = \"fansly\"\n actor = \"ka-fansly\"\n cap = 600\n revisit_days = 7\n metric_map = {\"posts_count\": \"posts\", \"images_count\": \"images\",\n \"videos_count\": \"videos\", \"likes\": \"likes\",\n \"following\": \"following\", \"location\": \"location\"}\n\n\nclass ApifyPatreon(_ApifySocialEnrich):\n source_id = \"patreon-apify\"\n platform = \"patreon\"\n actor = \"ka-patreon\"\n cap = 400\n revisit_days = 7\n metric_map = {\"patrons\": \"patrons\", \"posts_count\": \"posts\",\n \"is_monthly\": \"is_monthly\", \"is_nsfw\": \"is_nsfw\",\n \"creation_name\": \"creation_name\",\n \"social_links\": \"social_links\"}\n\n def bio_urls(self, it: dict) -> list[str]:\n # liens sociaux AUTO-DÉCLARÉS de la campagne Patreon → cross_link\n return list((it.get(\"social_links\") or {}).values())\n\n\nclass ApifyDiscord(_ApifySocialEnrich):\n source_id = \"discord-apify\"\n platform = \"discord\"\n actor = \"ka-discord\"\n cap = 400\n revisit_days = 7\n metric_map = {\"members\": \"members\", \"online\": \"online\", \"boosts\": \"boosts\",\n \"partnered\": \"partnered\", \"guild_id\": \"guild_id\",\n \"channel\": \"channel\", \"splash\": \"splash\",\n \"vanity_url_code\": \"vanity_url_code\"}\n\n def target_of(self, acc) -> str:\n \"\"\"Code d'invitation SENSIBLE À LA CASSE, repris de l'URL (pas du\n handle minusculé) : discord.gg/<CODE> ou discord.com/invite/<CODE>.\"\"\"\n url = acc.url or \"\"\n for sep in (\"discord.gg/\", \"discord.com/invite/\", \"/invite/\"):\n if sep in url:\n return url.split(sep, 1)[1].split(\"/\")[0].split(\"?\")[0]\n return acc.handle\n\n\n# --- découverte Instagram (topsearch, mots-clés QC) ---------------------------\n\n# thèmes × marqueurs QC — mêmes familles que youtube-recherche, adaptées à la\n# recherche d'UTILISATEURS Instagram (courtes, telles qu'on tape dans l'app)\n_THEMES = [\"humoriste\", \"gamer\", \"gaming\", \"maquillage\", \"beauté\", \"fitness\",\n \"cuisine\", \"chef\", \"mode\", \"voyage\", \"musique\", \"chanteuse\",\n \"chanteur\", \"danse\", \"maman\", \"papa\", \"plein air\", \"chasse\",\n \"pêche\", \"photographe\", \"artiste\", \"peintre\", \"tatoueur\",\n \"coiffure\", \"esthétique\", \"auto\", \"moto\", \"déco\", \"immobilier\",\n \"entrepreneure\", \"podcast\", \"comédien\", \"comédienne\", \"drag\",\n \"twitch\", \"youtubeur\", \"youtubeuse\", \"tiktokeuse\", \"influenceuse\",\n \"créateur de contenu\", \"créatrice de contenu\"]\n_MARKERS = [\"québec\", \"qc\", \"montréal\", \"mtl\"]\n\n\nclass InstagramDecouverteApify(BaseConnector):\n \"\"\"Découverte Instagram par recherche de mots-clés QC (acteur ka-instagram).\n\n L'endpoint topsearch du web public retourne les meilleurs comptes pour un\n mot-clé (nom, handle, abonnés approximatifs, badge). Requêtes tournantes\n (~40/passage sur ~160 combinaisons) pour accumuler sans re-payer les mêmes\n résultats chaque jour. Signal : profil_source (0.98) — le compte découvert\n EST la source de la fiche.\n \"\"\"\n\n source_id = \"instagram-decouverte\"\n kind = \"discovery\"\n queries_per_pass = 40\n\n def build_queries(self) -> list[str]:\n combos = [f\"{t} {m}\" for t in _THEMES for m in _MARKERS]\n day = datetime.now(timezone.utc).timetuple().tm_yday\n start = (day * self.queries_per_pass) % len(combos)\n rotated = combos[start:] + combos[:start]\n return rotated[:self.queries_per_pass]\n\n def fetch(self) -> list[Creator]:\n # NOTE 2026-08-18 : l'endpoint topsearch du web public exige désormais\n # une session authentifiée (401 « Server Error » depuis toute IP non\n # connectée). La découverte par mots-clés est donc suspendue proprement\n # jusqu'à ce qu'une voie publique existe ; l'enrichissement Instagram\n # (instagram-apify) alimente `related_profiles` comme graine future.\n raise SkipSource(\"topsearch Instagram exige une session connectée \"\n \"(voie publique fermée le 2026-08-18)\")\n items = run_actor(\"ka-instagram\", { # noqa: unreachable (repli futur)\n \"usernames\": [],\n \"queries\": self.build_queries(),\n \"proxyConfiguration\": RESIDENTIAL,\n })\n creators: list[Creator] = []\n seen: set[str] = set()\n for it in items:\n if it.get(\"kind\") != \"search_user\" or not it.get(\"username\"):\n continue\n handle = str(it[\"username\"]).lower()\n if handle in seen:\n continue\n seen.add(handle)\n acc = account(\"instagram\", handle, \"profil_source\",\n followers=parse_count(it.get(\"followers\")),\n verified=it.get(\"is_verified\"),\n url=f\"https://www.instagram.com/{handle}/\")\n creators.append(Creator(\n source=self.source_id,\n external_id=handle,\n display_name=it.get(\"full_name\") or handle,\n avatar_url=it.get(\"avatar\") or None,\n platforms=[acc],\n notes=f\"découvert via recherche Instagram « {it.get('query')} »\",\n ))\n return creators\n","structuredPatch":[{"oldStart":223,"oldLines":7,"newStart":223,"newLines":10,"lines":[" {\"proxyConfiguration\": RESIDENTIAL,"," \"concurrency\": RUN_CONCURRENCY,"," **self.extra_input()},","- sorted(targets))","+ sorted(targets),","+ # passage forcé : tranches plus grosses (bassin entier / 32 runs)","+ # → délai par run élargi en proportion","+ timeout_s=7200 if FORCE_PASS else 2400)"," by_handle = {str(it.get(\"username\") or \"\").lower(): it"," for it in items if it.get(\"kind\") == \"profile\"}"," enriched: list[Creator] = []"]}],"userModified":false,"replaceAll":false}}}149{"type":"claude","event":{"type":"system","subtype":"status","status":"requesting","uuid":"785a9714-52b2-492d-abf2-9108caaefb9a","session_id":"eb002d3d-a873-4cca-9361-cb2467df7353"}}150{"type":"claude","event":{"type":"assistant","message":{"model":"claude-fable-5","id":"msg_011CeG9VUhJQg7BBVcRQYpXP","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01YVKx5W6MqeNGpWHwCjU4d7","name":"Bash","input":{"command":"cat /private/tmp/claude-501/-Users-simon-pierreboucher-apps-crea-ka/eb002d3d-a873-4cca-9361-cb2467df7353/tasks/b0eerrll4.output","description":"Read fb/threads/onlyfans test results"},"caller":{"type":"direct"}}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":1037,"cache_read_input_tokens":91065,"cache_creation":{"ephemeral_5m_input_tokens":1037,"ephemeral_1h_input_tokens":0},"output_tokens":17,"service_tier":"standard","inference_geo":"global"},"context_management":null},"parent_tool_use_id":null,"session_id":"eb002d3d-a873-4cca-9361-cb2467df7353","uuid":"adb672db-a38e-41ea-8816-290b4b709ea4"}}151{"type":"claude","event":{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01YVKx5W6MqeNGpWHwCjU4d7","type":"tool_result","content":"== ka-facebook : SUCCEEDED, 4 items\n 100007739415409 found= False err= login_wall followers= None\n 1appparjour found= True err= None followers= None\n amipl_ found= False err= login_wall followers= None\n cl_blog found= False err= login_wall followers= None\n== ka-threads : SUCCEEDED, 2 items\n evanvanya found= True err= None followers= 1724\n 4therinecloutier found= False err= shell_or_200 followers= None\n== ka-onlyfans : SUCCEEDED, 2 items\n alaskahotmess found= False err= wall_200 followers= None\n alchimiea3 found= False err= Failed to perform, curl: (7) CONNECT tunnel failed, response 590. See https://curl.se/libcurl/c/libcurl-errors.html first for more details. followers= None","is_error":false}]},"parent_tool_use_id":null,"session_id":"eb002d3d-a873-4cca-9361-cb2467df7353","uuid":"90c09af5-e35f-43b6-ad48-86940af7ad23","timestamp":"2026-08-21T15:41:18.559Z","tool_use_result":{"stdout":"== ka-facebook : SUCCEEDED, 4 items\n 100007739415409 found= False err= login_wall followers= None\n 1appparjour found= True err= None followers= None\n amipl_ found= False err= login_wall followers= None\n cl_blog found= False err= login_wall followers= None\n== ka-threads : SUCCEEDED, 2 items\n evanvanya found= True err= None followers= 1724\n 4therinecloutier found= False err= shell_or_200 followers= None\n== ka-onlyfans : SUCCEEDED, 2 items\n alaskahotmess found= False err= wall_200 followers= None\n alchimiea3 found= False err= Failed to perform, curl: (7) CONNECT tunnel failed, response 590. See https://curl.se/libcurl/c/libcurl-errors.html first for more details. followers= None","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false}}}152{"type":"claude","event":{"type":"system","subtype":"status","status":"requesting","uuid":"45fa8b3a-475b-4ec9-8c3e-7c885a3b4ba1","session_id":"eb002d3d-a873-4cca-9361-cb2467df7353"}}153{"type":"claude","event":{"type":"assistant","message":{"model":"claude-fable-5","id":"msg_011CeG9VuAiC14VQGqkfcV4J","type":"message","role":"assistant","content":[{"type":"thinking","thinking":"","signature":"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"}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":448,"cache_read_input_tokens":92102,"cache_creation":{"ephemeral_5m_input_tokens":448,"ephemeral_1h_input_tokens":0},"output_tokens":3,"service_tier":"standard","inference_geo":"global"},"context_management":null},"parent_tool_use_id":null,"session_id":"eb002d3d-a873-4cca-9361-cb2467df7353","uuid":"268d88b5-2d79-46bf-ac6b-89fc5f628d2a"}}154{"type":"claude","event":{"type":"assistant","message":{"model":"claude-fable-5","id":"msg_011CeG9VuAiC14VQGqkfcV4J","type":"message","role":"assistant","content":[{"type":"thinking","thinking":"","signature":"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"}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":448,"cache_read_input_tokens":92102,"cache_creation":{"ephemeral_5m_input_tokens":448,"ephemeral_1h_input_tokens":0},"output_tokens":3,"service_tier":"standard","inference_geo":"global"},"context_management":null},"parent_tool_use_id":null,"session_id":"eb002d3d-a873-4cca-9361-cb2467df7353","uuid":"fd38c76c-9414-47ea-b21a-e2b34e389be4"}}155{"type":"claude","event":{"type":"assistant","message":{"model":"claude-fable-5","id":"msg_011CeG9VuAiC14VQGqkfcV4J","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01BrvVbHeeWcCc5k5nPn6FQW","name":"Bash","input":{"command":"until [ -s /private/tmp/claude-501/-Users-simon-pierreboucher-apps-crea-ka/eb002d3d-a873-4cca-9361-cb2467df7353/tasks/bt5mkiwz0.output ]; do sleep 5; done; cat /private/tmp/claude-501/-Users-simon-pierreboucher-apps-crea-ka/eb002d3d-a873-4cca-9361-cb2467df7353/tasks/bt5mkiwz0.output","description":"Wait for X sample results","timeout":400000},"caller":{"type":"direct"}}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":448,"cache_read_input_tokens":92102,"cache_creation":{"ephemeral_5m_input_tokens":448,"ephemeral_1h_input_tokens":0},"output_tokens":3,"service_tier":"standard","inference_geo":"global"},"context_management":null},"parent_tool_use_id":null,"session_id":"eb002d3d-a873-4cca-9361-cb2467df7353","uuid":"f43f940c-3dac-4e87-8c86-e9aa44cc7a71"}}156{"type":"claude","event":{"type":"system","subtype":"task_started","task_id":"bssqt467m","tool_use_id":"toolu_01BrvVbHeeWcCc5k5nPn6FQW","description":"Wait for X sample results","task_type":"local_bash","uuid":"f4fa38fd-9127-4dba-b220-13b7eddc83f6","session_id":"eb002d3d-a873-4cca-9361-cb2467df7353"}}157{"type":"claude","event":{"type":"system","subtype":"task_updated","task_id":"bt5mkiwz0","patch":{"status":"completed","end_time":1787326920295},"uuid":"281ada4f-0eee-4641-98b6-7748cfa4bf1a","session_id":"eb002d3d-a873-4cca-9361-cb2467df7353"}}158{"type":"claude","event":{"type":"system","subtype":"task_notification","task_id":"bssqt467m","tool_use_id":"toolu_01BrvVbHeeWcCc5k5nPn6FQW","status":"completed","output_file":"","summary":"Wait for X sample results","uuid":"578da7fe-3b0f-4d15-94d8-506eaefe3a9b","session_id":"eb002d3d-a873-4cca-9361-cb2467df7353"}}159{"type":"claude","event":{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01BrvVbHeeWcCc5k5nPn6FQW","type":"tool_result","content":"statut run: SUCCEEDED | items: 40 / 40\n err:user_not_found: 25\n err:http_429: 13\n err:Failed to perform, curl: (7) CONNECT tunnel failed, response 590. See https://curl.se/libcurl/c/libcurl-errors.html first for more details.: 1\n err:http_522: 1","is_error":false}]},"parent_tool_use_id":null,"session_id":"eb002d3d-a873-4cca-9361-cb2467df7353","uuid":"097d49f1-d221-435f-b419-cab58f6613c1","timestamp":"2026-08-21T15:42:05.016Z","tool_use_result":{"stdout":"statut run: SUCCEEDED | items: 40 / 40\n err:user_not_found: 25\n err:http_429: 13\n err:Failed to perform, curl: (7) CONNECT tunnel failed, response 590. See https://curl.se/libcurl/c/libcurl-errors.html first for more details.: 1\n err:http_522: 1","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false}}}160{"type":"claude","event":{"type":"system","subtype":"status","status":"requesting","uuid":"c90a9114-a803-4347-9525-1d2c770562c4","session_id":"eb002d3d-a873-4cca-9361-cb2467df7353"}}161{"type":"claude","event":{"type":"assistant","message":{"model":"claude-fable-5","id":"msg_011CeG9ZKo8CBtH9szpWcEu2","type":"message","role":"assistant","content":[{"type":"thinking","thinking":"","signature":"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"}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":1308,"cache_read_input_tokens":92550,"cache_creation":{"ephemeral_5m_input_tokens":1308,"ephemeral_1h_input_tokens":0},"output_tokens":2,"service_tier":"standard","inference_geo":"global"},"context_management":null},"parent_tool_use_id":null,"session_id":"eb002d3d-a873-4cca-9361-cb2467df7353","uuid":"58b1b268-f4d4-42c2-8c6d-f3f6b76a8cc0"}}162{"type":"claude","event":{"type":"assistant","message":{"model":"claude-fable-5","id":"msg_011CeG9ZKo8CBtH9szpWcEu2","type":"message","role":"assistant","content":[{"type":"thinking","thinking":"","signature":"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"}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":1308,"cache_read_input_tokens":92550,"cache_creation":{"ephemeral_5m_input_tokens":1308,"ephemeral_1h_input_tokens":0},"output_tokens":2,"service_tier":"standard","inference_geo":"global"},"context_management":null},"parent_tool_use_id":null,"session_id":"eb002d3d-a873-4cca-9361-cb2467df7353","uuid":"a263de3a-0697-409f-a2ec-76d65b875e68"}}163{"type":"claude","event":{"type":"assistant","message":{"model":"claude-fable-5","id":"msg_011CeG9ZKo8CBtH9szpWcEu2","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01TpXkDwqDuHjcVnitDrm81y","name":"Bash","input":{"command":"cd ~/apps/crea-ka && ls actors/ && ls actors/ka-x/ 2>/dev/null && grep -n \"429\" actors/ka-x/src/main.py 2>/dev/null | head; find actors/ka-x -name \"*.py\" | head","description":"Inspect ka-x actor source"},"caller":{"type":"direct"}}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":1308,"cache_read_input_tokens":92550,"cache_creation":{"ephemeral_5m_input_tokens":1308,"ephemeral_1h_input_tokens":0},"output_tokens":2,"service_tier":"standard","inference_geo":"global"},"context_management":null},"parent_tool_use_id":null,"session_id":"eb002d3d-a873-4cca-9361-cb2467df7353","uuid":"60afbfab-be90-449f-9825-ccbb93c758a3"}}164{"type":"claude","event":{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01TpXkDwqDuHjcVnitDrm81y","type":"tool_result","content":"ka-discord\nka-facebook\nka-fansly\nka-instagram\nka-kick\nka-onlyfans\nka-patreon\nka-snapchat\nka-threads\nka-tiktok\nka-twitch\nka-x\nka-youtube\nrequirements.txt\nsrc\n8:# curl_cffi évite les 429 réservés aux clients python-requests.\n115: if resp.status_code == 429:\nactors/ka-x/src/net.py\nactors/ka-x/src/main.py\nactors/ka-x/src/__main__.py","is_error":false}]},"parent_tool_use_id":null,"session_id":"eb002d3d-a873-4cca-9361-cb2467df7353","uuid":"49129bf7-d940-4c06-abff-d8ef48c62190","timestamp":"2026-08-21T15:42:29.574Z","tool_use_result":{"stdout":"ka-discord\nka-facebook\nka-fansly\nka-instagram\nka-kick\nka-onlyfans\nka-patreon\nka-snapchat\nka-threads\nka-tiktok\nka-twitch\nka-x\nka-youtube\nrequirements.txt\nsrc\n8:# curl_cffi évite les 429 réservés aux clients python-requests.\n115: if resp.status_code == 429:\nactors/ka-x/src/net.py\nactors/ka-x/src/main.py\nactors/ka-x/src/__main__.py","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false}}}165{"type":"claude","event":{"type":"system","subtype":"status","status":"requesting","uuid":"e8576011-197b-4568-9567-5d4b4e7b16bf","session_id":"eb002d3d-a873-4cca-9361-cb2467df7353"}}166{"type":"claude","event":{"type":"assistant","message":{"model":"claude-fable-5","id":"msg_011CeG9b7wYcQYTxcHctRBMk","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_014EWM2if5Xkfsx3y6JsSHHZ","name":"Bash","input":{"command":"cd ~/apps/crea-ka && sed -n '90,160p' actors/ka-x/src/main.py","description":"Read ka-x request/retry logic"},"caller":{"type":"direct"}}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":1459,"cache_read_input_tokens":93858,"cache_creation":{"ephemeral_5m_input_tokens":1459,"ephemeral_1h_input_tokens":0},"output_tokens":20,"service_tier":"standard","inference_geo":"global"},"context_management":null},"parent_tool_use_id":null,"session_id":"eb002d3d-a873-4cca-9361-cb2467df7353","uuid":"17c23808-d3ab-499f-89ab-f8cadae5d232"}}167{"type":"claude","event":{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_014EWM2if5Xkfsx3y6JsSHHZ","type":"tool_result","content":" from datetime import datetime\n return datetime.strptime(created_at,\n \"%a %b %d %H:%M:%S %z %Y\").timestamp()\n except (TypeError, ValueError):\n return None\n\n\nasync def main() -> None:\n async with Actor:\n inp = await Actor.get_input() or {}\n usernames = [u.strip().lstrip(\"@\").lower()\n for u in (inp.get(\"usernames\") or []) if u and u.strip()]\n max_tweets = int(inp.get(\"maxTweets\", 20))\n proxy = await Actor.create_proxy_configuration(\n actor_proxy_input=inp.get(\"proxyConfiguration\"))\n fetcher = Fetcher(proxy, delay=float(inp.get(\"requestDelay\") or 1))\n sem = asyncio.Semaphore(int(inp.get(\"concurrency\") or 4))\n\n async def one(u: str) -> None:\n async with sem:\n miss = {\"kind\": \"profile\", \"platform\": \"x\",\n \"username\": u, \"found\": False}\n try:\n resp = await fetcher.get(SYNDICATION_URL.format(u=u),\n session_id=u, impersonate=None)\n if resp.status_code == 429:\n resp = await fetcher.get(SYNDICATION_URL.format(u=u),\n session_id=f\"{u}b\",\n impersonate=\"chrome\")\n except Exception as exc:\n await Actor.push_data({**miss, \"error\": str(exc)[:200]})\n return\n m = _NEXT_DATA_RE.search(resp.text or \"\")\n if resp.status_code != 200 or not m:\n await Actor.push_data(\n {**miss, \"error\": f\"http_{resp.status_code}\"})\n return\n try:\n data = json.loads(m.group(1))\n except Exception:\n await Actor.push_data({**miss, \"error\": \"bad_json\"})\n return\n user = _find_user(data, u)\n if not user:\n await Actor.push_data({**miss, \"error\": \"user_not_found\"})\n return\n tweets = parse_tweets(data, u, max_tweets)\n own = [t for t in tweets if not t[\"is_retweet\"]]\n likes = [t[\"likes\"] for t in own if isinstance(t[\"likes\"], int)]\n rts = [t[\"retweets\"] for t in own\n if isinstance(t[\"retweets\"], int)]\n reps = [t[\"replies\"] for t in own\n if isinstance(t[\"replies\"], int)]\n followers = user.get(\"followers_count\")\n avg_likes = round(sum(likes) / len(likes)) if likes else None\n avg_rts = round(sum(rts) / len(rts)) if rts else None\n engagement = None\n if followers and avg_likes is not None:\n engagement = round((avg_likes + (avg_rts or 0))\n / followers * 100, 3)\n stamps = sorted(s for s in (_ts(t[\"created_at\"])\n for t in own) if s)\n tweets_per_week = None\n if len(stamps) >= 3 and stamps[-1] > stamps[0]:\n tweets_per_week = round(\n (len(stamps) - 1) / ((stamps[-1] - stamps[0])\n / 604_800), 2)\n top = max((t for t in own if isinstance(t[\"likes\"], int)),\n key=lambda t: t[\"likes\"], default=None)\n hashtags: dict[str, int] = {}\n for t in own:","is_error":false}]},"parent_tool_use_id":null,"session_id":"eb002d3d-a873-4cca-9361-cb2467df7353","uuid":"c8727757-47b7-425d-aaed-402aced7f475","timestamp":"2026-08-21T15:42:34.299Z","tool_use_result":{"stdout":" from datetime import datetime\n return datetime.strptime(created_at,\n \"%a %b %d %H:%M:%S %z %Y\").timestamp()\n except (TypeError, ValueError):\n return None\n\n\nasync def main() -> None:\n async with Actor:\n inp = await Actor.get_input() or {}\n usernames = [u.strip().lstrip(\"@\").lower()\n for u in (inp.get(\"usernames\") or []) if u and u.strip()]\n max_tweets = int(inp.get(\"maxTweets\", 20))\n proxy = await Actor.create_proxy_configuration(\n actor_proxy_input=inp.get(\"proxyConfiguration\"))\n fetcher = Fetcher(proxy, delay=float(inp.get(\"requestDelay\") or 1))\n sem = asyncio.Semaphore(int(inp.get(\"concurrency\") or 4))\n\n async def one(u: str) -> None:\n async with sem:\n miss = {\"kind\": \"profile\", \"platform\": \"x\",\n \"username\": u, \"found\": False}\n try:\n resp = await fetcher.get(SYNDICATION_URL.format(u=u),\n session_id=u, impersonate=None)\n if resp.status_code == 429:\n resp = await fetcher.get(SYNDICATION_URL.format(u=u),\n session_id=f\"{u}b\",\n impersonate=\"chrome\")\n except Exception as exc:\n await Actor.push_data({**miss, \"error\": str(exc)[:200]})\n return\n m = _NEXT_DATA_RE.search(resp.text or \"\")\n if resp.status_code != 200 or not m:\n await Actor.push_data(\n {**miss, \"error\": f\"http_{resp.status_code}\"})\n return\n try:\n data = json.loads(m.group(1))\n except Exception:\n await Actor.push_data({**miss, \"error\": \"bad_json\"})\n return\n user = _find_user(data, u)\n if not user:\n await Actor.push_data({**miss, \"error\": \"user_not_found\"})\n return\n tweets = parse_tweets(data, u, max_tweets)\n own = [t for t in tweets if not t[\"is_retweet\"]]\n likes = [t[\"likes\"] for t in own if isinstance(t[\"likes\"], int)]\n rts = [t[\"retweets\"] for t in own\n if isinstance(t[\"retweets\"], int)]\n reps = [t[\"replies\"] for t in own\n if isinstance(t[\"replies\"], int)]\n followers = user.get(\"followers_count\")\n avg_likes = round(sum(likes) / len(likes)) if likes else None\n avg_rts = round(sum(rts) / len(rts)) if rts else None\n engagement = None\n if followers and avg_likes is not None:\n engagement = round((avg_likes + (avg_rts or 0))\n / followers * 100, 3)\n stamps = sorted(s for s in (_ts(t[\"created_at\"])\n for t in own) if s)\n tweets_per_week = None\n if len(stamps) >= 3 and stamps[-1] > stamps[0]:\n tweets_per_week = round(\n (len(stamps) - 1) / ((stamps[-1] - stamps[0])\n / 604_800), 2)\n top = max((t for t in own if isinstance(t[\"likes\"], int)),\n key=lambda t: t[\"likes\"], default=None)\n hashtags: dict[str, int] = {}\n for t in 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le tamponnage des « miss » définitifs dans le connecteur."}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":520,"cache_read_input_tokens":97744,"cache_creation":{"ephemeral_5m_input_tokens":520,"ephemeral_1h_input_tokens":0},"output_tokens":3,"service_tier":"standard","inference_geo":"global"},"context_management":null},"parent_tool_use_id":null,"session_id":"eb002d3d-a873-4cca-9361-cb2467df7353","uuid":"76cf86bd-dc42-45f7-8f33-03bf8dbafa49"}}179{"type":"claude","event":{"type":"assistant","message":{"model":"claude-fable-5","id":"msg_011CeG9d4YU18pfbrEjNquiQ","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01HXdLniG6qg7XQ4iAksCSvr","name":"Edit","input":{"replace_all":false,"file_path":"/Users/simon-pierreboucher/apps/crea-ka/creaka/connectors/apify_social.py","old_string":"APIFY_API = \"https://api.apify.com/v2\"\nACTOR_OWNER = \"gorgeous_thistle\"\nRESIDENTIAL = {\"useApifyProxy\": True, \"apifyProxyGroups\": [\"RESIDENTIAL\"]}","new_string":"APIFY_API = \"https://api.apify.com/v2\"\nACTOR_OWNER = \"gorgeous_thistle\"\nRESIDENTIAL = {\"useApifyProxy\": True, \"apifyProxyGroups\": [\"RESIDENTIAL\"]}\n\n# erreurs DÉFINITIVES des acteurs (handle mort, profil privé, mur de login…) :\n# on tamponne le compte quand même pour qu'il ne soit re-sondé qu'à la rotation\n# `revisit_days`, au lieu d'être re-payé chaque jour en pure perte. Les erreurs\n# transitoires (429, 5xx, shell, proxy) ne sont PAS tamponnées → re-tentées.\nMISS_PREFIXES = (\"user_not_found\", \"private\", \"not_found\", \"no_profile\",\n \"no_channel\", \"login_wall\", \"invite_invalide\", \"http_404\",\n \"wall_\")"},"caller":{"type":"direct"}}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":520,"cache_read_input_tokens":97744,"cache_creation":{"ephemeral_5m_input_tokens":520,"ephemeral_1h_input_tokens":0},"output_tokens":3,"service_tier":"standard","inference_geo":"global"},"context_management":null},"parent_tool_use_id":null,"session_id":"eb002d3d-a873-4cca-9361-cb2467df7353","uuid":"1bd811c6-664e-4d42-a078-9b21ce0fef42"}}180{"type":"claude","event":{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01HXdLniG6qg7XQ4iAksCSvr","type":"tool_result","content":"The file /Users/simon-pierreboucher/apps/crea-ka/creaka/connectors/apify_social.py has been updated successfully."}]},"parent_tool_use_id":null,"session_id":"eb002d3d-a873-4cca-9361-cb2467df7353","uuid":"88765d14-0197-479a-a893-6042a002eff9","timestamp":"2026-08-21T15:43:08.711Z","tool_use_result":{"filePath":"/Users/simon-pierreboucher/apps/crea-ka/creaka/connectors/apify_social.py","oldString":"APIFY_API = \"https://api.apify.com/v2\"\nACTOR_OWNER = \"gorgeous_thistle\"\nRESIDENTIAL = {\"useApifyProxy\": True, \"apifyProxyGroups\": [\"RESIDENTIAL\"]}","newString":"APIFY_API = \"https://api.apify.com/v2\"\nACTOR_OWNER = \"gorgeous_thistle\"\nRESIDENTIAL = {\"useApifyProxy\": True, \"apifyProxyGroups\": [\"RESIDENTIAL\"]}\n\n# erreurs DÉFINITIVES des acteurs (handle mort, profil privé, mur de login…) :\n# on tamponne le compte quand même pour qu'il ne soit re-sondé qu'à la rotation\n# `revisit_days`, au lieu d'être re-payé chaque jour en pure perte. Les erreurs\n# transitoires (429, 5xx, shell, proxy) ne sont PAS tamponnées → re-tentées.\nMISS_PREFIXES = (\"user_not_found\", \"private\", \"not_found\", \"no_profile\",\n \"no_channel\", \"login_wall\", \"invite_invalide\", \"http_404\",\n \"wall_\")","originalFile":"# ==============================================================================\n# Author: Simon-Pierre Boucher <contact@spboucher.ai>\n# File: creaka/connectors/apify_social.py\n# Desc: Connecteurs Apify MAISON — acteurs KA (~/Desktop/ka-apify-actors,\n# compte gorgeous_thistle) exécutés sur la plateforme Apify avec proxy\n# RÉSIDENTIEL : enrichissement ULTRA DÉTAILLÉ (abonnés, bio, badges,\n# contenu récent avec métriques, engagement) pour Instagram, TikTok,\n# X, Facebook, Threads et Snapchat + découverte Instagram (topsearch).\n# Un passage = UN run d'acteur par plateforme (lot de handles), au lieu\n# d'une requête Scrapfly par profil — moins cher, plus fiable (IP\n# résidentielles + empreinte TLS Chrome côté acteur).\n# ==============================================================================\n\"\"\"Enrichissement multi-plateforme via les acteurs Apify KA.\n\nChaque connecteur d'enrichissement :\n1. sélectionne les comptes de SA plateforme dont `last_checked` est plus vieux\n que `revisit_days` (rotation douce = maîtrise du coût proxy) ;\n2. lance l'acteur `gorgeous_thistle/ka-<plateforme>` avec le lot de handles\n (proxy résidentiel Apify forcé) et attend le dataset ;\n3. applique aux fiches : abonnés/badge (§13), métriques étendues + CONTENU\n récent (posts/vidéos/tweets avec likes, commentaires, vues) dans\n `account.metrics`, avatar/bio manquants, liens de bio → `cross_link` (§12.1).\n\nNécessite APIFY_TOKEN (.env). Sans clé : SkipSource propre (§16/§18).\nUniquement des profils PUBLICS (§15) ; un profil privé/introuvable est ignoré.\n\"\"\"\nfrom __future__ import annotations\n\nimport os\nimport random\nimport time\nfrom concurrent.futures import ThreadPoolExecutor, as_completed\nfrom datetime import datetime, timedelta, timezone\n\nimport requests\n\nfrom ..identity import account, merge_accounts\nfrom ..normalize import parse_count, platform_from_url\nfrom ..schema import Creator, now_iso\nfrom .base import BaseConnector, SkipSource\nfrom .linkinbio import is_supported as is_linkinbio\n\nAPIFY_API = \"https://api.apify.com/v2\"\nACTOR_OWNER = \"gorgeous_thistle\"\nRESIDENTIAL = {\"useApifyProxy\": True, \"apifyProxyGroups\": [\"RESIDENTIAL\"]}\n\n# --- parallélisme : on dispose de 256 Go de RAM Apify → au lieu d'UN run à\n# 1 Go, on éclate le lot en tranches lancées EN PARALLÈLE, chacune avec plus de\n# mémoire (donc plus de CPU/vCPU côté Apify) et une concurrence interne accrue.\n# profil « max parallélisme » : ces acteurs sont I/O-bound (requêtes proxy),\n# donc BEAUCOUP de petits runs > peu de gros runs. 32 × 2 Go = 64 Go de pointe\n# (large sous les 256 Go / 128 runs concurrents du plan).\nSHARD_SIZE = int(os.environ.get(\"APIFY_SHARD_SIZE\", \"60\")) # handles / run\nMAX_SHARDS = int(os.environ.get(\"APIFY_MAX_SHARDS\", \"32\")) # runs simultanés\nRUN_MEMORY_MB = int(os.environ.get(\"APIFY_RUN_MEMORY_MB\", \"2048\")) # /run\nRUN_CONCURRENCY = int(os.environ.get(\"APIFY_RUN_CONCURRENCY\", \"10\")) # interne (max 10)\n# rafraîchissement : un compte est re-sondé s'il n'a pas été enrichi depuis\n# REVISIT_DAYS jours. Le watch quotidien couvre ainsi TOUT le bassin en ≤ N j.\nREVISIT_DAYS = int(os.environ.get(\"APIFY_REVISIT_DAYS\", \"7\"))\n# passage FORCÉ (APIFY_FORCE=1) : ignore fraîcheur ET caps — couvre TOUT le\n# bassin de chaque plateforme en un seul passage (rattrapage de couverture)\nFORCE_PASS = os.environ.get(\"APIFY_FORCE\", \"\") == \"1\"\n\n\ndef _token() -> str:\n token = os.environ.get(\"APIFY_TOKEN\")\n if not token:\n raise SkipSource(\"APIFY_TOKEN manquant (voir .env)\")\n return token\n\n\ndef _launch(name: str, run_input: dict, memory_mb: int,\n retries: int = 6) -> str:\n \"\"\"Démarre un run. Retry sur 400/429 (limite mémoire concurrente atteinte :\n elle se libère quand d'autres tranches terminent) avec backoff.\"\"\"\n headers = {\"Authorization\": f\"Bearer {_token()}\"}\n for attempt in range(retries):\n resp = requests.post(\n f\"{APIFY_API}/acts/{ACTOR_OWNER}~{name}/runs\",\n json=run_input, headers=headers,\n params={\"memory\": memory_mb}, timeout=60)\n if resp.status_code in (400, 429, 402) or resp.status_code >= 500:\n if attempt < retries - 1:\n # backoff + jitter : désynchronise les tranches (évite le\n # lockstep où toutes redemandent la RAM au même instant)\n time.sleep(min(60, 8 * (attempt + 1)) + random.uniform(0, 6))\n continue\n resp.raise_for_status()\n return resp.json()[\"data\"][\"id\"]\n resp.raise_for_status()\n return resp.json()[\"data\"][\"id\"]\n\n\ndef _await_items(run_id: str, name: str, timeout_s: int) -> list[dict]:\n headers = {\"Authorization\": f\"Bearer {_token()}\"}\n t0 = time.time()\n while True:\n time.sleep(15)\n r = requests.get(f\"{APIFY_API}/actor-runs/{run_id}\",\n headers=headers, timeout=60)\n r.raise_for_status()\n status = r.json()[\"data\"]\n if status[\"status\"] in (\"SUCCEEDED\", \"FAILED\", \"ABORTED\", \"TIMED-OUT\"):\n break\n if time.time() - t0 > timeout_s:\n requests.post(f\"{APIFY_API}/actor-runs/{run_id}/abort\",\n headers=headers, timeout=60)\n raise RuntimeError(f\"acteur {name} : délai {timeout_s}s dépassé\")\n if status[\"status\"] != \"SUCCEEDED\":\n raise RuntimeError(f\"acteur {name} : run {status['status']}\")\n dataset = status[\"defaultDatasetId\"]\n items: list[dict] = []\n offset = 0\n while True:\n r = requests.get(f\"{APIFY_API}/datasets/{dataset}/items\",\n params={\"offset\": offset, \"limit\": 1000,\n \"clean\": \"true\"},\n headers=headers, timeout=120)\n r.raise_for_status()\n chunk = r.json()\n items.extend(chunk)\n if len(chunk) < 1000:\n return items\n offset += 1000\n\n\ndef run_actor(name: str, run_input: dict, *, timeout_s: int = 2400,\n memory_mb: int = RUN_MEMORY_MB) -> list[dict]:\n \"\"\"Un seul run (recherche, petit lot).\"\"\"\n return _await_items(_launch(name, run_input, memory_mb), name, timeout_s)\n\n\ndef run_actor_sharded(name: str, base_input: dict, usernames: list[str], *,\n timeout_s: int = 2400,\n shard_size: int = SHARD_SIZE,\n max_shards: int = MAX_SHARDS,\n memory_mb: int = RUN_MEMORY_MB) -> list[dict]:\n \"\"\"Éclate `usernames` en tranches lancées EN PARALLÈLE sur Apify.\n\n Chaque tranche = un run indépendant (mémoire dédiée → plus de CPU). On\n plafonne à `max_shards` runs simultanés (256 Go de RAM = large marge :\n 12 × 4 Go = 48 Go). Les datasets sont fusionnés. Une tranche qui échoue\n n'annule pas les autres.\n \"\"\"\n if not usernames:\n return []\n n = max(1, min(max_shards,\n (len(usernames) + shard_size - 1) // shard_size))\n shards = [usernames[i::n] for i in range(n)] # répartition équilibrée\n items: list[dict] = []\n with ThreadPoolExecutor(max_workers=n) as pool:\n futs = {pool.submit(run_actor, name,\n {**base_input, \"usernames\": shard},\n timeout_s=timeout_s, memory_mb=memory_mb): i\n for i, shard in enumerate(shards) if shard}\n for fut in as_completed(futs):\n try:\n items.extend(fut.result())\n except Exception as exc: # une tranche morte ne bloque pas le reste\n print(f\"[crea-ka] {name} tranche {futs[fut]} échouée : {exc}\")\n return items\n\n\nclass _ApifySocialEnrich(BaseConnector):\n \"\"\"Base commune des enrichissements Apify (un acteur par plateforme).\"\"\"\n\n kind = \"enrichment\"\n platform = \"\" # plateforme canonique (§6.2)\n actor = \"\" # nom court de l'acteur (ka-instagram…)\n cap = 3000 # comptes max par passage (shardé en parallèle)\n revisit_days = REVISIT_DAYS # re-sonde hebdo par défaut (env APIFY_REVISIT_DAYS)\n content_key = \"\" # clé du contenu récent dans l'item acteur\n # clés d'item copiées telles quelles dans account.metrics si non nulles\n metric_map: dict[str, str] = {}\n\n @property\n def _stamp_key(self) -> str:\n # tampon PROPRE au connecteur : quand CE connecteur a enrichi ce compte.\n # On ne se base PAS sur acc.last_checked, re-tamponné par la découverte\n # (kick-decouverte etc.) même sans enrichissement → fausse fraîcheur.\n return f\"{self.source_id}_at\"\n\n def _stale(self, acc) -> bool:\n if FORCE_PASS:\n return True\n stamp = (acc.metrics or {}).get(self._stamp_key)\n if not stamp:\n return True\n try:\n seen = datetime.fromisoformat(str(stamp).replace(\"Z\", \"+00:00\"))\n except ValueError:\n return True\n return (datetime.now(timezone.utc) - seen\n > timedelta(days=self.revisit_days))\n\n def extra_input(self) -> dict:\n return {}\n\n def target_of(self, acc) -> str:\n \"\"\"Valeur envoyée à l'acteur pour ce compte (défaut : le handle).\n\n Certaines plateformes exigent autre chose que le handle minusculé —\n ex. Discord, dont le code d'invitation est SENSIBLE À LA CASSE et doit\n être repris depuis l'URL. Le rapprochement se fait ensuite en\n minuscules des deux côtés.\n \"\"\"\n return acc.handle\n\n def enrich(self, creators: list[Creator]) -> list[Creator]:\n targets: dict[str, list] = {}\n for cr in creators:\n acc = next((a for a in cr.platforms\n if a.platform == self.platform and a.handle), None)\n if acc is None or not self._stale(acc):\n continue\n targets.setdefault(self.target_of(acc), []).append((cr, acc))\n if not FORCE_PASS and len(targets) >= self.cap:\n break\n if not targets:\n return []\n items = run_actor_sharded(\n self.actor,\n {\"proxyConfiguration\": RESIDENTIAL,\n \"concurrency\": RUN_CONCURRENCY,\n **self.extra_input()},\n sorted(targets),\n # passage forcé : tranches plus grosses (bassin entier / 32 runs)\n # → délai par run élargi en proportion\n timeout_s=7200 if FORCE_PASS else 2400)\n by_handle = {str(it.get(\"username\") or \"\").lower(): it\n for it in items if it.get(\"kind\") == \"profile\"}\n enriched: list[Creator] = []\n self.errors = 0\n for handle, pairs in targets.items():\n it = by_handle.get(handle.lower())\n if it is None:\n continue\n if not it.get(\"found\"):\n if str(it.get(\"error\", \"\")).startswith((\"http_5\", \"shell\")):\n self.errors += 1\n continue\n for cr, acc in pairs:\n self.apply(cr, acc, it)\n enriched.append(cr)\n return enriched\n\n # -- application aux fiches ------------------------------------------------\n def apply(self, cr: Creator, acc, it: dict) -> None:\n acc.followers = parse_count(it.get(\"followers\")) or acc.followers\n if it.get(\"is_verified\") is not None:\n acc.verified = bool(it[\"is_verified\"])\n acc.last_checked = now_iso()\n metrics = {dst: it.get(src) for src, dst in self.metric_map.items()\n if it.get(src) is not None}\n if self.content_key and it.get(self.content_key):\n metrics[self.content_key] = it[self.content_key][:12]\n # images du profil : avatar/bannière conservés PAR COMPTE (affichage\n # par plateforme + chaîne de repli côté frontend)\n for img_key in (\"avatar\", \"banner\"):\n if it.get(img_key):\n metrics[img_key] = it[img_key]\n metrics[self._stamp_key] = now_iso() # tampon d'enrichissement propre\n acc.metrics.update(metrics)\n # avatar/bannière de la FICHE : rafraîchis à chaque passage depuis la\n # plateforme principale (les URLs CDN signées expirent — ex. Instagram) ;\n # sinon on remplit seulement les manquants\n if it.get(\"avatar\") and (not cr.avatar_url\n or acc.platform == cr.primary_platform):\n cr.avatar_url = it[\"avatar\"]\n if it.get(\"banner\") and (not getattr(cr, \"banner_url\", None)\n or acc.platform == cr.primary_platform):\n cr.banner_url = it[\"banner\"]\n if not cr.bio and it.get(\"biography\"):\n cr.bio = it[\"biography\"]\n self.cross_links(cr, it)\n\n def cross_links(self, cr: Creator, it: dict) -> None:\n \"\"\"Liens de bio → link-in-bio ou compte `cross_link` (§12.1).\"\"\"\n for url in self.bio_urls(it):\n url = (url or \"\").strip()\n if url and not url.startswith(\"http\"):\n url = \"https://\" + url\n if not url:\n continue\n if is_linkinbio(url) and not cr.link_in_bio_url:\n cr.link_in_bio_url = url\n continue\n hit = platform_from_url(url)\n if hit and hit[0] != self.platform:\n cr.platforms = merge_accounts(cr.platforms, [\n account(hit[0], hit[1], \"cross_link\",\n url=url).finalize()])\n\n def bio_urls(self, it: dict) -> list[str]:\n return []\n\n\nclass ApifyInstagram(_ApifySocialEnrich):\n source_id = \"instagram-apify\"\n platform = \"instagram\"\n actor = \"ka-instagram\"\n cap = 1800\n content_key = \"recent_posts\"\n metric_map = {\"following\": \"following\", \"posts_count\": \"posts\",\n \"category\": \"category\", \"is_business\": \"is_business\",\n \"business_category\": \"business_category\",\n \"highlight_reels\": \"highlight_reels\",\n \"pronouns\": \"pronouns\", \"bio_links\": \"bio_links\",\n \"avg_likes\": \"avg_likes\", \"avg_comments\": \"avg_comments\",\n \"avg_video_views\": \"avg_video_views\",\n \"engagement_rate_pct\": \"engagement_rate_pct\",\n \"posts_per_week\": \"posts_per_week\",\n \"last_post_at\": \"last_post_at\",\n \"video_share_pct\": \"video_share_pct\",\n \"top_post\": \"top_post\"}\n\n def bio_urls(self, it: dict) -> list[str]:\n return [it.get(\"external_url\") or \"\"] + (it.get(\"bio_links\") or [])\n\n def apply(self, cr, acc, it):\n super().apply(cr, acc, it)\n related = [r.get(\"username\") for r in (it.get(\"related_profiles\")\n or []) if r.get(\"username\")]\n if related: # matière première de découvertes futures (§12.1 mention)\n acc.metrics[\"related_profiles\"] = related[:10]\n\n\nclass ApifyTikTok(_ApifySocialEnrich):\n source_id = \"tiktok-apify\"\n platform = \"tiktok\"\n actor = \"ka-tiktok\"\n cap = 1800\n content_key = \"recent_videos\"\n metric_map = {\"following\": \"following\", \"total_likes\": \"likes\",\n \"videos_count\": \"videos\", \"region\": \"region\",\n \"friends\": \"friends\", \"is_seller\": \"is_seller\",\n \"is_live_now\": \"is_live_now\",\n \"commerce_category\": \"commerce_category\",\n \"account_created_at\": \"account_created_at\",\n \"avg_views\": \"avg_views\", \"avg_likes\": \"avg_likes\",\n \"avg_comments\": \"avg_comments\", \"avg_shares\": \"avg_shares\",\n \"engagement_rate_pct\": \"engagement_rate_pct\",\n \"videos_per_week\": \"videos_per_week\",\n \"last_video_at\": \"last_video_at\",\n \"top_hashtags\": \"top_hashtags\", \"language\": \"language\",\n \"top_video\": \"top_video\"}\n\n def bio_urls(self, it: dict) -> list[str]:\n return [it.get(\"bio_link\") or \"\"]\n\n\nclass ApifyX(_ApifySocialEnrich):\n source_id = \"x-apify\"\n platform = \"x\"\n actor = \"ka-x\"\n cap = 1800\n content_key = \"recent_tweets\"\n metric_map = {\"following\": \"following\", \"tweets_count\": \"tweets\",\n \"location\": \"location\", \"created_at\": \"created_at\",\n \"listed_count\": \"listed\", \"account_age_days\": \"account_age_days\",\n \"avg_likes\": \"avg_likes\", \"avg_retweets\": \"avg_retweets\",\n \"avg_replies\": \"avg_replies\",\n \"engagement_rate_pct\": \"engagement_rate_pct\",\n \"tweets_per_week\": \"tweets_per_week\",\n \"last_tweet_at\": \"last_tweet_at\",\n \"media_share_pct\": \"media_share_pct\",\n \"reply_share_pct\": \"reply_share_pct\",\n \"is_blue_verified\": \"is_blue_verified\",\n \"likes_given\": \"likes_given\", \"website\": \"website\",\n \"top_hashtags\": \"top_hashtags\", \"top_tweet\": \"top_tweet\"}\n\n def extra_input(self) -> dict:\n return {\"maxTweets\": 20}\n\n def bio_urls(self, it: dict) -> list[str]:\n return [it.get(\"website\") or \"\"]\n\n\nclass ApifyFacebook(_ApifySocialEnrich):\n source_id = \"facebook-apify\"\n platform = \"facebook\"\n actor = \"ka-facebook\"\n cap = 400\n revisit_days = 7\n metric_map = {\"category\": \"category\"}\n\n\nclass ApifyThreads(_ApifySocialEnrich):\n source_id = \"threads-apify\"\n platform = \"threads\"\n actor = \"ka-threads\"\n cap = 60\n revisit_days = 7\n content_key = \"recent_posts\"\n metric_map = {\"avg_likes\": \"avg_likes\", \"top_post\": \"top_post\"}\n\n\nclass ApifySnapchat(_ApifySocialEnrich):\n source_id = \"snapchat-apify\"\n platform = \"snapchat\"\n actor = \"ka-snapchat\"\n cap = 60\n revisit_days = 7\n metric_map = {\"category\": \"category\", \"has_story\": \"has_story\",\n \"has_spotlight\": \"has_spotlight\", \"address\": \"address\",\n \"subcategory\": \"subcategory\",\n \"publisher_type\": \"publisher_type\",\n \"story_snaps_count\": \"story_snaps\",\n \"lenses_count\": \"lenses\",\n \"story_previews\": \"story_previews\",\n \"spotlight_previews\": \"spotlight_previews\",\n \"website\": \"website\",\n \"spotlight_highlights_count\": \"spotlight_highlights\"}\n\n def bio_urls(self, it: dict) -> list[str]:\n return [it.get(\"website\") or \"\"]\n\n\nclass ApifyYouTube(_ApifySocialEnrich):\n source_id = \"youtube-apify\"\n platform = \"youtube\"\n actor = \"ka-youtube\"\n cap = 1800\n content_key = \"recent_videos\"\n metric_map = {\"videos_count\": \"videos\", \"country\": \"country\",\n \"keywords\": \"keywords\", \"channel_id\": \"channel_id\",\n \"avg_views\": \"avg_views\", \"top_video\": \"top_video\",\n \"total_views\": \"total_views\", \"joined_date\": \"joined_date\",\n \"external_links\": \"external_links\",\n \"last_video_published\": \"last_video_published\"}\n\n def bio_urls(self, it: dict) -> list[str]:\n # liens externes AUTO-DÉCLARÉS de la page À propos → cross_link (§12.1)\n return [ln.get(\"url\") or \"\" for ln in (it.get(\"external_links\") or [])\n if isinstance(ln, dict)]\n\n\nclass ApifyTwitch(_ApifySocialEnrich):\n source_id = \"twitch-apify\"\n platform = \"twitch\"\n actor = \"ka-twitch\"\n cap = 1200\n content_key = \"recent_videos\"\n metric_map = {\"is_partner\": \"is_partner\", \"is_affiliate\": \"is_affiliate\",\n \"team\": \"team\", \"created_at\": \"created_at\",\n \"is_live_now\": \"is_live_now\", \"live_viewers\": \"live_viewers\",\n \"live_game\": \"live_game\",\n \"last_broadcast_at\": \"last_broadcast_at\",\n \"last_broadcast_game\": \"last_broadcast_game\",\n \"last_broadcast_title\": \"last_broadcast_title\",\n \"live_title\": \"live_title\",\n \"live_thumbnail\": \"live_thumbnail\",\n \"avg_video_views\": \"avg_video_views\",\n \"social_links\": \"social_links\",\n \"recent_games\": \"recent_games\"}\n\n def bio_urls(self, it: dict) -> list[str]:\n # panneau « À propos » Twitch : liens sociaux AUTO-DÉCLARÉS (§12.1)\n return [ln.get(\"url\") or \"\" for ln in (it.get(\"social_links\") or [])\n if isinstance(ln, dict)]\n\n\nclass ApifyKick(_ApifySocialEnrich):\n source_id = \"kick-apify\"\n platform = \"kick\"\n actor = \"ka-kick\"\n cap = 600\n metric_map = {\"is_live_now\": \"is_live_now\", \"live_viewers\": \"live_viewers\",\n \"subscription_enabled\": \"subscription_enabled\",\n \"live_title\": \"live_title\",\n \"live_thumbnail\": \"live_thumbnail\",\n \"live_category\": \"live_category\",\n \"vod_enabled\": \"vod_enabled\",\n \"recent_categories\": \"recent_categories\"}\n\n def cross_links(self, cr: Creator, it: dict) -> None:\n \"\"\"Liens sociaux AUTO-DÉCLARÉS de la fiche Kick → cross_link (§12.1).\"\"\"\n socials = it.get(\"social_links\") or {}\n tmpl = {\"instagram\": \"https://instagram.com/{}\",\n \"twitter\": \"https://x.com/{}\",\n \"youtube\": \"https://youtube.com/{}\",\n \"tiktok\": \"https://www.tiktok.com/@{}\",\n \"facebook\": \"https://facebook.com/{}\",\n \"discord\": \"https://discord.gg/{}\"}\n for key, val in socials.items():\n val = (val or \"\").strip()\n if not val:\n continue\n url = val if val.startswith(\"http\") else \\\n tmpl.get(key, \"{}\").format(val.lstrip(\"@\"))\n hit = platform_from_url(url)\n if hit and hit[0] != self.platform:\n cr.platforms = merge_accounts(cr.platforms, [\n account(hit[0], hit[1], \"cross_link\",\n url=url).finalize()])\n\n\nclass ApifyOnlyFans(_ApifySocialEnrich):\n source_id = \"onlyfans-apify\"\n platform = \"onlyfans\"\n actor = \"ka-onlyfans\"\n cap = 100\n revisit_days = 7\n metric_map = {\"posts_count\": \"posts\", \"photos_count\": \"photos\",\n \"videos_count\": \"videos\", \"likes\": \"likes\",\n \"streams_count\": \"streams\",\n \"subscribe_price_usd\": \"subscribe_price_usd\",\n \"is_free\": \"is_free\", \"location\": \"location\"}\n\n def bio_urls(self, it: dict) -> list[str]:\n return [it.get(\"website\") or \"\"]\n\n\nclass ApifyFansly(_ApifySocialEnrich):\n source_id = \"fansly-apify\"\n platform = \"fansly\"\n actor = \"ka-fansly\"\n cap = 600\n revisit_days = 7\n metric_map = {\"posts_count\": \"posts\", \"images_count\": \"images\",\n \"videos_count\": \"videos\", \"likes\": \"likes\",\n \"following\": \"following\", \"location\": \"location\"}\n\n\nclass ApifyPatreon(_ApifySocialEnrich):\n source_id = \"patreon-apify\"\n platform = \"patreon\"\n actor = \"ka-patreon\"\n cap = 400\n revisit_days = 7\n metric_map = {\"patrons\": \"patrons\", \"posts_count\": \"posts\",\n \"is_monthly\": \"is_monthly\", \"is_nsfw\": \"is_nsfw\",\n \"creation_name\": \"creation_name\",\n \"social_links\": \"social_links\"}\n\n def bio_urls(self, it: dict) -> list[str]:\n # liens sociaux AUTO-DÉCLARÉS de la campagne Patreon → cross_link\n return list((it.get(\"social_links\") or {}).values())\n\n\nclass ApifyDiscord(_ApifySocialEnrich):\n source_id = \"discord-apify\"\n platform = \"discord\"\n actor = \"ka-discord\"\n cap = 400\n revisit_days = 7\n metric_map = {\"members\": \"members\", \"online\": \"online\", \"boosts\": \"boosts\",\n \"partnered\": \"partnered\", \"guild_id\": \"guild_id\",\n \"channel\": \"channel\", \"splash\": \"splash\",\n \"vanity_url_code\": \"vanity_url_code\"}\n\n def target_of(self, acc) -> str:\n \"\"\"Code d'invitation SENSIBLE À LA CASSE, repris de l'URL (pas du\n handle minusculé) : discord.gg/<CODE> ou discord.com/invite/<CODE>.\"\"\"\n url = acc.url or \"\"\n for sep in (\"discord.gg/\", \"discord.com/invite/\", \"/invite/\"):\n if sep in url:\n return url.split(sep, 1)[1].split(\"/\")[0].split(\"?\")[0]\n return acc.handle\n\n\n# --- découverte Instagram (topsearch, mots-clés QC) ---------------------------\n\n# thèmes × marqueurs QC — mêmes familles que youtube-recherche, adaptées à la\n# recherche d'UTILISATEURS Instagram (courtes, telles qu'on tape dans l'app)\n_THEMES = [\"humoriste\", \"gamer\", \"gaming\", \"maquillage\", \"beauté\", \"fitness\",\n \"cuisine\", \"chef\", \"mode\", \"voyage\", \"musique\", \"chanteuse\",\n \"chanteur\", \"danse\", \"maman\", \"papa\", \"plein air\", \"chasse\",\n \"pêche\", \"photographe\", \"artiste\", \"peintre\", \"tatoueur\",\n \"coiffure\", \"esthétique\", \"auto\", \"moto\", \"déco\", \"immobilier\",\n \"entrepreneure\", \"podcast\", \"comédien\", \"comédienne\", \"drag\",\n \"twitch\", \"youtubeur\", \"youtubeuse\", \"tiktokeuse\", \"influenceuse\",\n \"créateur de contenu\", \"créatrice de contenu\"]\n_MARKERS = [\"québec\", \"qc\", \"montréal\", \"mtl\"]\n\n\nclass InstagramDecouverteApify(BaseConnector):\n \"\"\"Découverte Instagram par recherche de mots-clés QC (acteur ka-instagram).\n\n L'endpoint topsearch du web public retourne les meilleurs comptes pour un\n mot-clé (nom, handle, abonnés approximatifs, badge). Requêtes tournantes\n (~40/passage sur ~160 combinaisons) pour accumuler sans re-payer les mêmes\n résultats chaque jour. Signal : profil_source (0.98) — le compte découvert\n EST la source de la fiche.\n \"\"\"\n\n source_id = \"instagram-decouverte\"\n kind = \"discovery\"\n queries_per_pass = 40\n\n def build_queries(self) -> list[str]:\n combos = [f\"{t} {m}\" for t in _THEMES for m in _MARKERS]\n day = datetime.now(timezone.utc).timetuple().tm_yday\n start = (day * self.queries_per_pass) % len(combos)\n rotated = combos[start:] + combos[:start]\n return rotated[:self.queries_per_pass]\n\n def fetch(self) -> list[Creator]:\n # NOTE 2026-08-18 : l'endpoint topsearch du web public exige désormais\n # une session authentifiée (401 « Server Error » depuis toute IP non\n # connectée). La découverte par mots-clés est donc suspendue proprement\n # jusqu'à ce qu'une voie publique existe ; l'enrichissement Instagram\n # (instagram-apify) alimente `related_profiles` comme graine future.\n raise SkipSource(\"topsearch Instagram exige une session connectée \"\n \"(voie publique fermée le 2026-08-18)\")\n items = run_actor(\"ka-instagram\", { # noqa: unreachable (repli futur)\n \"usernames\": [],\n \"queries\": self.build_queries(),\n \"proxyConfiguration\": RESIDENTIAL,\n })\n creators: list[Creator] = []\n seen: set[str] = set()\n for it in items:\n if it.get(\"kind\") != \"search_user\" or not it.get(\"username\"):\n continue\n handle = str(it[\"username\"]).lower()\n if handle in seen:\n continue\n seen.add(handle)\n acc = account(\"instagram\", handle, \"profil_source\",\n followers=parse_count(it.get(\"followers\")),\n verified=it.get(\"is_verified\"),\n url=f\"https://www.instagram.com/{handle}/\")\n creators.append(Creator(\n source=self.source_id,\n external_id=handle,\n display_name=it.get(\"full_name\") or handle,\n avatar_url=it.get(\"avatar\") or None,\n platforms=[acc],\n notes=f\"découvert via recherche Instagram « {it.get('query')} »\",\n ))\n return creators\n","structuredPatch":[{"oldStart":44,"oldLines":6,"newStart":44,"newLines":14,"lines":[" ACTOR_OWNER = \"gorgeous_thistle\""," RESIDENTIAL = {\"useApifyProxy\": True, \"apifyProxyGroups\": [\"RESIDENTIAL\"]}"," ","+# erreurs DÉFINITIVES des acteurs (handle mort, profil privé, mur de login…) :","+# on tamponne le compte quand même pour qu'il ne soit re-sondé qu'à la rotation","+# `revisit_days`, au lieu d'être re-payé chaque jour en pure perte. Les erreurs","+# transitoires (429, 5xx, shell, proxy) ne sont PAS tamponnées → re-tentées.","+MISS_PREFIXES = (\"user_not_found\", \"private\", \"not_found\", \"no_profile\",","+ \"no_channel\", \"login_wall\", \"invite_invalide\", \"http_404\",","+ \"wall_\")","+"," # --- parallélisme : on dispose de 256 Go de RAM Apify → au lieu d'UN run à"," # 1 Go, on éclate le lot en tranches lancées EN PARALLÈLE, chacune avec plus de"," # mémoire (donc plus de CPU/vCPU côté Apify) et une concurrence interne accrue."]}],"userModified":false,"replaceAll":false}}}181{"type":"claude","event":{"type":"system","subtype":"status","status":"requesting","uuid":"97863f06-73b8-43a7-b4f4-33203af6fc21","session_id":"eb002d3d-a873-4cca-9361-cb2467df7353"}}182{"type":"claude","event":{"type":"assistant","message":{"model":"claude-fable-5","id":"msg_011CeG9e19MWchHxybwBwxvW","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01Wz9qXAMBvnCfTE6ko4QvnW","name":"Edit","input":{"replace_all":false,"file_path":"/Users/simon-pierreboucher/apps/crea-ka/creaka/connectors/apify_social.py","old_string":" if not it.get(\"found\"):\n if str(it.get(\"error\", \"\")).startswith((\"http_5\", \"shell\")):\n self.errors += 1\n continue","new_string":" if not it.get(\"found\"):\n err = str(it.get(\"error\", \"\"))\n if err.startswith((\"http_5\", \"shell\")):\n self.errors += 1\n elif err.startswith(MISS_PREFIXES):\n for cr, acc in pairs: # miss définitif → rotation douce\n acc.metrics[self._stamp_key] = now_iso()\n acc.metrics[f\"{self.source_id}_miss\"] = err\n enriched.append(cr)\n continue"},"caller":{"type":"direct"}}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":1301,"cache_read_input_tokens":98264,"cache_creation":{"ephemeral_5m_input_tokens":1301,"ephemeral_1h_input_tokens":0},"output_tokens":20,"service_tier":"standard","inference_geo":"global"},"context_management":null},"parent_tool_use_id":null,"session_id":"eb002d3d-a873-4cca-9361-cb2467df7353","uuid":"e0bf9c34-3fce-4d6f-b78b-bde7fd7b00eb"}}183{"type":"claude","event":{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01Wz9qXAMBvnCfTE6ko4QvnW","type":"tool_result","content":"The file /Users/simon-pierreboucher/apps/crea-ka/creaka/connectors/apify_social.py has been updated successfully."}]},"parent_tool_use_id":null,"session_id":"eb002d3d-a873-4cca-9361-cb2467df7353","uuid":"7c7c53ef-cabe-4d65-acaf-2e5e86ff1440","timestamp":"2026-08-21T15:43:15.299Z","tool_use_result":{"filePath":"/Users/simon-pierreboucher/apps/crea-ka/creaka/connectors/apify_social.py","oldString":" if not it.get(\"found\"):\n if str(it.get(\"error\", \"\")).startswith((\"http_5\", \"shell\")):\n self.errors += 1\n continue","newString":" if not it.get(\"found\"):\n err = str(it.get(\"error\", \"\"))\n if err.startswith((\"http_5\", \"shell\")):\n self.errors += 1\n elif err.startswith(MISS_PREFIXES):\n for cr, acc in pairs: # miss définitif → rotation douce\n acc.metrics[self._stamp_key] = now_iso()\n acc.metrics[f\"{self.source_id}_miss\"] = err\n enriched.append(cr)\n continue","originalFile":"# ==============================================================================\n# Author: Simon-Pierre Boucher <contact@spboucher.ai>\n# File: creaka/connectors/apify_social.py\n# Desc: Connecteurs Apify MAISON — acteurs KA (~/Desktop/ka-apify-actors,\n# compte gorgeous_thistle) exécutés sur la plateforme Apify avec proxy\n# RÉSIDENTIEL : enrichissement ULTRA DÉTAILLÉ (abonnés, bio, badges,\n# contenu récent avec métriques, engagement) pour Instagram, TikTok,\n# X, Facebook, Threads et Snapchat + découverte Instagram (topsearch).\n# Un passage = UN run d'acteur par plateforme (lot de handles), au lieu\n# d'une requête Scrapfly par profil — moins cher, plus fiable (IP\n# résidentielles + empreinte TLS Chrome côté acteur).\n# ==============================================================================\n\"\"\"Enrichissement multi-plateforme via les acteurs Apify KA.\n\nChaque connecteur d'enrichissement :\n1. sélectionne les comptes de SA plateforme dont `last_checked` est plus vieux\n que `revisit_days` (rotation douce = maîtrise du coût proxy) ;\n2. lance l'acteur `gorgeous_thistle/ka-<plateforme>` avec le lot de handles\n (proxy résidentiel Apify forcé) et attend le dataset ;\n3. applique aux fiches : abonnés/badge (§13), métriques étendues + CONTENU\n récent (posts/vidéos/tweets avec likes, commentaires, vues) dans\n `account.metrics`, avatar/bio manquants, liens de bio → `cross_link` (§12.1).\n\nNécessite APIFY_TOKEN (.env). Sans clé : SkipSource propre (§16/§18).\nUniquement des profils PUBLICS (§15) ; un profil privé/introuvable est ignoré.\n\"\"\"\nfrom __future__ import annotations\n\nimport os\nimport random\nimport time\nfrom concurrent.futures import ThreadPoolExecutor, as_completed\nfrom datetime import datetime, timedelta, timezone\n\nimport requests\n\nfrom ..identity import account, merge_accounts\nfrom ..normalize import parse_count, platform_from_url\nfrom ..schema import Creator, now_iso\nfrom .base import BaseConnector, SkipSource\nfrom .linkinbio import is_supported as is_linkinbio\n\nAPIFY_API = \"https://api.apify.com/v2\"\nACTOR_OWNER = \"gorgeous_thistle\"\nRESIDENTIAL = {\"useApifyProxy\": True, \"apifyProxyGroups\": [\"RESIDENTIAL\"]}\n\n# erreurs DÉFINITIVES des acteurs (handle mort, profil privé, mur de login…) :\n# on tamponne le compte quand même pour qu'il ne soit re-sondé qu'à la rotation\n# `revisit_days`, au lieu d'être re-payé chaque jour en pure perte. Les erreurs\n# transitoires (429, 5xx, shell, proxy) ne sont PAS tamponnées → re-tentées.\nMISS_PREFIXES = (\"user_not_found\", \"private\", \"not_found\", \"no_profile\",\n \"no_channel\", \"login_wall\", \"invite_invalide\", \"http_404\",\n \"wall_\")\n\n# --- parallélisme : on dispose de 256 Go de RAM Apify → au lieu d'UN run à\n# 1 Go, on éclate le lot en tranches lancées EN PARALLÈLE, chacune avec plus de\n# mémoire (donc plus de CPU/vCPU côté Apify) et une concurrence interne accrue.\n# profil « max parallélisme » : ces acteurs sont I/O-bound (requêtes proxy),\n# donc BEAUCOUP de petits runs > peu de gros runs. 32 × 2 Go = 64 Go de pointe\n# (large sous les 256 Go / 128 runs concurrents du plan).\nSHARD_SIZE = int(os.environ.get(\"APIFY_SHARD_SIZE\", \"60\")) # handles / run\nMAX_SHARDS = int(os.environ.get(\"APIFY_MAX_SHARDS\", \"32\")) # runs simultanés\nRUN_MEMORY_MB = int(os.environ.get(\"APIFY_RUN_MEMORY_MB\", \"2048\")) # /run\nRUN_CONCURRENCY = int(os.environ.get(\"APIFY_RUN_CONCURRENCY\", \"10\")) # interne (max 10)\n# rafraîchissement : un compte est re-sondé s'il n'a pas été enrichi depuis\n# REVISIT_DAYS jours. Le watch quotidien couvre ainsi TOUT le bassin en ≤ N j.\nREVISIT_DAYS = int(os.environ.get(\"APIFY_REVISIT_DAYS\", \"7\"))\n# passage FORCÉ (APIFY_FORCE=1) : ignore fraîcheur ET caps — couvre TOUT le\n# bassin de chaque plateforme en un seul passage (rattrapage de couverture)\nFORCE_PASS = os.environ.get(\"APIFY_FORCE\", \"\") == \"1\"\n\n\ndef _token() -> str:\n token = os.environ.get(\"APIFY_TOKEN\")\n if not token:\n raise SkipSource(\"APIFY_TOKEN manquant (voir .env)\")\n return token\n\n\ndef _launch(name: str, run_input: dict, memory_mb: int,\n retries: int = 6) -> str:\n \"\"\"Démarre un run. Retry sur 400/429 (limite mémoire concurrente atteinte :\n elle se libère quand d'autres tranches terminent) avec backoff.\"\"\"\n headers = {\"Authorization\": f\"Bearer {_token()}\"}\n for attempt in range(retries):\n resp = requests.post(\n f\"{APIFY_API}/acts/{ACTOR_OWNER}~{name}/runs\",\n json=run_input, headers=headers,\n params={\"memory\": memory_mb}, timeout=60)\n if resp.status_code in (400, 429, 402) or resp.status_code >= 500:\n if attempt < retries - 1:\n # backoff + jitter : désynchronise les tranches (évite le\n # lockstep où toutes redemandent la RAM au même instant)\n time.sleep(min(60, 8 * (attempt + 1)) + random.uniform(0, 6))\n continue\n resp.raise_for_status()\n return resp.json()[\"data\"][\"id\"]\n resp.raise_for_status()\n return resp.json()[\"data\"][\"id\"]\n\n\ndef _await_items(run_id: str, name: str, timeout_s: int) -> list[dict]:\n headers = {\"Authorization\": f\"Bearer {_token()}\"}\n t0 = time.time()\n while True:\n time.sleep(15)\n r = requests.get(f\"{APIFY_API}/actor-runs/{run_id}\",\n headers=headers, timeout=60)\n r.raise_for_status()\n status = r.json()[\"data\"]\n if status[\"status\"] in (\"SUCCEEDED\", \"FAILED\", \"ABORTED\", \"TIMED-OUT\"):\n break\n if time.time() - t0 > timeout_s:\n requests.post(f\"{APIFY_API}/actor-runs/{run_id}/abort\",\n headers=headers, timeout=60)\n raise RuntimeError(f\"acteur {name} : délai {timeout_s}s dépassé\")\n if status[\"status\"] != \"SUCCEEDED\":\n raise RuntimeError(f\"acteur {name} : run {status['status']}\")\n dataset = status[\"defaultDatasetId\"]\n items: list[dict] = []\n offset = 0\n while True:\n r = requests.get(f\"{APIFY_API}/datasets/{dataset}/items\",\n params={\"offset\": offset, \"limit\": 1000,\n \"clean\": \"true\"},\n headers=headers, timeout=120)\n r.raise_for_status()\n chunk = r.json()\n items.extend(chunk)\n if len(chunk) < 1000:\n return items\n offset += 1000\n\n\ndef run_actor(name: str, run_input: dict, *, timeout_s: int = 2400,\n memory_mb: int = RUN_MEMORY_MB) -> list[dict]:\n \"\"\"Un seul run (recherche, petit lot).\"\"\"\n return _await_items(_launch(name, run_input, memory_mb), name, timeout_s)\n\n\ndef run_actor_sharded(name: str, base_input: dict, usernames: list[str], *,\n timeout_s: int = 2400,\n shard_size: int = SHARD_SIZE,\n max_shards: int = MAX_SHARDS,\n memory_mb: int = RUN_MEMORY_MB) -> list[dict]:\n \"\"\"Éclate `usernames` en tranches lancées EN PARALLÈLE sur Apify.\n\n Chaque tranche = un run indépendant (mémoire dédiée → plus de CPU). On\n plafonne à `max_shards` runs simultanés (256 Go de RAM = large marge :\n 12 × 4 Go = 48 Go). Les datasets sont fusionnés. Une tranche qui échoue\n n'annule pas les autres.\n \"\"\"\n if not usernames:\n return []\n n = max(1, min(max_shards,\n (len(usernames) + shard_size - 1) // shard_size))\n shards = [usernames[i::n] for i in range(n)] # répartition équilibrée\n items: list[dict] = []\n with ThreadPoolExecutor(max_workers=n) as pool:\n futs = {pool.submit(run_actor, name,\n {**base_input, \"usernames\": shard},\n timeout_s=timeout_s, memory_mb=memory_mb): i\n for i, shard in enumerate(shards) if shard}\n for fut in as_completed(futs):\n try:\n items.extend(fut.result())\n except Exception as exc: # une tranche morte ne bloque pas le reste\n print(f\"[crea-ka] {name} tranche {futs[fut]} échouée : {exc}\")\n return items\n\n\nclass _ApifySocialEnrich(BaseConnector):\n \"\"\"Base commune des enrichissements Apify (un acteur par plateforme).\"\"\"\n\n kind = \"enrichment\"\n platform = \"\" # plateforme canonique (§6.2)\n actor = \"\" # nom court de l'acteur (ka-instagram…)\n cap = 3000 # comptes max par passage (shardé en parallèle)\n revisit_days = REVISIT_DAYS # re-sonde hebdo par défaut (env APIFY_REVISIT_DAYS)\n content_key = \"\" # clé du contenu récent dans l'item acteur\n # clés d'item copiées telles quelles dans account.metrics si non nulles\n metric_map: dict[str, str] = {}\n\n @property\n def _stamp_key(self) -> str:\n # tampon PROPRE au connecteur : quand CE connecteur a enrichi ce compte.\n # On ne se base PAS sur acc.last_checked, re-tamponné par la découverte\n # (kick-decouverte etc.) même sans enrichissement → fausse fraîcheur.\n return f\"{self.source_id}_at\"\n\n def _stale(self, acc) -> bool:\n if FORCE_PASS:\n return True\n stamp = (acc.metrics or {}).get(self._stamp_key)\n if not stamp:\n return True\n try:\n seen = datetime.fromisoformat(str(stamp).replace(\"Z\", \"+00:00\"))\n except ValueError:\n return True\n return (datetime.now(timezone.utc) - seen\n > timedelta(days=self.revisit_days))\n\n def extra_input(self) -> dict:\n return {}\n\n def target_of(self, acc) -> str:\n \"\"\"Valeur envoyée à l'acteur pour ce compte (défaut : le handle).\n\n Certaines plateformes exigent autre chose que le handle minusculé —\n ex. Discord, dont le code d'invitation est SENSIBLE À LA CASSE et doit\n être repris depuis l'URL. Le rapprochement se fait ensuite en\n minuscules des deux côtés.\n \"\"\"\n return acc.handle\n\n def enrich(self, creators: list[Creator]) -> list[Creator]:\n targets: dict[str, list] = {}\n for cr in creators:\n acc = next((a for a in cr.platforms\n if a.platform == self.platform and a.handle), None)\n if acc is None or not self._stale(acc):\n continue\n targets.setdefault(self.target_of(acc), []).append((cr, acc))\n if not FORCE_PASS and len(targets) >= self.cap:\n break\n if not targets:\n return []\n items = run_actor_sharded(\n self.actor,\n {\"proxyConfiguration\": RESIDENTIAL,\n \"concurrency\": RUN_CONCURRENCY,\n **self.extra_input()},\n sorted(targets),\n # passage forcé : tranches plus grosses (bassin entier / 32 runs)\n # → délai par run élargi en proportion\n timeout_s=7200 if FORCE_PASS else 2400)\n by_handle = {str(it.get(\"username\") or \"\").lower(): it\n for it in items if it.get(\"kind\") == \"profile\"}\n enriched: list[Creator] = []\n self.errors = 0\n for handle, pairs in targets.items():\n it = by_handle.get(handle.lower())\n if it is None:\n continue\n if not it.get(\"found\"):\n if str(it.get(\"error\", \"\")).startswith((\"http_5\", \"shell\")):\n self.errors += 1\n continue\n for cr, acc in pairs:\n self.apply(cr, acc, it)\n enriched.append(cr)\n return enriched\n\n # -- application aux fiches ------------------------------------------------\n def apply(self, cr: Creator, acc, it: dict) -> None:\n acc.followers = parse_count(it.get(\"followers\")) or acc.followers\n if it.get(\"is_verified\") is not None:\n acc.verified = bool(it[\"is_verified\"])\n acc.last_checked = now_iso()\n metrics = {dst: it.get(src) for src, dst in self.metric_map.items()\n if it.get(src) is not None}\n if self.content_key and it.get(self.content_key):\n metrics[self.content_key] = it[self.content_key][:12]\n # images du profil : avatar/bannière conservés PAR COMPTE (affichage\n # par plateforme + chaîne de repli côté frontend)\n for img_key in (\"avatar\", \"banner\"):\n if it.get(img_key):\n metrics[img_key] = it[img_key]\n metrics[self._stamp_key] = now_iso() # tampon d'enrichissement propre\n acc.metrics.update(metrics)\n # avatar/bannière de la FICHE : rafraîchis à chaque passage depuis la\n # plateforme principale (les URLs CDN signées expirent — ex. Instagram) ;\n # sinon on remplit seulement les manquants\n if it.get(\"avatar\") and (not cr.avatar_url\n or acc.platform == cr.primary_platform):\n cr.avatar_url = it[\"avatar\"]\n if it.get(\"banner\") and (not getattr(cr, \"banner_url\", None)\n or acc.platform == cr.primary_platform):\n cr.banner_url = it[\"banner\"]\n if not cr.bio and it.get(\"biography\"):\n cr.bio = it[\"biography\"]\n self.cross_links(cr, it)\n\n def cross_links(self, cr: Creator, it: dict) -> None:\n \"\"\"Liens de bio → link-in-bio ou compte `cross_link` (§12.1).\"\"\"\n for url in self.bio_urls(it):\n url = (url or \"\").strip()\n if url and not url.startswith(\"http\"):\n url = \"https://\" + url\n if not url:\n continue\n if is_linkinbio(url) and not cr.link_in_bio_url:\n cr.link_in_bio_url = url\n continue\n hit = platform_from_url(url)\n if hit and hit[0] != self.platform:\n cr.platforms = merge_accounts(cr.platforms, [\n account(hit[0], hit[1], \"cross_link\",\n url=url).finalize()])\n\n def bio_urls(self, it: dict) -> list[str]:\n return []\n\n\nclass ApifyInstagram(_ApifySocialEnrich):\n source_id = \"instagram-apify\"\n platform = \"instagram\"\n actor = \"ka-instagram\"\n cap = 1800\n content_key = \"recent_posts\"\n metric_map = {\"following\": \"following\", \"posts_count\": \"posts\",\n \"category\": \"category\", \"is_business\": \"is_business\",\n \"business_category\": \"business_category\",\n \"highlight_reels\": \"highlight_reels\",\n \"pronouns\": \"pronouns\", \"bio_links\": \"bio_links\",\n \"avg_likes\": \"avg_likes\", \"avg_comments\": \"avg_comments\",\n \"avg_video_views\": \"avg_video_views\",\n \"engagement_rate_pct\": \"engagement_rate_pct\",\n \"posts_per_week\": \"posts_per_week\",\n \"last_post_at\": \"last_post_at\",\n \"video_share_pct\": \"video_share_pct\",\n \"top_post\": \"top_post\"}\n\n def bio_urls(self, it: dict) -> list[str]:\n return [it.get(\"external_url\") or \"\"] + (it.get(\"bio_links\") or [])\n\n def apply(self, cr, acc, it):\n super().apply(cr, acc, it)\n related = [r.get(\"username\") for r in (it.get(\"related_profiles\")\n or []) if r.get(\"username\")]\n if related: # matière première de découvertes futures (§12.1 mention)\n acc.metrics[\"related_profiles\"] = related[:10]\n\n\nclass ApifyTikTok(_ApifySocialEnrich):\n source_id = \"tiktok-apify\"\n platform = \"tiktok\"\n actor = \"ka-tiktok\"\n cap = 1800\n content_key = \"recent_videos\"\n metric_map = {\"following\": \"following\", \"total_likes\": \"likes\",\n \"videos_count\": \"videos\", \"region\": \"region\",\n \"friends\": \"friends\", \"is_seller\": \"is_seller\",\n \"is_live_now\": \"is_live_now\",\n \"commerce_category\": \"commerce_category\",\n \"account_created_at\": \"account_created_at\",\n \"avg_views\": \"avg_views\", \"avg_likes\": \"avg_likes\",\n \"avg_comments\": \"avg_comments\", \"avg_shares\": \"avg_shares\",\n \"engagement_rate_pct\": \"engagement_rate_pct\",\n \"videos_per_week\": \"videos_per_week\",\n \"last_video_at\": \"last_video_at\",\n \"top_hashtags\": \"top_hashtags\", \"language\": \"language\",\n \"top_video\": \"top_video\"}\n\n def bio_urls(self, it: dict) -> list[str]:\n return [it.get(\"bio_link\") or \"\"]\n\n\nclass ApifyX(_ApifySocialEnrich):\n source_id = \"x-apify\"\n platform = \"x\"\n actor = \"ka-x\"\n cap = 1800\n content_key = \"recent_tweets\"\n metric_map = {\"following\": \"following\", \"tweets_count\": \"tweets\",\n \"location\": \"location\", \"created_at\": \"created_at\",\n \"listed_count\": \"listed\", \"account_age_days\": \"account_age_days\",\n \"avg_likes\": \"avg_likes\", \"avg_retweets\": \"avg_retweets\",\n \"avg_replies\": \"avg_replies\",\n \"engagement_rate_pct\": \"engagement_rate_pct\",\n \"tweets_per_week\": \"tweets_per_week\",\n \"last_tweet_at\": \"last_tweet_at\",\n \"media_share_pct\": \"media_share_pct\",\n \"reply_share_pct\": \"reply_share_pct\",\n \"is_blue_verified\": \"is_blue_verified\",\n \"likes_given\": \"likes_given\", \"website\": \"website\",\n \"top_hashtags\": \"top_hashtags\", \"top_tweet\": \"top_tweet\"}\n\n def extra_input(self) -> dict:\n return {\"maxTweets\": 20}\n\n def bio_urls(self, it: dict) -> list[str]:\n return [it.get(\"website\") or \"\"]\n\n\nclass ApifyFacebook(_ApifySocialEnrich):\n source_id = \"facebook-apify\"\n platform = \"facebook\"\n actor = \"ka-facebook\"\n cap = 400\n revisit_days = 7\n metric_map = {\"category\": \"category\"}\n\n\nclass ApifyThreads(_ApifySocialEnrich):\n source_id = \"threads-apify\"\n platform = \"threads\"\n actor = \"ka-threads\"\n cap = 60\n revisit_days = 7\n content_key = \"recent_posts\"\n metric_map = {\"avg_likes\": \"avg_likes\", \"top_post\": \"top_post\"}\n\n\nclass ApifySnapchat(_ApifySocialEnrich):\n source_id = \"snapchat-apify\"\n platform = \"snapchat\"\n actor = \"ka-snapchat\"\n cap = 60\n revisit_days = 7\n metric_map = {\"category\": \"category\", \"has_story\": \"has_story\",\n \"has_spotlight\": \"has_spotlight\", \"address\": \"address\",\n \"subcategory\": \"subcategory\",\n \"publisher_type\": \"publisher_type\",\n \"story_snaps_count\": \"story_snaps\",\n \"lenses_count\": \"lenses\",\n \"story_previews\": \"story_previews\",\n \"spotlight_previews\": \"spotlight_previews\",\n \"website\": \"website\",\n \"spotlight_highlights_count\": \"spotlight_highlights\"}\n\n def bio_urls(self, it: dict) -> list[str]:\n return [it.get(\"website\") or \"\"]\n\n\nclass ApifyYouTube(_ApifySocialEnrich):\n source_id = \"youtube-apify\"\n platform = \"youtube\"\n actor = \"ka-youtube\"\n cap = 1800\n content_key = \"recent_videos\"\n metric_map = {\"videos_count\": \"videos\", \"country\": \"country\",\n \"keywords\": \"keywords\", \"channel_id\": \"channel_id\",\n \"avg_views\": \"avg_views\", \"top_video\": \"top_video\",\n \"total_views\": \"total_views\", \"joined_date\": \"joined_date\",\n \"external_links\": \"external_links\",\n \"last_video_published\": \"last_video_published\"}\n\n def bio_urls(self, it: dict) -> list[str]:\n # liens externes AUTO-DÉCLARÉS de la page À propos → cross_link (§12.1)\n return [ln.get(\"url\") or \"\" for ln in (it.get(\"external_links\") or [])\n if isinstance(ln, dict)]\n\n\nclass ApifyTwitch(_ApifySocialEnrich):\n source_id = \"twitch-apify\"\n platform = \"twitch\"\n actor = \"ka-twitch\"\n cap = 1200\n content_key = \"recent_videos\"\n metric_map = {\"is_partner\": \"is_partner\", \"is_affiliate\": \"is_affiliate\",\n \"team\": \"team\", \"created_at\": \"created_at\",\n \"is_live_now\": \"is_live_now\", \"live_viewers\": \"live_viewers\",\n \"live_game\": \"live_game\",\n \"last_broadcast_at\": \"last_broadcast_at\",\n \"last_broadcast_game\": \"last_broadcast_game\",\n \"last_broadcast_title\": \"last_broadcast_title\",\n \"live_title\": \"live_title\",\n \"live_thumbnail\": \"live_thumbnail\",\n \"avg_video_views\": \"avg_video_views\",\n \"social_links\": \"social_links\",\n \"recent_games\": \"recent_games\"}\n\n def bio_urls(self, it: dict) -> list[str]:\n # panneau « À propos » Twitch : liens sociaux AUTO-DÉCLARÉS (§12.1)\n return [ln.get(\"url\") or \"\" for ln in (it.get(\"social_links\") or [])\n if isinstance(ln, dict)]\n\n\nclass ApifyKick(_ApifySocialEnrich):\n source_id = \"kick-apify\"\n platform = \"kick\"\n actor = \"ka-kick\"\n cap = 600\n metric_map = {\"is_live_now\": \"is_live_now\", \"live_viewers\": \"live_viewers\",\n \"subscription_enabled\": \"subscription_enabled\",\n \"live_title\": \"live_title\",\n \"live_thumbnail\": \"live_thumbnail\",\n \"live_category\": \"live_category\",\n \"vod_enabled\": \"vod_enabled\",\n \"recent_categories\": \"recent_categories\"}\n\n def cross_links(self, cr: Creator, it: dict) -> None:\n \"\"\"Liens sociaux AUTO-DÉCLARÉS de la fiche Kick → cross_link (§12.1).\"\"\"\n socials = it.get(\"social_links\") or {}\n tmpl = {\"instagram\": \"https://instagram.com/{}\",\n \"twitter\": \"https://x.com/{}\",\n \"youtube\": \"https://youtube.com/{}\",\n \"tiktok\": \"https://www.tiktok.com/@{}\",\n \"facebook\": \"https://facebook.com/{}\",\n \"discord\": \"https://discord.gg/{}\"}\n for key, val in socials.items():\n val = (val or \"\").strip()\n if not val:\n continue\n url = val if val.startswith(\"http\") else \\\n tmpl.get(key, \"{}\").format(val.lstrip(\"@\"))\n hit = platform_from_url(url)\n if hit and hit[0] != self.platform:\n cr.platforms = merge_accounts(cr.platforms, [\n account(hit[0], hit[1], \"cross_link\",\n url=url).finalize()])\n\n\nclass ApifyOnlyFans(_ApifySocialEnrich):\n source_id = \"onlyfans-apify\"\n platform = \"onlyfans\"\n actor = \"ka-onlyfans\"\n cap = 100\n revisit_days = 7\n metric_map = {\"posts_count\": \"posts\", \"photos_count\": \"photos\",\n \"videos_count\": \"videos\", \"likes\": \"likes\",\n \"streams_count\": \"streams\",\n \"subscribe_price_usd\": \"subscribe_price_usd\",\n \"is_free\": \"is_free\", \"location\": \"location\"}\n\n def bio_urls(self, it: dict) -> list[str]:\n return [it.get(\"website\") or \"\"]\n\n\nclass ApifyFansly(_ApifySocialEnrich):\n source_id = \"fansly-apify\"\n platform = \"fansly\"\n actor = \"ka-fansly\"\n cap = 600\n revisit_days = 7\n metric_map = {\"posts_count\": \"posts\", \"images_count\": \"images\",\n \"videos_count\": \"videos\", \"likes\": \"likes\",\n \"following\": \"following\", \"location\": \"location\"}\n\n\nclass ApifyPatreon(_ApifySocialEnrich):\n source_id = \"patreon-apify\"\n platform = \"patreon\"\n actor = \"ka-patreon\"\n cap = 400\n revisit_days = 7\n metric_map = {\"patrons\": \"patrons\", \"posts_count\": \"posts\",\n \"is_monthly\": \"is_monthly\", \"is_nsfw\": \"is_nsfw\",\n \"creation_name\": \"creation_name\",\n \"social_links\": \"social_links\"}\n\n def bio_urls(self, it: dict) -> list[str]:\n # liens sociaux AUTO-DÉCLARÉS de la campagne Patreon → cross_link\n return list((it.get(\"social_links\") or {}).values())\n\n\nclass ApifyDiscord(_ApifySocialEnrich):\n source_id = \"discord-apify\"\n platform = \"discord\"\n actor = \"ka-discord\"\n cap = 400\n revisit_days = 7\n metric_map = {\"members\": \"members\", \"online\": \"online\", \"boosts\": \"boosts\",\n \"partnered\": \"partnered\", \"guild_id\": \"guild_id\",\n \"channel\": \"channel\", \"splash\": \"splash\",\n \"vanity_url_code\": \"vanity_url_code\"}\n\n def target_of(self, acc) -> str:\n \"\"\"Code d'invitation SENSIBLE À LA CASSE, repris de l'URL (pas du\n handle minusculé) : discord.gg/<CODE> ou discord.com/invite/<CODE>.\"\"\"\n url = acc.url or \"\"\n for sep in (\"discord.gg/\", \"discord.com/invite/\", \"/invite/\"):\n if sep in url:\n return url.split(sep, 1)[1].split(\"/\")[0].split(\"?\")[0]\n return acc.handle\n\n\n# --- découverte Instagram (topsearch, mots-clés QC) ---------------------------\n\n# thèmes × marqueurs QC — mêmes familles que youtube-recherche, adaptées à la\n# recherche d'UTILISATEURS Instagram (courtes, telles qu'on tape dans l'app)\n_THEMES = [\"humoriste\", \"gamer\", \"gaming\", \"maquillage\", \"beauté\", \"fitness\",\n \"cuisine\", \"chef\", \"mode\", \"voyage\", \"musique\", \"chanteuse\",\n \"chanteur\", \"danse\", \"maman\", \"papa\", \"plein air\", \"chasse\",\n \"pêche\", \"photographe\", \"artiste\", \"peintre\", \"tatoueur\",\n \"coiffure\", \"esthétique\", \"auto\", \"moto\", \"déco\", \"immobilier\",\n \"entrepreneure\", \"podcast\", \"comédien\", \"comédienne\", \"drag\",\n \"twitch\", \"youtubeur\", \"youtubeuse\", \"tiktokeuse\", \"influenceuse\",\n \"créateur de contenu\", \"créatrice de contenu\"]\n_MARKERS = [\"québec\", \"qc\", \"montréal\", \"mtl\"]\n\n\nclass InstagramDecouverteApify(BaseConnector):\n \"\"\"Découverte Instagram par recherche de mots-clés QC (acteur ka-instagram).\n\n L'endpoint topsearch du web public retourne les meilleurs comptes pour un\n mot-clé (nom, handle, abonnés approximatifs, badge). Requêtes tournantes\n (~40/passage sur ~160 combinaisons) pour accumuler sans re-payer les mêmes\n résultats chaque jour. Signal : profil_source (0.98) — le compte découvert\n EST la source de la fiche.\n \"\"\"\n\n source_id = \"instagram-decouverte\"\n kind = \"discovery\"\n queries_per_pass = 40\n\n def build_queries(self) -> list[str]:\n combos = [f\"{t} {m}\" for t in _THEMES for m in _MARKERS]\n day = datetime.now(timezone.utc).timetuple().tm_yday\n start = (day * self.queries_per_pass) % len(combos)\n rotated = combos[start:] + combos[:start]\n return rotated[:self.queries_per_pass]\n\n def fetch(self) -> list[Creator]:\n # NOTE 2026-08-18 : l'endpoint topsearch du web public exige désormais\n # une session authentifiée (401 « Server Error » depuis toute IP non\n # connectée). La découverte par mots-clés est donc suspendue proprement\n # jusqu'à ce qu'une voie publique existe ; l'enrichissement Instagram\n # (instagram-apify) alimente `related_profiles` comme graine future.\n raise SkipSource(\"topsearch Instagram exige une session connectée \"\n \"(voie publique fermée le 2026-08-18)\")\n items = run_actor(\"ka-instagram\", { # noqa: unreachable (repli futur)\n \"usernames\": [],\n \"queries\": self.build_queries(),\n \"proxyConfiguration\": RESIDENTIAL,\n })\n creators: list[Creator] = []\n seen: set[str] = set()\n for it in items:\n if it.get(\"kind\") != \"search_user\" or not it.get(\"username\"):\n continue\n handle = str(it[\"username\"]).lower()\n if handle in seen:\n continue\n seen.add(handle)\n acc = account(\"instagram\", handle, \"profil_source\",\n followers=parse_count(it.get(\"followers\")),\n verified=it.get(\"is_verified\"),\n url=f\"https://www.instagram.com/{handle}/\")\n creators.append(Creator(\n source=self.source_id,\n external_id=handle,\n display_name=it.get(\"full_name\") or handle,\n avatar_url=it.get(\"avatar\") or None,\n platforms=[acc],\n notes=f\"découvert via recherche Instagram « {it.get('query')} »\",\n ))\n return creators\n","structuredPatch":[{"oldStart":244,"oldLines":8,"newStart":244,"newLines":14,"lines":[" if it is None:"," continue"," if not it.get(\"found\"):","- if str(it.get(\"error\", \"\")).startswith((\"http_5\", \"shell\")):","+ err = str(it.get(\"error\", \"\"))","+ if err.startswith((\"http_5\", \"shell\")):"," self.errors += 1","+ elif err.startswith(MISS_PREFIXES):","+ for cr, acc in pairs: # miss définitif → rotation douce","+ acc.metrics[self._stamp_key] = now_iso()","+ acc.metrics[f\"{self.source_id}_miss\"] = err","+ enriched.append(cr)"," continue"," for cr, acc in pairs:"," self.apply(cr, acc, it)"]}],"userModified":false,"replaceAll":false}}}184{"type":"claude","event":{"type":"system","subtype":"status","status":"requesting","uuid":"10813dcd-062a-4b05-8569-cdf285c122be","session_id":"eb002d3d-a873-4cca-9361-cb2467df7353"}}185{"type":"claude","event":{"type":"assistant","message":{"model":"claude-fable-5","id":"msg_011CeG9eVVvb8VTGr6Rqxp68","type":"message","role":"assistant","content":[{"type":"thinking","thinking":"","signature":"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"}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":425,"cache_read_input_tokens":99565,"cache_creation":{"ephemeral_5m_input_tokens":425,"ephemeral_1h_input_tokens":0},"output_tokens":5,"service_tier":"standard","inference_geo":"global"},"context_management":null},"parent_tool_use_id":null,"session_id":"eb002d3d-a873-4cca-9361-cb2467df7353","uuid":"5c927e6c-59fd-4a8d-ae6e-f439dad74469"}}186{"type":"claude","event":{"type":"assistant","message":{"model":"claude-fable-5","id":"msg_011CeG9eVVvb8VTGr6Rqxp68","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_017uhFdkjUiG33azaNWTFWm2","name":"Edit","input":{"replace_all":false,"file_path":"/Users/simon-pierreboucher/apps/crea-ka/creaka/connectors/apify_social.py","old_string":" metrics[self._stamp_key] = now_iso() # tampon d'enrichissement propre\n acc.metrics.update(metrics)","new_string":" metrics[self._stamp_key] = now_iso() # tampon d'enrichissement propre\n acc.metrics.pop(f\"{self.source_id}_miss\", None) # ressuscité\n acc.metrics.update(metrics)"},"caller":{"type":"direct"}}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":425,"cache_read_input_tokens":99565,"cache_creation":{"ephemeral_5m_input_tokens":425,"ephemeral_1h_input_tokens":0},"output_tokens":5,"service_tier":"standard","inference_geo":"global"},"context_management":null},"parent_tool_use_id":null,"session_id":"eb002d3d-a873-4cca-9361-cb2467df7353","uuid":"e1b37126-0b98-466e-932c-83e589d9c617"}}187{"type":"claude","event":{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_017uhFdkjUiG33azaNWTFWm2","type":"tool_result","content":"The file /Users/simon-pierreboucher/apps/crea-ka/creaka/connectors/apify_social.py has been updated successfully."}]},"parent_tool_use_id":null,"session_id":"eb002d3d-a873-4cca-9361-cb2467df7353","uuid":"01ac9ffd-8e52-4c8d-ac3f-c921dab05032","timestamp":"2026-08-21T15:43:22.675Z","tool_use_result":{"filePath":"/Users/simon-pierreboucher/apps/crea-ka/creaka/connectors/apify_social.py","oldString":" metrics[self._stamp_key] = now_iso() # tampon d'enrichissement propre\n acc.metrics.update(metrics)","newString":" metrics[self._stamp_key] = now_iso() # tampon d'enrichissement propre\n acc.metrics.pop(f\"{self.source_id}_miss\", None) # ressuscité\n acc.metrics.update(metrics)","originalFile":"# ==============================================================================\n# Author: Simon-Pierre Boucher <contact@spboucher.ai>\n# File: creaka/connectors/apify_social.py\n# Desc: Connecteurs Apify MAISON — acteurs KA (~/Desktop/ka-apify-actors,\n# compte gorgeous_thistle) exécutés sur la plateforme Apify avec proxy\n# RÉSIDENTIEL : enrichissement ULTRA DÉTAILLÉ (abonnés, bio, badges,\n# contenu récent avec métriques, engagement) pour Instagram, TikTok,\n# X, Facebook, Threads et Snapchat + découverte Instagram (topsearch).\n# Un passage = UN run d'acteur par plateforme (lot de handles), au lieu\n# d'une requête Scrapfly par profil — moins cher, plus fiable (IP\n# résidentielles + empreinte TLS Chrome côté acteur).\n# ==============================================================================\n\"\"\"Enrichissement multi-plateforme via les acteurs Apify KA.\n\nChaque connecteur d'enrichissement :\n1. sélectionne les comptes de SA plateforme dont `last_checked` est plus vieux\n que `revisit_days` (rotation douce = maîtrise du coût proxy) ;\n2. lance l'acteur `gorgeous_thistle/ka-<plateforme>` avec le lot de handles\n (proxy résidentiel Apify forcé) et attend le dataset ;\n3. applique aux fiches : abonnés/badge (§13), métriques étendues + CONTENU\n récent (posts/vidéos/tweets avec likes, commentaires, vues) dans\n `account.metrics`, avatar/bio manquants, liens de bio → `cross_link` (§12.1).\n\nNécessite APIFY_TOKEN (.env). Sans clé : SkipSource propre (§16/§18).\nUniquement des profils PUBLICS (§15) ; un profil privé/introuvable est ignoré.\n\"\"\"\nfrom __future__ import annotations\n\nimport os\nimport random\nimport time\nfrom concurrent.futures import ThreadPoolExecutor, as_completed\nfrom datetime import datetime, timedelta, timezone\n\nimport requests\n\nfrom ..identity import account, merge_accounts\nfrom ..normalize import parse_count, platform_from_url\nfrom ..schema import Creator, now_iso\nfrom .base import BaseConnector, SkipSource\nfrom .linkinbio import is_supported as is_linkinbio\n\nAPIFY_API = \"https://api.apify.com/v2\"\nACTOR_OWNER = \"gorgeous_thistle\"\nRESIDENTIAL = {\"useApifyProxy\": True, \"apifyProxyGroups\": [\"RESIDENTIAL\"]}\n\n# erreurs DÉFINITIVES des acteurs (handle mort, profil privé, mur de login…) :\n# on tamponne le compte quand même pour qu'il ne soit re-sondé qu'à la rotation\n# `revisit_days`, au lieu d'être re-payé chaque jour en pure perte. Les erreurs\n# transitoires (429, 5xx, shell, proxy) ne sont PAS tamponnées → re-tentées.\nMISS_PREFIXES = (\"user_not_found\", \"private\", \"not_found\", \"no_profile\",\n \"no_channel\", \"login_wall\", \"invite_invalide\", \"http_404\",\n \"wall_\")\n\n# --- parallélisme : on dispose de 256 Go de RAM Apify → au lieu d'UN run à\n# 1 Go, on éclate le lot en tranches lancées EN PARALLÈLE, chacune avec plus de\n# mémoire (donc plus de CPU/vCPU côté Apify) et une concurrence interne accrue.\n# profil « max parallélisme » : ces acteurs sont I/O-bound (requêtes proxy),\n# donc BEAUCOUP de petits runs > peu de gros runs. 32 × 2 Go = 64 Go de pointe\n# (large sous les 256 Go / 128 runs concurrents du plan).\nSHARD_SIZE = int(os.environ.get(\"APIFY_SHARD_SIZE\", \"60\")) # handles / run\nMAX_SHARDS = int(os.environ.get(\"APIFY_MAX_SHARDS\", \"32\")) # runs simultanés\nRUN_MEMORY_MB = int(os.environ.get(\"APIFY_RUN_MEMORY_MB\", \"2048\")) # /run\nRUN_CONCURRENCY = int(os.environ.get(\"APIFY_RUN_CONCURRENCY\", \"10\")) # interne (max 10)\n# rafraîchissement : un compte est re-sondé s'il n'a pas été enrichi depuis\n# REVISIT_DAYS jours. Le watch quotidien couvre ainsi TOUT le bassin en ≤ N j.\nREVISIT_DAYS = int(os.environ.get(\"APIFY_REVISIT_DAYS\", \"7\"))\n# passage FORCÉ (APIFY_FORCE=1) : ignore fraîcheur ET caps — couvre TOUT le\n# bassin de chaque plateforme en un seul passage (rattrapage de couverture)\nFORCE_PASS = os.environ.get(\"APIFY_FORCE\", \"\") == \"1\"\n\n\ndef _token() -> str:\n token = os.environ.get(\"APIFY_TOKEN\")\n if not token:\n raise SkipSource(\"APIFY_TOKEN manquant (voir .env)\")\n return token\n\n\ndef _launch(name: str, run_input: dict, memory_mb: int,\n retries: int = 6) -> str:\n \"\"\"Démarre un run. Retry sur 400/429 (limite mémoire concurrente atteinte :\n elle se libère quand d'autres tranches terminent) avec backoff.\"\"\"\n headers = {\"Authorization\": f\"Bearer {_token()}\"}\n for attempt in range(retries):\n resp = requests.post(\n f\"{APIFY_API}/acts/{ACTOR_OWNER}~{name}/runs\",\n json=run_input, headers=headers,\n params={\"memory\": memory_mb}, timeout=60)\n if resp.status_code in (400, 429, 402) or resp.status_code >= 500:\n if attempt < retries - 1:\n # backoff + jitter : désynchronise les tranches (évite le\n # lockstep où toutes redemandent la RAM au même instant)\n time.sleep(min(60, 8 * (attempt + 1)) + random.uniform(0, 6))\n continue\n resp.raise_for_status()\n return resp.json()[\"data\"][\"id\"]\n resp.raise_for_status()\n return resp.json()[\"data\"][\"id\"]\n\n\ndef _await_items(run_id: str, name: str, timeout_s: int) -> list[dict]:\n headers = {\"Authorization\": f\"Bearer {_token()}\"}\n t0 = time.time()\n while True:\n time.sleep(15)\n r = requests.get(f\"{APIFY_API}/actor-runs/{run_id}\",\n headers=headers, timeout=60)\n r.raise_for_status()\n status = r.json()[\"data\"]\n if status[\"status\"] in (\"SUCCEEDED\", \"FAILED\", \"ABORTED\", \"TIMED-OUT\"):\n break\n if time.time() - t0 > timeout_s:\n requests.post(f\"{APIFY_API}/actor-runs/{run_id}/abort\",\n headers=headers, timeout=60)\n raise RuntimeError(f\"acteur {name} : délai {timeout_s}s dépassé\")\n if status[\"status\"] != \"SUCCEEDED\":\n raise RuntimeError(f\"acteur {name} : run {status['status']}\")\n dataset = status[\"defaultDatasetId\"]\n items: list[dict] = []\n offset = 0\n while True:\n r = requests.get(f\"{APIFY_API}/datasets/{dataset}/items\",\n params={\"offset\": offset, \"limit\": 1000,\n \"clean\": \"true\"},\n headers=headers, timeout=120)\n r.raise_for_status()\n chunk = r.json()\n items.extend(chunk)\n if len(chunk) < 1000:\n return items\n offset += 1000\n\n\ndef run_actor(name: str, run_input: dict, *, timeout_s: int = 2400,\n memory_mb: int = RUN_MEMORY_MB) -> list[dict]:\n \"\"\"Un seul run (recherche, petit lot).\"\"\"\n return _await_items(_launch(name, run_input, memory_mb), name, timeout_s)\n\n\ndef run_actor_sharded(name: str, base_input: dict, usernames: list[str], *,\n timeout_s: int = 2400,\n shard_size: int = SHARD_SIZE,\n max_shards: int = MAX_SHARDS,\n memory_mb: int = RUN_MEMORY_MB) -> list[dict]:\n \"\"\"Éclate `usernames` en tranches lancées EN PARALLÈLE sur Apify.\n\n Chaque tranche = un run indépendant (mémoire dédiée → plus de CPU). On\n plafonne à `max_shards` runs simultanés (256 Go de RAM = large marge :\n 12 × 4 Go = 48 Go). Les datasets sont fusionnés. Une tranche qui échoue\n n'annule pas les autres.\n \"\"\"\n if not usernames:\n return []\n n = max(1, min(max_shards,\n (len(usernames) + shard_size - 1) // shard_size))\n shards = [usernames[i::n] for i in range(n)] # répartition équilibrée\n items: list[dict] = []\n with ThreadPoolExecutor(max_workers=n) as pool:\n futs = {pool.submit(run_actor, name,\n {**base_input, \"usernames\": shard},\n timeout_s=timeout_s, memory_mb=memory_mb): i\n for i, shard in enumerate(shards) if shard}\n for fut in as_completed(futs):\n try:\n items.extend(fut.result())\n except Exception as exc: # une tranche morte ne bloque pas le reste\n print(f\"[crea-ka] {name} tranche {futs[fut]} échouée : {exc}\")\n return items\n\n\nclass _ApifySocialEnrich(BaseConnector):\n \"\"\"Base commune des enrichissements Apify (un acteur par plateforme).\"\"\"\n\n kind = \"enrichment\"\n platform = \"\" # plateforme canonique (§6.2)\n actor = \"\" # nom court de l'acteur (ka-instagram…)\n cap = 3000 # comptes max par passage (shardé en parallèle)\n revisit_days = REVISIT_DAYS # re-sonde hebdo par défaut (env APIFY_REVISIT_DAYS)\n content_key = \"\" # clé du contenu récent dans l'item acteur\n # clés d'item copiées telles quelles dans account.metrics si non nulles\n metric_map: dict[str, str] = {}\n\n @property\n def _stamp_key(self) -> str:\n # tampon PROPRE au connecteur : quand CE connecteur a enrichi ce compte.\n # On ne se base PAS sur acc.last_checked, re-tamponné par la découverte\n # (kick-decouverte etc.) même sans enrichissement → fausse fraîcheur.\n return f\"{self.source_id}_at\"\n\n def _stale(self, acc) -> bool:\n if FORCE_PASS:\n return True\n stamp = (acc.metrics or {}).get(self._stamp_key)\n if not stamp:\n return True\n try:\n seen = datetime.fromisoformat(str(stamp).replace(\"Z\", \"+00:00\"))\n except ValueError:\n return True\n return (datetime.now(timezone.utc) - seen\n > timedelta(days=self.revisit_days))\n\n def extra_input(self) -> dict:\n return {}\n\n def target_of(self, acc) -> str:\n \"\"\"Valeur envoyée à l'acteur pour ce compte (défaut : le handle).\n\n Certaines plateformes exigent autre chose que le handle minusculé —\n ex. Discord, dont le code d'invitation est SENSIBLE À LA CASSE et doit\n être repris depuis l'URL. Le rapprochement se fait ensuite en\n minuscules des deux côtés.\n \"\"\"\n return acc.handle\n\n def enrich(self, creators: list[Creator]) -> list[Creator]:\n targets: dict[str, list] = {}\n for cr in creators:\n acc = next((a for a in cr.platforms\n if a.platform == self.platform and a.handle), None)\n if acc is None or not self._stale(acc):\n continue\n targets.setdefault(self.target_of(acc), []).append((cr, acc))\n if not FORCE_PASS and len(targets) >= self.cap:\n break\n if not targets:\n return []\n items = run_actor_sharded(\n self.actor,\n {\"proxyConfiguration\": RESIDENTIAL,\n \"concurrency\": RUN_CONCURRENCY,\n **self.extra_input()},\n sorted(targets),\n # passage forcé : tranches plus grosses (bassin entier / 32 runs)\n # → délai par run élargi en proportion\n timeout_s=7200 if FORCE_PASS else 2400)\n by_handle = {str(it.get(\"username\") or \"\").lower(): it\n for it in items if it.get(\"kind\") == \"profile\"}\n enriched: list[Creator] = []\n self.errors = 0\n for handle, pairs in targets.items():\n it = by_handle.get(handle.lower())\n if it is None:\n continue\n if not it.get(\"found\"):\n err = str(it.get(\"error\", \"\"))\n if err.startswith((\"http_5\", \"shell\")):\n self.errors += 1\n elif err.startswith(MISS_PREFIXES):\n for cr, acc in pairs: # miss définitif → rotation douce\n acc.metrics[self._stamp_key] = now_iso()\n acc.metrics[f\"{self.source_id}_miss\"] = err\n enriched.append(cr)\n continue\n for cr, acc in pairs:\n self.apply(cr, acc, it)\n enriched.append(cr)\n return enriched\n\n # -- application aux fiches ------------------------------------------------\n def apply(self, cr: Creator, acc, it: dict) -> None:\n acc.followers = parse_count(it.get(\"followers\")) or acc.followers\n if it.get(\"is_verified\") is not None:\n acc.verified = bool(it[\"is_verified\"])\n acc.last_checked = now_iso()\n metrics = {dst: it.get(src) for src, dst in self.metric_map.items()\n if it.get(src) is not None}\n if self.content_key and it.get(self.content_key):\n metrics[self.content_key] = it[self.content_key][:12]\n # images du profil : avatar/bannière conservés PAR COMPTE (affichage\n # par plateforme + chaîne de repli côté frontend)\n for img_key in (\"avatar\", \"banner\"):\n if it.get(img_key):\n metrics[img_key] = it[img_key]\n metrics[self._stamp_key] = now_iso() # tampon d'enrichissement propre\n acc.metrics.update(metrics)\n # avatar/bannière de la FICHE : rafraîchis à chaque passage depuis la\n # plateforme principale (les URLs CDN signées expirent — ex. Instagram) ;\n # sinon on remplit seulement les manquants\n if it.get(\"avatar\") and (not cr.avatar_url\n or acc.platform == cr.primary_platform):\n cr.avatar_url = it[\"avatar\"]\n if it.get(\"banner\") and (not getattr(cr, \"banner_url\", None)\n or acc.platform == cr.primary_platform):\n cr.banner_url = it[\"banner\"]\n if not cr.bio and it.get(\"biography\"):\n cr.bio = it[\"biography\"]\n self.cross_links(cr, it)\n\n def cross_links(self, cr: Creator, it: dict) -> None:\n \"\"\"Liens de bio → link-in-bio ou compte `cross_link` (§12.1).\"\"\"\n for url in self.bio_urls(it):\n url = (url or \"\").strip()\n if url and not url.startswith(\"http\"):\n url = \"https://\" + url\n if not url:\n continue\n if is_linkinbio(url) and not cr.link_in_bio_url:\n cr.link_in_bio_url = url\n continue\n hit = platform_from_url(url)\n if hit and hit[0] != self.platform:\n cr.platforms = merge_accounts(cr.platforms, [\n account(hit[0], hit[1], \"cross_link\",\n url=url).finalize()])\n\n def bio_urls(self, it: dict) -> list[str]:\n return []\n\n\nclass ApifyInstagram(_ApifySocialEnrich):\n source_id = \"instagram-apify\"\n platform = \"instagram\"\n actor = \"ka-instagram\"\n cap = 1800\n content_key = \"recent_posts\"\n metric_map = {\"following\": \"following\", \"posts_count\": \"posts\",\n \"category\": \"category\", \"is_business\": \"is_business\",\n \"business_category\": \"business_category\",\n \"highlight_reels\": \"highlight_reels\",\n \"pronouns\": \"pronouns\", \"bio_links\": \"bio_links\",\n \"avg_likes\": \"avg_likes\", \"avg_comments\": \"avg_comments\",\n \"avg_video_views\": \"avg_video_views\",\n \"engagement_rate_pct\": \"engagement_rate_pct\",\n \"posts_per_week\": \"posts_per_week\",\n \"last_post_at\": \"last_post_at\",\n \"video_share_pct\": \"video_share_pct\",\n \"top_post\": \"top_post\"}\n\n def bio_urls(self, it: dict) -> list[str]:\n return [it.get(\"external_url\") or \"\"] + (it.get(\"bio_links\") or [])\n\n def apply(self, cr, acc, it):\n super().apply(cr, acc, it)\n related = [r.get(\"username\") for r in (it.get(\"related_profiles\")\n or []) if r.get(\"username\")]\n if related: # matière première de découvertes futures (§12.1 mention)\n acc.metrics[\"related_profiles\"] = related[:10]\n\n\nclass ApifyTikTok(_ApifySocialEnrich):\n source_id = \"tiktok-apify\"\n platform = \"tiktok\"\n actor = \"ka-tiktok\"\n cap = 1800\n content_key = \"recent_videos\"\n metric_map = {\"following\": \"following\", \"total_likes\": \"likes\",\n \"videos_count\": \"videos\", \"region\": \"region\",\n \"friends\": \"friends\", \"is_seller\": \"is_seller\",\n \"is_live_now\": \"is_live_now\",\n \"commerce_category\": \"commerce_category\",\n \"account_created_at\": \"account_created_at\",\n \"avg_views\": \"avg_views\", \"avg_likes\": \"avg_likes\",\n \"avg_comments\": \"avg_comments\", \"avg_shares\": \"avg_shares\",\n \"engagement_rate_pct\": \"engagement_rate_pct\",\n \"videos_per_week\": \"videos_per_week\",\n \"last_video_at\": \"last_video_at\",\n \"top_hashtags\": \"top_hashtags\", \"language\": \"language\",\n \"top_video\": \"top_video\"}\n\n def bio_urls(self, it: dict) -> list[str]:\n return [it.get(\"bio_link\") or \"\"]\n\n\nclass ApifyX(_ApifySocialEnrich):\n source_id = \"x-apify\"\n platform = \"x\"\n actor = \"ka-x\"\n cap = 1800\n content_key = \"recent_tweets\"\n metric_map = {\"following\": \"following\", \"tweets_count\": \"tweets\",\n \"location\": \"location\", \"created_at\": \"created_at\",\n \"listed_count\": \"listed\", \"account_age_days\": \"account_age_days\",\n \"avg_likes\": \"avg_likes\", \"avg_retweets\": \"avg_retweets\",\n \"avg_replies\": \"avg_replies\",\n \"engagement_rate_pct\": \"engagement_rate_pct\",\n \"tweets_per_week\": \"tweets_per_week\",\n \"last_tweet_at\": \"last_tweet_at\",\n \"media_share_pct\": \"media_share_pct\",\n \"reply_share_pct\": \"reply_share_pct\",\n \"is_blue_verified\": \"is_blue_verified\",\n \"likes_given\": \"likes_given\", \"website\": \"website\",\n \"top_hashtags\": \"top_hashtags\", \"top_tweet\": \"top_tweet\"}\n\n def extra_input(self) -> dict:\n return {\"maxTweets\": 20}\n\n def bio_urls(self, it: dict) -> list[str]:\n return [it.get(\"website\") or \"\"]\n\n\nclass ApifyFacebook(_ApifySocialEnrich):\n source_id = \"facebook-apify\"\n platform = \"facebook\"\n actor = \"ka-facebook\"\n cap = 400\n revisit_days = 7\n metric_map = {\"category\": \"category\"}\n\n\nclass ApifyThreads(_ApifySocialEnrich):\n source_id = \"threads-apify\"\n platform = \"threads\"\n actor = \"ka-threads\"\n cap = 60\n revisit_days = 7\n content_key = \"recent_posts\"\n metric_map = {\"avg_likes\": \"avg_likes\", \"top_post\": \"top_post\"}\n\n\nclass ApifySnapchat(_ApifySocialEnrich):\n source_id = \"snapchat-apify\"\n platform = \"snapchat\"\n actor = \"ka-snapchat\"\n cap = 60\n revisit_days = 7\n metric_map = {\"category\": \"category\", \"has_story\": \"has_story\",\n \"has_spotlight\": \"has_spotlight\", \"address\": \"address\",\n \"subcategory\": \"subcategory\",\n \"publisher_type\": \"publisher_type\",\n \"story_snaps_count\": \"story_snaps\",\n \"lenses_count\": \"lenses\",\n \"story_previews\": \"story_previews\",\n \"spotlight_previews\": \"spotlight_previews\",\n \"website\": \"website\",\n \"spotlight_highlights_count\": \"spotlight_highlights\"}\n\n def bio_urls(self, it: dict) -> list[str]:\n return [it.get(\"website\") or \"\"]\n\n\nclass ApifyYouTube(_ApifySocialEnrich):\n source_id = \"youtube-apify\"\n platform = \"youtube\"\n actor = \"ka-youtube\"\n cap = 1800\n content_key = \"recent_videos\"\n metric_map = {\"videos_count\": \"videos\", \"country\": \"country\",\n \"keywords\": \"keywords\", \"channel_id\": \"channel_id\",\n \"avg_views\": \"avg_views\", \"top_video\": \"top_video\",\n \"total_views\": \"total_views\", \"joined_date\": \"joined_date\",\n \"external_links\": \"external_links\",\n \"last_video_published\": \"last_video_published\"}\n\n def bio_urls(self, it: dict) -> list[str]:\n # liens externes AUTO-DÉCLARÉS de la page À propos → cross_link (§12.1)\n return [ln.get(\"url\") or \"\" for ln in (it.get(\"external_links\") or [])\n if isinstance(ln, dict)]\n\n\nclass ApifyTwitch(_ApifySocialEnrich):\n source_id = \"twitch-apify\"\n platform = \"twitch\"\n actor = \"ka-twitch\"\n cap = 1200\n content_key = \"recent_videos\"\n metric_map = {\"is_partner\": \"is_partner\", \"is_affiliate\": \"is_affiliate\",\n \"team\": \"team\", \"created_at\": \"created_at\",\n \"is_live_now\": \"is_live_now\", \"live_viewers\": \"live_viewers\",\n \"live_game\": \"live_game\",\n \"last_broadcast_at\": \"last_broadcast_at\",\n \"last_broadcast_game\": \"last_broadcast_game\",\n \"last_broadcast_title\": \"last_broadcast_title\",\n \"live_title\": \"live_title\",\n \"live_thumbnail\": \"live_thumbnail\",\n \"avg_video_views\": \"avg_video_views\",\n \"social_links\": \"social_links\",\n \"recent_games\": \"recent_games\"}\n\n def bio_urls(self, it: dict) -> list[str]:\n # panneau « À propos » Twitch : liens sociaux AUTO-DÉCLARÉS (§12.1)\n return [ln.get(\"url\") or \"\" for ln in (it.get(\"social_links\") or [])\n if isinstance(ln, dict)]\n\n\nclass ApifyKick(_ApifySocialEnrich):\n source_id = \"kick-apify\"\n platform = \"kick\"\n actor = \"ka-kick\"\n cap = 600\n metric_map = {\"is_live_now\": \"is_live_now\", \"live_viewers\": \"live_viewers\",\n \"subscription_enabled\": \"subscription_enabled\",\n \"live_title\": \"live_title\",\n \"live_thumbnail\": \"live_thumbnail\",\n \"live_category\": \"live_category\",\n \"vod_enabled\": \"vod_enabled\",\n \"recent_categories\": \"recent_categories\"}\n\n def cross_links(self, cr: Creator, it: dict) -> None:\n \"\"\"Liens sociaux AUTO-DÉCLARÉS de la fiche Kick → cross_link (§12.1).\"\"\"\n socials = it.get(\"social_links\") or {}\n tmpl = {\"instagram\": \"https://instagram.com/{}\",\n \"twitter\": \"https://x.com/{}\",\n \"youtube\": \"https://youtube.com/{}\",\n \"tiktok\": \"https://www.tiktok.com/@{}\",\n \"facebook\": \"https://facebook.com/{}\",\n \"discord\": \"https://discord.gg/{}\"}\n for key, val in socials.items():\n val = (val or \"\").strip()\n if not val:\n continue\n url = val if val.startswith(\"http\") else \\\n tmpl.get(key, \"{}\").format(val.lstrip(\"@\"))\n hit = platform_from_url(url)\n if hit and hit[0] != self.platform:\n cr.platforms = merge_accounts(cr.platforms, [\n account(hit[0], hit[1], \"cross_link\",\n url=url).finalize()])\n\n\nclass ApifyOnlyFans(_ApifySocialEnrich):\n source_id = \"onlyfans-apify\"\n platform = \"onlyfans\"\n actor = \"ka-onlyfans\"\n cap = 100\n revisit_days = 7\n metric_map = {\"posts_count\": \"posts\", \"photos_count\": \"photos\",\n \"videos_count\": \"videos\", \"likes\": \"likes\",\n \"streams_count\": \"streams\",\n \"subscribe_price_usd\": \"subscribe_price_usd\",\n \"is_free\": \"is_free\", \"location\": \"location\"}\n\n def bio_urls(self, it: dict) -> list[str]:\n return [it.get(\"website\") or \"\"]\n\n\nclass ApifyFansly(_ApifySocialEnrich):\n source_id = \"fansly-apify\"\n platform = \"fansly\"\n actor = \"ka-fansly\"\n cap = 600\n revisit_days = 7\n metric_map = {\"posts_count\": \"posts\", \"images_count\": \"images\",\n \"videos_count\": \"videos\", \"likes\": \"likes\",\n \"following\": \"following\", \"location\": \"location\"}\n\n\nclass ApifyPatreon(_ApifySocialEnrich):\n source_id = \"patreon-apify\"\n platform = \"patreon\"\n actor = \"ka-patreon\"\n cap = 400\n revisit_days = 7\n metric_map = {\"patrons\": \"patrons\", \"posts_count\": \"posts\",\n \"is_monthly\": \"is_monthly\", \"is_nsfw\": \"is_nsfw\",\n \"creation_name\": \"creation_name\",\n \"social_links\": \"social_links\"}\n\n def bio_urls(self, it: dict) -> list[str]:\n # liens sociaux AUTO-DÉCLARÉS de la campagne Patreon → cross_link\n return list((it.get(\"social_links\") or {}).values())\n\n\nclass ApifyDiscord(_ApifySocialEnrich):\n source_id = \"discord-apify\"\n platform = \"discord\"\n actor = \"ka-discord\"\n cap = 400\n revisit_days = 7\n metric_map = {\"members\": \"members\", \"online\": \"online\", \"boosts\": \"boosts\",\n \"partnered\": \"partnered\", \"guild_id\": \"guild_id\",\n \"channel\": \"channel\", \"splash\": \"splash\",\n \"vanity_url_code\": \"vanity_url_code\"}\n\n def target_of(self, acc) -> str:\n \"\"\"Code d'invitation SENSIBLE À LA CASSE, repris de l'URL (pas du\n handle minusculé) : discord.gg/<CODE> ou discord.com/invite/<CODE>.\"\"\"\n url = acc.url or \"\"\n for sep in (\"discord.gg/\", \"discord.com/invite/\", \"/invite/\"):\n if sep in url:\n return url.split(sep, 1)[1].split(\"/\")[0].split(\"?\")[0]\n return acc.handle\n\n\n# --- découverte Instagram (topsearch, mots-clés QC) ---------------------------\n\n# thèmes × marqueurs QC — mêmes familles que youtube-recherche, adaptées à la\n# recherche d'UTILISATEURS Instagram (courtes, telles qu'on tape dans l'app)\n_THEMES = [\"humoriste\", \"gamer\", \"gaming\", \"maquillage\", \"beauté\", \"fitness\",\n \"cuisine\", \"chef\", \"mode\", \"voyage\", \"musique\", \"chanteuse\",\n \"chanteur\", \"danse\", \"maman\", \"papa\", \"plein air\", \"chasse\",\n \"pêche\", \"photographe\", \"artiste\", \"peintre\", \"tatoueur\",\n \"coiffure\", \"esthétique\", \"auto\", \"moto\", \"déco\", \"immobilier\",\n \"entrepreneure\", \"podcast\", \"comédien\", \"comédienne\", \"drag\",\n \"twitch\", \"youtubeur\", \"youtubeuse\", \"tiktokeuse\", \"influenceuse\",\n \"créateur de contenu\", \"créatrice de contenu\"]\n_MARKERS = [\"québec\", \"qc\", \"montréal\", \"mtl\"]\n\n\nclass InstagramDecouverteApify(BaseConnector):\n \"\"\"Découverte Instagram par recherche de mots-clés QC (acteur ka-instagram).\n\n L'endpoint topsearch du web public retourne les meilleurs comptes pour un\n mot-clé (nom, handle, abonnés approximatifs, badge). Requêtes tournantes\n (~40/passage sur ~160 combinaisons) pour accumuler sans re-payer les mêmes\n résultats chaque jour. Signal : profil_source (0.98) — le compte découvert\n EST la source de la fiche.\n \"\"\"\n\n source_id = \"instagram-decouverte\"\n kind = \"discovery\"\n queries_per_pass = 40\n\n def build_queries(self) -> list[str]:\n combos = [f\"{t} {m}\" for t in _THEMES for m in _MARKERS]\n day = datetime.now(timezone.utc).timetuple().tm_yday\n start = (day * self.queries_per_pass) % len(combos)\n rotated = combos[start:] + combos[:start]\n return rotated[:self.queries_per_pass]\n\n def fetch(self) -> list[Creator]:\n # NOTE 2026-08-18 : l'endpoint topsearch du web public exige désormais\n # une session authentifiée (401 « Server Error » depuis toute IP non\n # connectée). La découverte par mots-clés est donc suspendue proprement\n # jusqu'à ce qu'une voie publique existe ; l'enrichissement Instagram\n # (instagram-apify) alimente `related_profiles` comme graine future.\n raise SkipSource(\"topsearch Instagram exige une session connectée \"\n \"(voie publique fermée le 2026-08-18)\")\n items = run_actor(\"ka-instagram\", { # noqa: unreachable (repli futur)\n \"usernames\": [],\n \"queries\": self.build_queries(),\n \"proxyConfiguration\": RESIDENTIAL,\n })\n creators: list[Creator] = []\n seen: set[str] = set()\n for it in items:\n if it.get(\"kind\") != \"search_user\" or not it.get(\"username\"):\n continue\n handle = str(it[\"username\"]).lower()\n if handle in seen:\n continue\n seen.add(handle)\n acc = account(\"instagram\", handle, \"profil_source\",\n followers=parse_count(it.get(\"followers\")),\n verified=it.get(\"is_verified\"),\n url=f\"https://www.instagram.com/{handle}/\")\n creators.append(Creator(\n source=self.source_id,\n external_id=handle,\n display_name=it.get(\"full_name\") or handle,\n avatar_url=it.get(\"avatar\") or None,\n platforms=[acc],\n notes=f\"découvert via recherche Instagram « {it.get('query')} »\",\n ))\n return creators\n","structuredPatch":[{"oldStart":274,"oldLines":6,"newStart":274,"newLines":7,"lines":[" if it.get(img_key):"," metrics[img_key] = it[img_key]"," metrics[self._stamp_key] = now_iso() # tampon d'enrichissement propre","+ acc.metrics.pop(f\"{self.source_id}_miss\", None) # ressuscité"," acc.metrics.update(metrics)"," # avatar/bannière de la FICHE : rafraîchis à chaque passage depuis la"," # plateforme principale (les URLs CDN signées expirent — ex. 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Sans clé : SkipSource propre (§16/§18).\nUniquement des profils PUBLICS (§15) ; un profil privé/introuvable est ignoré.\n\"\"\"\nfrom __future__ import annotations\n\nimport os\nimport random\nimport time\nfrom concurrent.futures import ThreadPoolExecutor, as_completed\nfrom datetime import datetime, timedelta, timezone\n\nimport requests\n\nfrom ..identity import account, merge_accounts\nfrom ..normalize import parse_count, platform_from_url\nfrom ..schema import Creator, now_iso\nfrom .base import BaseConnector, SkipSource\nfrom .linkinbio import is_supported as is_linkinbio\n\nAPIFY_API = \"https://api.apify.com/v2\"\nACTOR_OWNER = \"gorgeous_thistle\"\nRESIDENTIAL = {\"useApifyProxy\": True, \"apifyProxyGroups\": [\"RESIDENTIAL\"]}\n\n# erreurs DÉFINITIVES des acteurs (handle mort, profil privé, mur de login…) :\n# on tamponne le compte quand même pour qu'il ne soit re-sondé qu'à la rotation\n# `revisit_days`, au lieu d'être re-payé chaque jour en pure perte. Les erreurs\n# transitoires (429, 5xx, shell, proxy) ne sont PAS tamponnées → re-tentées.\nMISS_PREFIXES = (\"user_not_found\", \"private\", \"not_found\", \"no_profile\",\n \"no_channel\", \"login_wall\", \"invite_invalide\", \"http_404\",\n \"wall_\")\n\n# --- parallélisme : on dispose de 256 Go de RAM Apify → au lieu d'UN run à\n# 1 Go, on éclate le lot en tranches lancées EN PARALLÈLE, chacune avec plus de\n# mémoire (donc plus de CPU/vCPU côté Apify) et une concurrence interne accrue.\n# profil « max parallélisme » : ces acteurs sont I/O-bound (requêtes proxy),\n# donc BEAUCOUP de petits runs > peu de gros runs. 32 × 2 Go = 64 Go de pointe\n# (large sous les 256 Go / 128 runs concurrents du plan).\nSHARD_SIZE = int(os.environ.get(\"APIFY_SHARD_SIZE\", \"60\")) # handles / run\nMAX_SHARDS = int(os.environ.get(\"APIFY_MAX_SHARDS\", \"32\")) # runs simultanés\nRUN_MEMORY_MB = int(os.environ.get(\"APIFY_RUN_MEMORY_MB\", \"2048\")) # /run\nRUN_CONCURRENCY = int(os.environ.get(\"APIFY_RUN_CONCURRENCY\", \"10\")) # interne (max 10)\n# rafraîchissement : un compte est re-sondé s'il n'a pas été enrichi depuis\n# REVISIT_DAYS jours. Le watch quotidien couvre ainsi TOUT le bassin en ≤ N j.\nREVISIT_DAYS = int(os.environ.get(\"APIFY_REVISIT_DAYS\", \"7\"))\n# passage FORCÉ (APIFY_FORCE=1) : ignore fraîcheur ET caps — couvre TOUT le\n# bassin de chaque plateforme en un seul passage (rattrapage de couverture)\nFORCE_PASS = os.environ.get(\"APIFY_FORCE\", \"\") == \"1\"\n\n\ndef _token() -> str:\n token = os.environ.get(\"APIFY_TOKEN\")\n if not token:\n raise SkipSource(\"APIFY_TOKEN manquant (voir .env)\")\n return token\n\n\ndef _launch(name: str, run_input: dict, memory_mb: int,\n retries: int = 6) -> str:\n \"\"\"Démarre un run. Retry sur 400/429 (limite mémoire concurrente atteinte :\n elle se libère quand d'autres tranches terminent) avec backoff.\"\"\"\n headers = {\"Authorization\": f\"Bearer {_token()}\"}\n for attempt in range(retries):\n resp = requests.post(\n f\"{APIFY_API}/acts/{ACTOR_OWNER}~{name}/runs\",\n json=run_input, headers=headers,\n params={\"memory\": memory_mb}, timeout=60)\n if resp.status_code in (400, 429, 402) or resp.status_code >= 500:\n if attempt < retries - 1:\n # backoff + jitter : désynchronise les tranches (évite le\n # lockstep où toutes redemandent la RAM au même instant)\n time.sleep(min(60, 8 * (attempt + 1)) + random.uniform(0, 6))\n continue\n resp.raise_for_status()\n return resp.json()[\"data\"][\"id\"]\n resp.raise_for_status()\n return resp.json()[\"data\"][\"id\"]\n\n\ndef _await_items(run_id: str, name: str, timeout_s: int) -> list[dict]:\n headers = {\"Authorization\": f\"Bearer {_token()}\"}\n t0 = time.time()\n while True:\n time.sleep(15)\n r = requests.get(f\"{APIFY_API}/actor-runs/{run_id}\",\n headers=headers, timeout=60)\n r.raise_for_status()\n status = r.json()[\"data\"]\n if status[\"status\"] in (\"SUCCEEDED\", \"FAILED\", \"ABORTED\", \"TIMED-OUT\"):\n break\n if time.time() - t0 > timeout_s:\n requests.post(f\"{APIFY_API}/actor-runs/{run_id}/abort\",\n headers=headers, timeout=60)\n raise RuntimeError(f\"acteur {name} : délai {timeout_s}s dépassé\")\n if status[\"status\"] != \"SUCCEEDED\":\n raise RuntimeError(f\"acteur {name} : run {status['status']}\")\n dataset = status[\"defaultDatasetId\"]\n items: list[dict] = []\n offset = 0\n while True:\n r = requests.get(f\"{APIFY_API}/datasets/{dataset}/items\",\n params={\"offset\": offset, \"limit\": 1000,\n \"clean\": \"true\"},\n headers=headers, timeout=120)\n r.raise_for_status()\n chunk = r.json()\n items.extend(chunk)\n if len(chunk) < 1000:\n return items\n offset += 1000\n\n\ndef run_actor(name: str, run_input: dict, *, timeout_s: int = 2400,\n memory_mb: int = RUN_MEMORY_MB) -> list[dict]:\n \"\"\"Un seul run (recherche, petit lot).\"\"\"\n return _await_items(_launch(name, run_input, memory_mb), name, timeout_s)\n\n\ndef run_actor_sharded(name: str, base_input: dict, usernames: list[str], *,\n timeout_s: int = 2400,\n shard_size: int = SHARD_SIZE,\n max_shards: int = MAX_SHARDS,\n memory_mb: int = RUN_MEMORY_MB) -> list[dict]:\n \"\"\"Éclate `usernames` en tranches lancées EN PARALLÈLE sur Apify.\n\n Chaque tranche = un run indépendant (mémoire dédiée → plus de CPU). On\n plafonne à `max_shards` runs simultanés (256 Go de RAM = large marge :\n 12 × 4 Go = 48 Go). Les datasets sont fusionnés. Une tranche qui échoue\n n'annule pas les autres.\n \"\"\"\n if not usernames:\n return []\n n = max(1, min(max_shards,\n (len(usernames) + shard_size - 1) // shard_size))\n shards = [usernames[i::n] for i in range(n)] # répartition équilibrée\n items: list[dict] = []\n with ThreadPoolExecutor(max_workers=n) as pool:\n futs = {pool.submit(run_actor, name,\n {**base_input, \"usernames\": shard},\n timeout_s=timeout_s, memory_mb=memory_mb): i\n for i, shard in enumerate(shards) if shard}\n for fut in as_completed(futs):\n try:\n items.extend(fut.result())\n except Exception as exc: # une tranche morte ne bloque pas le reste\n print(f\"[crea-ka] {name} tranche {futs[fut]} échouée : {exc}\")\n return items\n\n\nclass _ApifySocialEnrich(BaseConnector):\n \"\"\"Base commune des enrichissements Apify (un acteur par plateforme).\"\"\"\n\n kind = \"enrichment\"\n platform = \"\" # plateforme canonique (§6.2)\n actor = \"\" # nom court de l'acteur (ka-instagram…)\n cap = 3000 # comptes max par passage (shardé en parallèle)\n revisit_days = REVISIT_DAYS # re-sonde hebdo par défaut (env APIFY_REVISIT_DAYS)\n content_key = \"\" # clé du contenu récent dans l'item acteur\n # clés d'item copiées telles quelles dans account.metrics si non nulles\n metric_map: dict[str, str] = {}\n\n @property\n def _stamp_key(self) -> str:\n # tampon PROPRE au connecteur : quand CE connecteur a enrichi ce compte.\n # On ne se base PAS sur acc.last_checked, re-tamponné par la découverte\n # (kick-decouverte etc.) même sans enrichissement → fausse fraîcheur.\n return f\"{self.source_id}_at\"\n\n def _stale(self, acc) -> bool:\n if FORCE_PASS:\n return True\n stamp = (acc.metrics or {}).get(self._stamp_key)\n if not stamp:\n return True\n try:\n seen = datetime.fromisoformat(str(stamp).replace(\"Z\", \"+00:00\"))\n except ValueError:\n return True\n return (datetime.now(timezone.utc) - seen\n > timedelta(days=self.revisit_days))\n\n def extra_input(self) -> dict:\n return {}\n\n def target_of(self, acc) -> str:\n \"\"\"Valeur envoyée à l'acteur pour ce compte (défaut : le handle).\n\n Certaines plateformes exigent autre chose que le handle minusculé —\n ex. Discord, dont le code d'invitation est SENSIBLE À LA CASSE et doit\n être repris depuis l'URL. Le rapprochement se fait ensuite en\n minuscules des deux côtés.\n \"\"\"\n return acc.handle\n\n def enrich(self, creators: list[Creator]) -> list[Creator]:\n targets: dict[str, list] = {}\n for cr in creators:\n acc = next((a for a in cr.platforms\n if a.platform == self.platform and a.handle), None)\n if acc is None or not self._stale(acc):\n continue\n targets.setdefault(self.target_of(acc), []).append((cr, acc))\n if not FORCE_PASS and len(targets) >= self.cap:\n break\n if not targets:\n return []\n items = run_actor_sharded(\n self.actor,\n {\"proxyConfiguration\": RESIDENTIAL,\n \"concurrency\": RUN_CONCURRENCY,\n **self.extra_input()},\n sorted(targets),\n # passage forcé : tranches plus grosses (bassin entier / 32 runs)\n # → délai par run élargi en proportion\n timeout_s=7200 if FORCE_PASS else 2400)\n by_handle = {str(it.get(\"username\") or \"\").lower(): it\n for it in items if it.get(\"kind\") == \"profile\"}\n enriched: list[Creator] = []\n self.errors = 0\n for handle, pairs in targets.items():\n it = by_handle.get(handle.lower())\n if it is None:\n continue\n if not it.get(\"found\"):\n err = str(it.get(\"error\", \"\"))\n if err.startswith((\"http_5\", \"shell\")):\n self.errors += 1\n elif err.startswith(MISS_PREFIXES):\n for cr, acc in pairs: # miss définitif → rotation douce\n acc.metrics[self._stamp_key] = now_iso()\n acc.metrics[f\"{self.source_id}_miss\"] = err\n enriched.append(cr)\n continue\n for cr, acc in pairs:\n self.apply(cr, acc, it)\n enriched.append(cr)\n return enriched\n\n # -- application aux fiches ------------------------------------------------\n def apply(self, cr: Creator, acc, it: dict) -> None:\n acc.followers = parse_count(it.get(\"followers\")) or acc.followers\n if it.get(\"is_verified\") is not None:\n acc.verified = bool(it[\"is_verified\"])\n acc.last_checked = now_iso()\n metrics = {dst: it.get(src) for src, dst in self.metric_map.items()\n if it.get(src) is not None}\n if self.content_key and it.get(self.content_key):\n metrics[self.content_key] = it[self.content_key][:12]\n # images du profil : avatar/bannière conservés PAR COMPTE (affichage\n # par plateforme + chaîne de repli côté frontend)\n for img_key in (\"avatar\", \"banner\"):\n if it.get(img_key):\n metrics[img_key] = it[img_key]\n metrics[self._stamp_key] = now_iso() # tampon d'enrichissement propre\n acc.metrics.pop(f\"{self.source_id}_miss\", None) # ressuscité\n acc.metrics.update(metrics)\n # avatar/bannière de la FICHE : rafraîchis à chaque passage depuis la\n # plateforme principale (les URLs CDN signées expirent — ex. Instagram) ;\n # sinon on remplit seulement les manquants\n if it.get(\"avatar\") and (not cr.avatar_url\n or acc.platform == cr.primary_platform):\n cr.avatar_url = it[\"avatar\"]\n if it.get(\"banner\") and (not getattr(cr, \"banner_url\", None)\n or acc.platform == cr.primary_platform):\n cr.banner_url = it[\"banner\"]\n if not cr.bio and it.get(\"biography\"):\n cr.bio = it[\"biography\"]\n self.cross_links(cr, it)\n\n def cross_links(self, cr: Creator, it: dict) -> None:\n \"\"\"Liens de bio → link-in-bio ou compte `cross_link` (§12.1).\"\"\"\n for url in self.bio_urls(it):\n url = (url or \"\").strip()\n if url and not url.startswith(\"http\"):\n url = \"https://\" + url\n if not url:\n continue\n if is_linkinbio(url) and not cr.link_in_bio_url:\n cr.link_in_bio_url = url\n continue\n hit = platform_from_url(url)\n if hit and hit[0] != self.platform:\n cr.platforms = merge_accounts(cr.platforms, [\n account(hit[0], hit[1], \"cross_link\",\n url=url).finalize()])\n\n def bio_urls(self, it: dict) -> list[str]:\n return []\n\n\nclass ApifyInstagram(_ApifySocialEnrich):\n source_id = \"instagram-apify\"\n platform = \"instagram\"\n actor = \"ka-instagram\"\n cap = 1800\n content_key = \"recent_posts\"\n metric_map = {\"following\": \"following\", \"posts_count\": \"posts\",\n \"category\": \"category\", \"is_business\": \"is_business\",\n \"business_category\": \"business_category\",\n \"highlight_reels\": \"highlight_reels\",\n \"pronouns\": \"pronouns\", \"bio_links\": \"bio_links\",\n \"avg_likes\": \"avg_likes\", \"avg_comments\": \"avg_comments\",\n \"avg_video_views\": \"avg_video_views\",\n \"engagement_rate_pct\": \"engagement_rate_pct\",\n \"posts_per_week\": \"posts_per_week\",\n \"last_post_at\": \"last_post_at\",\n \"video_share_pct\": \"video_share_pct\",\n \"top_post\": \"top_post\"}\n\n def bio_urls(self, it: dict) -> list[str]:\n return [it.get(\"external_url\") or \"\"] + (it.get(\"bio_links\") or [])\n\n def apply(self, cr, acc, it):\n super().apply(cr, acc, it)\n related = [r.get(\"username\") for r in (it.get(\"related_profiles\")\n or []) if r.get(\"username\")]\n if related: # matière première de découvertes futures (§12.1 mention)\n acc.metrics[\"related_profiles\"] = related[:10]\n\n\nclass ApifyTikTok(_ApifySocialEnrich):\n source_id = \"tiktok-apify\"\n platform = \"tiktok\"\n actor = \"ka-tiktok\"\n cap = 1800\n content_key = \"recent_videos\"\n metric_map = {\"following\": \"following\", \"total_likes\": \"likes\",\n \"videos_count\": \"videos\", \"region\": \"region\",\n \"friends\": \"friends\", \"is_seller\": \"is_seller\",\n \"is_live_now\": \"is_live_now\",\n \"commerce_category\": \"commerce_category\",\n \"account_created_at\": \"account_created_at\",\n \"avg_views\": \"avg_views\", \"avg_likes\": \"avg_likes\",\n \"avg_comments\": \"avg_comments\", \"avg_shares\": \"avg_shares\",\n \"engagement_rate_pct\": \"engagement_rate_pct\",\n \"videos_per_week\": \"videos_per_week\",\n \"last_video_at\": \"last_video_at\",\n \"top_hashtags\": \"top_hashtags\", \"language\": \"language\",\n \"top_video\": \"top_video\"}\n\n def bio_urls(self, it: dict) -> list[str]:\n return [it.get(\"bio_link\") or \"\"]\n\n\nclass ApifyX(_ApifySocialEnrich):\n source_id = \"x-apify\"\n platform = \"x\"\n actor = \"ka-x\"\n cap = 1800\n content_key = \"recent_tweets\"\n metric_map = {\"following\": \"following\", \"tweets_count\": \"tweets\",\n \"location\": \"location\", \"created_at\": \"created_at\",\n \"listed_count\": \"listed\", \"account_age_days\": \"account_age_days\",\n \"avg_likes\": \"avg_likes\", \"avg_retweets\": \"avg_retweets\",\n \"avg_replies\": \"avg_replies\",\n \"engagement_rate_pct\": \"engagement_rate_pct\",\n \"tweets_per_week\": \"tweets_per_week\",\n \"last_tweet_at\": \"last_tweet_at\",\n \"media_share_pct\": \"media_share_pct\",\n \"reply_share_pct\": \"reply_share_pct\",\n \"is_blue_verified\": \"is_blue_verified\",\n \"likes_given\": \"likes_given\", \"website\": \"website\",\n \"top_hashtags\": \"top_hashtags\", \"top_tweet\": \"top_tweet\"}\n\n def extra_input(self) -> dict:\n return {\"maxTweets\": 20}\n\n def bio_urls(self, it: dict) -> list[str]:\n return [it.get(\"website\") or \"\"]\n\n\nclass ApifyFacebook(_ApifySocialEnrich):\n source_id = \"facebook-apify\"\n platform = \"facebook\"\n actor = \"ka-facebook\"\n cap = 400\n revisit_days = 7\n metric_map = {\"category\": \"category\"}\n\n\nclass ApifyThreads(_ApifySocialEnrich):\n source_id = \"threads-apify\"\n platform = \"threads\"\n actor = \"ka-threads\"\n cap = 60\n revisit_days = 7\n content_key = \"recent_posts\"\n metric_map = {\"avg_likes\": \"avg_likes\", \"top_post\": \"top_post\"}\n\n\nclass ApifySnapchat(_ApifySocialEnrich):\n source_id = \"snapchat-apify\"\n platform = \"snapchat\"\n actor = \"ka-snapchat\"\n cap = 60\n revisit_days = 7\n metric_map = {\"category\": \"category\", \"has_story\": \"has_story\",\n \"has_spotlight\": \"has_spotlight\", \"address\": \"address\",\n \"subcategory\": \"subcategory\",\n \"publisher_type\": \"publisher_type\",\n \"story_snaps_count\": \"story_snaps\",\n \"lenses_count\": \"lenses\",\n \"story_previews\": \"story_previews\",\n \"spotlight_previews\": \"spotlight_previews\",\n \"website\": \"website\",\n \"spotlight_highlights_count\": \"spotlight_highlights\"}\n\n def bio_urls(self, it: dict) -> list[str]:\n return [it.get(\"website\") or \"\"]\n\n\nclass ApifyYouTube(_ApifySocialEnrich):\n source_id = \"youtube-apify\"\n platform = \"youtube\"\n actor = \"ka-youtube\"\n cap = 1800\n content_key = \"recent_videos\"\n metric_map = {\"videos_count\": \"videos\", \"country\": \"country\",\n \"keywords\": \"keywords\", \"channel_id\": \"channel_id\",\n \"avg_views\": \"avg_views\", \"top_video\": \"top_video\",\n \"total_views\": \"total_views\", \"joined_date\": \"joined_date\",\n \"external_links\": \"external_links\",\n \"last_video_published\": \"last_video_published\"}\n\n def bio_urls(self, it: dict) -> list[str]:\n # liens externes AUTO-DÉCLARÉS de la page À propos → cross_link (§12.1)\n return [ln.get(\"url\") or \"\" for ln in (it.get(\"external_links\") or [])\n if isinstance(ln, dict)]\n\n\nclass ApifyTwitch(_ApifySocialEnrich):\n source_id = \"twitch-apify\"\n platform = \"twitch\"\n actor = \"ka-twitch\"\n cap = 1200\n content_key = \"recent_videos\"\n metric_map = {\"is_partner\": \"is_partner\", \"is_affiliate\": \"is_affiliate\",\n \"team\": \"team\", \"created_at\": \"created_at\",\n \"is_live_now\": \"is_live_now\", \"live_viewers\": \"live_viewers\",\n \"live_game\": \"live_game\",\n \"last_broadcast_at\": \"last_broadcast_at\",\n \"last_broadcast_game\": \"last_broadcast_game\",\n \"last_broadcast_title\": \"last_broadcast_title\",\n \"live_title\": \"live_title\",\n \"live_thumbnail\": \"live_thumbnail\",\n \"avg_video_views\": \"avg_video_views\",\n \"social_links\": \"social_links\",\n \"recent_games\": \"recent_games\"}\n\n def bio_urls(self, it: dict) -> list[str]:\n # panneau « À propos » Twitch : liens sociaux AUTO-DÉCLARÉS (§12.1)\n return [ln.get(\"url\") or \"\" for ln in (it.get(\"social_links\") or [])\n if isinstance(ln, dict)]\n\n\nclass ApifyKick(_ApifySocialEnrich):\n source_id = \"kick-apify\"\n platform = \"kick\"\n actor = \"ka-kick\"\n cap = 600\n metric_map = {\"is_live_now\": \"is_live_now\", \"live_viewers\": \"live_viewers\",\n \"subscription_enabled\": \"subscription_enabled\",\n \"live_title\": \"live_title\",\n \"live_thumbnail\": \"live_thumbnail\",\n \"live_category\": \"live_category\",\n \"vod_enabled\": \"vod_enabled\",\n \"recent_categories\": \"recent_categories\"}\n\n def cross_links(self, cr: Creator, it: dict) -> None:\n \"\"\"Liens sociaux AUTO-DÉCLARÉS de la fiche Kick → cross_link (§12.1).\"\"\"\n socials = it.get(\"social_links\") or {}\n tmpl = {\"instagram\": \"https://instagram.com/{}\",\n \"twitter\": \"https://x.com/{}\",\n \"youtube\": \"https://youtube.com/{}\",\n \"tiktok\": \"https://www.tiktok.com/@{}\",\n \"facebook\": \"https://facebook.com/{}\",\n \"discord\": \"https://discord.gg/{}\"}\n for key, val in socials.items():\n val = (val or \"\").strip()\n if not val:\n continue\n url = val if val.startswith(\"http\") else \\\n tmpl.get(key, \"{}\").format(val.lstrip(\"@\"))\n hit = platform_from_url(url)\n if hit and hit[0] != self.platform:\n cr.platforms = merge_accounts(cr.platforms, [\n account(hit[0], hit[1], \"cross_link\",\n url=url).finalize()])\n\n\nclass ApifyOnlyFans(_ApifySocialEnrich):\n source_id = \"onlyfans-apify\"\n platform = \"onlyfans\"\n actor = \"ka-onlyfans\"\n cap = 100\n revisit_days = 7\n metric_map = {\"posts_count\": \"posts\", \"photos_count\": \"photos\",\n \"videos_count\": \"videos\", \"likes\": \"likes\",\n \"streams_count\": \"streams\",\n \"subscribe_price_usd\": \"subscribe_price_usd\",\n \"is_free\": \"is_free\", \"location\": \"location\"}\n\n def bio_urls(self, it: dict) -> list[str]:\n return [it.get(\"website\") or \"\"]\n\n\nclass ApifyFansly(_ApifySocialEnrich):\n source_id = \"fansly-apify\"\n platform = \"fansly\"\n actor = \"ka-fansly\"\n cap = 600\n revisit_days = 7\n metric_map = {\"posts_count\": \"posts\", \"images_count\": \"images\",\n \"videos_count\": \"videos\", \"likes\": \"likes\",\n \"following\": \"following\", \"location\": \"location\"}\n\n\nclass ApifyPatreon(_ApifySocialEnrich):\n source_id = \"patreon-apify\"\n platform = \"patreon\"\n actor = \"ka-patreon\"\n cap = 400\n revisit_days = 7\n metric_map = {\"patrons\": \"patrons\", \"posts_count\": \"posts\",\n \"is_monthly\": \"is_monthly\", \"is_nsfw\": \"is_nsfw\",\n \"creation_name\": \"creation_name\",\n \"social_links\": \"social_links\"}\n\n def bio_urls(self, it: dict) -> list[str]:\n # liens sociaux AUTO-DÉCLARÉS de la campagne Patreon → cross_link\n return list((it.get(\"social_links\") or {}).values())\n\n\nclass ApifyDiscord(_ApifySocialEnrich):\n source_id = \"discord-apify\"\n platform = \"discord\"\n actor = \"ka-discord\"\n cap = 400\n revisit_days = 7\n metric_map = {\"members\": \"members\", \"online\": \"online\", \"boosts\": \"boosts\",\n \"partnered\": \"partnered\", \"guild_id\": \"guild_id\",\n \"channel\": \"channel\", \"splash\": \"splash\",\n \"vanity_url_code\": \"vanity_url_code\"}\n\n def target_of(self, acc) -> str:\n \"\"\"Code d'invitation SENSIBLE À LA CASSE, repris de l'URL (pas du\n handle minusculé) : discord.gg/<CODE> ou discord.com/invite/<CODE>.\"\"\"\n url = acc.url or \"\"\n for sep in (\"discord.gg/\", \"discord.com/invite/\", \"/invite/\"):\n if sep in url:\n return url.split(sep, 1)[1].split(\"/\")[0].split(\"?\")[0]\n return acc.handle\n\n\n# --- découverte Instagram (topsearch, mots-clés QC) ---------------------------\n\n# thèmes × marqueurs QC — mêmes familles que youtube-recherche, adaptées à la\n# recherche d'UTILISATEURS Instagram (courtes, telles qu'on tape dans l'app)\n_THEMES = [\"humoriste\", \"gamer\", \"gaming\", \"maquillage\", \"beauté\", \"fitness\",\n \"cuisine\", \"chef\", \"mode\", \"voyage\", \"musique\", \"chanteuse\",\n \"chanteur\", \"danse\", \"maman\", \"papa\", \"plein air\", \"chasse\",\n \"pêche\", \"photographe\", \"artiste\", \"peintre\", \"tatoueur\",\n \"coiffure\", \"esthétique\", \"auto\", \"moto\", \"déco\", \"immobilier\",\n \"entrepreneure\", \"podcast\", \"comédien\", \"comédienne\", \"drag\",\n \"twitch\", \"youtubeur\", \"youtubeuse\", \"tiktokeuse\", \"influenceuse\",\n \"créateur de contenu\", \"créatrice de contenu\"]\n_MARKERS = [\"québec\", \"qc\", \"montréal\", \"mtl\"]\n\n\nclass InstagramDecouverteApify(BaseConnector):\n \"\"\"Découverte Instagram par recherche de mots-clés QC (acteur ka-instagram).\n\n L'endpoint topsearch du web public retourne les meilleurs comptes pour un\n mot-clé (nom, handle, abonnés approximatifs, badge). Requêtes tournantes\n (~40/passage sur ~160 combinaisons) pour accumuler sans re-payer les mêmes\n résultats chaque jour. Signal : profil_source (0.98) — le compte découvert\n EST la source de la fiche.\n \"\"\"\n\n source_id = \"instagram-decouverte\"\n kind = \"discovery\"\n queries_per_pass = 40\n\n def build_queries(self) -> list[str]:\n combos = [f\"{t} {m}\" for t in _THEMES for m in _MARKERS]\n day = datetime.now(timezone.utc).timetuple().tm_yday\n start = (day * self.queries_per_pass) % len(combos)\n rotated = combos[start:] + combos[:start]\n return rotated[:self.queries_per_pass]\n\n def fetch(self) -> list[Creator]:\n # NOTE 2026-08-18 : l'endpoint topsearch du web public exige désormais\n # une session authentifiée (401 « Server Error » depuis toute IP non\n # connectée). La découverte par mots-clés est donc suspendue proprement\n # jusqu'à ce qu'une voie publique existe ; l'enrichissement Instagram\n # (instagram-apify) alimente `related_profiles` comme graine future.\n raise SkipSource(\"topsearch Instagram exige une session connectée \"\n \"(voie publique fermée le 2026-08-18)\")\n items = run_actor(\"ka-instagram\", { # noqa: unreachable (repli futur)\n \"usernames\": [],\n \"queries\": self.build_queries(),\n \"proxyConfiguration\": RESIDENTIAL,\n })\n creators: list[Creator] = []\n seen: set[str] = set()\n for it in items:\n if it.get(\"kind\") != \"search_user\" or not it.get(\"username\"):\n continue\n handle = str(it[\"username\"]).lower()\n if handle in seen:\n continue\n seen.add(handle)\n acc = account(\"instagram\", handle, \"profil_source\",\n followers=parse_count(it.get(\"followers\")),\n verified=it.get(\"is_verified\"),\n url=f\"https://www.instagram.com/{handle}/\")\n creators.append(Creator(\n source=self.source_id,\n external_id=handle,\n display_name=it.get(\"full_name\") or handle,\n avatar_url=it.get(\"avatar\") or None,\n platforms=[acc],\n notes=f\"découvert via recherche Instagram « {it.get('query')} »\",\n ))\n return creators\n","structuredPatch":[{"oldStart":385,"oldLines":7,"newStart":385,"newLines":9,"lines":[" \"top_hashtags\": \"top_hashtags\", \"top_tweet\": \"top_tweet\"}"," "," def extra_input(self) -> dict:","- return {\"maxTweets\": 20}","+ # concurrence réduite : l'endpoint syndication de X rend des 429 en","+ # rafale au-delà de ~4 requêtes simultanées par run (constat 2026-08-21)","+ return {\"maxTweets\": 20, \"concurrency\": 4}"," "," def bio_urls(self, it: dict) -> list[str]:"," return [it.get(\"website\") or \"\"]"]}],"userModified":false,"replaceAll":false}}}191{"type":"claude","event":{"type":"system","subtype":"status","status":"requesting","uuid":"ca04e08d-ec11-4330-97d8-8d2989ce9738","session_id":"eb002d3d-a873-4cca-9361-cb2467df7353"}}192{"type":"claude","event":{"type":"assistant","message":{"model":"claude-fable-5","id":"msg_011CeG9fSRABkZPuRiUR6DT5","type":"message","role":"assistant","content":[{"type":"thinking","thinking":"","signature":"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"}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":335,"cache_read_input_tokens":100445,"cache_creation":{"ephemeral_5m_input_tokens":335,"ephemeral_1h_input_tokens":0},"output_tokens":4,"service_tier":"standard","inference_geo":"global"},"context_management":null},"parent_tool_use_id":null,"session_id":"eb002d3d-a873-4cca-9361-cb2467df7353","uuid":"4baf2785-3244-4960-b71b-3c07f2deae74"}}193{"type":"claude","event":{"type":"assistant","message":{"model":"claude-fable-5","id":"msg_011CeG9fSRABkZPuRiUR6DT5","type":"message","role":"assistant","content":[{"type":"text","text":"Maintenant le retry 429 dans l'acteur ka-x (boucle avec backoff + nouvelle session proxy)."}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":335,"cache_read_input_tokens":100445,"cache_creation":{"ephemeral_5m_input_tokens":335,"ephemeral_1h_input_tokens":0},"output_tokens":4,"service_tier":"standard","inference_geo":"global"},"context_management":null},"parent_tool_use_id":null,"session_id":"eb002d3d-a873-4cca-9361-cb2467df7353","uuid":"ab06467a-c58a-4a44-9286-ed3c1bf54d2e"}}194{"type":"claude","event":{"type":"assistant","message":{"model":"claude-fable-5","id":"msg_011CeG9fSRABkZPuRiUR6DT5","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_0173Va6DFMMRnN1kDzxfnKKz","name":"Edit","input":{"replace_all":false,"file_path":"/Users/simon-pierreboucher/apps/crea-ka/actors/ka-x/src/main.py","old_string":" try:\n resp = await fetcher.get(SYNDICATION_URL.format(u=u),\n session_id=u, impersonate=None)\n if resp.status_code == 429:\n resp = await fetcher.get(SYNDICATION_URL.format(u=u),\n session_id=f\"{u}b\",\n impersonate=\"chrome\")\n except Exception as exc:\n await Actor.push_data({**miss, \"error\": str(exc)[:200]})\n return","new_string":" try:\n resp = await fetcher.get(SYNDICATION_URL.format(u=u),\n session_id=u, impersonate=None)\n # 429 : retries avec backoff + NOUVELLE session proxy\n # (nouvelle IP résidentielle) — une seule relance ne\n # suffisait pas (13/40 handles en 429, constat 2026-08-21)\n for i, imp in enumerate((\"chrome\", None, \"chrome\")):\n if resp.status_code != 429:\n break\n await asyncio.sleep(5 * (i + 1))\n resp = await fetcher.get(SYNDICATION_URL.format(u=u),\n session_id=f\"{u}r{i}\",\n impersonate=imp)\n except Exception as exc:\n await Actor.push_data({**miss, \"error\": str(exc)[:200]})\n return"},"caller":{"type":"direct"}}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":335,"cache_read_input_tokens":100445,"cache_creation":{"ephemeral_5m_input_tokens":335,"ephemeral_1h_input_tokens":0},"output_tokens":4,"service_tier":"standard","inference_geo":"global"},"context_management":null},"parent_tool_use_id":null,"session_id":"eb002d3d-a873-4cca-9361-cb2467df7353","uuid":"0ced6fc5-6919-4ba0-a5e3-9f43cac8090c"}}195{"type":"claude","event":{"type":"user","message":{"role":"user","content":[{"type":"tool_result","content":"<tool_use_error>File has not been read yet. Read it first before writing to it.</tool_use_error>","is_error":true,"tool_use_id":"toolu_0173Va6DFMMRnN1kDzxfnKKz"}]},"parent_tool_use_id":null,"session_id":"eb002d3d-a873-4cca-9361-cb2467df7353","uuid":"3e393a34-e39b-4f5c-a584-0d2a71daf796","timestamp":"2026-08-21T15:43:39.221Z","tool_use_result":"Error: File has not been read yet. Read it first before writing to it."}}196{"type":"claude","event":{"type":"system","subtype":"status","status":"requesting","uuid":"5fd18fb1-60f7-49d0-8936-a7b5ed4d9c37","session_id":"eb002d3d-a873-4cca-9361-cb2467df7353"}}197{"type":"claude","event":{"type":"assistant","message":{"model":"claude-fable-5","id":"msg_011CeG9gFMvgaj2MQ4Bc4RgG","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01S74Jg2av2xkPCErTt2TrHP","name":"Read","input":{"file_path":"/Users/simon-pierreboucher/apps/crea-ka/actors/ka-x/src/main.py","offset":100,"limit":30},"caller":{"type":"direct"}}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":785,"cache_read_input_tokens":100780,"cache_creation":{"ephemeral_5m_input_tokens":785,"ephemeral_1h_input_tokens":0},"output_tokens":17,"service_tier":"standard","inference_geo":"global"},"context_management":null},"parent_tool_use_id":null,"session_id":"eb002d3d-a873-4cca-9361-cb2467df7353","uuid":"f92d6b8e-b299-4faa-a503-5c3303db4fac"}}198{"type":"claude","event":{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01S74Jg2av2xkPCErTt2TrHP","type":"tool_result","content":"100\t usernames = [u.strip().lstrip(\"@\").lower()\n101\t for u in (inp.get(\"usernames\") or []) if u and u.strip()]\n102\t max_tweets = int(inp.get(\"maxTweets\", 20))\n103\t proxy = await Actor.create_proxy_configuration(\n104\t actor_proxy_input=inp.get(\"proxyConfiguration\"))\n105\t fetcher = Fetcher(proxy, delay=float(inp.get(\"requestDelay\") or 1))\n106\t sem = asyncio.Semaphore(int(inp.get(\"concurrency\") or 4))\n107\t\n108\t async def one(u: str) -> None:\n109\t async with sem:\n110\t miss = {\"kind\": \"profile\", \"platform\": \"x\",\n111\t \"username\": u, \"found\": False}\n112\t try:\n113\t resp = await fetcher.get(SYNDICATION_URL.format(u=u),\n114\t session_id=u, impersonate=None)\n115\t if resp.status_code == 429:\n116\t resp = await fetcher.get(SYNDICATION_URL.format(u=u),\n117\t session_id=f\"{u}b\",\n118\t impersonate=\"chrome\")\n119\t except Exception as exc:\n120\t await Actor.push_data({**miss, \"error\": str(exc)[:200]})\n121\t return\n122\t m = _NEXT_DATA_RE.search(resp.text or \"\")\n123\t if resp.status_code != 200 or not m:\n124\t await Actor.push_data(\n125\t {**miss, \"error\": f\"http_{resp.status_code}\"})\n126\t return\n127\t try:\n128\t data = json.loads(m.group(1))\n129\t except Exception:"}]},"parent_tool_use_id":null,"session_id":"eb002d3d-a873-4cca-9361-cb2467df7353","uuid":"8038c2d1-5c61-4fc2-8ae7-1d2977620ead","timestamp":"2026-08-21T15:43:43.792Z","tool_use_result":{"type":"text","file":{"filePath":"/Users/simon-pierreboucher/apps/crea-ka/actors/ka-x/src/main.py","content":" usernames = [u.strip().lstrip(\"@\").lower()\n for u in (inp.get(\"usernames\") or []) if u and u.strip()]\n max_tweets = int(inp.get(\"maxTweets\", 20))\n proxy = await Actor.create_proxy_configuration(\n actor_proxy_input=inp.get(\"proxyConfiguration\"))\n fetcher = Fetcher(proxy, delay=float(inp.get(\"requestDelay\") or 1))\n sem = asyncio.Semaphore(int(inp.get(\"concurrency\") or 4))\n\n async def one(u: str) -> None:\n async with sem:\n miss = {\"kind\": \"profile\", \"platform\": \"x\",\n \"username\": u, \"found\": False}\n try:\n resp = await fetcher.get(SYNDICATION_URL.format(u=u),\n session_id=u, impersonate=None)\n if resp.status_code == 429:\n resp = await fetcher.get(SYNDICATION_URL.format(u=u),\n session_id=f\"{u}b\",\n impersonate=\"chrome\")\n except Exception as exc:\n await Actor.push_data({**miss, \"error\": str(exc)[:200]})\n return\n m = _NEXT_DATA_RE.search(resp.text or \"\")\n if resp.status_code != 200 or not m:\n await Actor.push_data(\n {**miss, \"error\": f\"http_{resp.status_code}\"})\n return\n try:\n data = json.loads(m.group(1))\n except Exception:","numLines":30,"startLine":100,"totalLines":218}}}}199{"type":"claude","event":{"type":"system","subtype":"status","status":"requesting","uuid":"1508e055-8b55-4d2d-a8fc-f545ffc18414","session_id":"eb002d3d-a873-4cca-9361-cb2467df7353"}}200{"type":"claude","event":{"type":"assistant","message":{"model":"claude-fable-5","id":"msg_011CeG9gb94EDHDXT1ei2mAf","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_017AAfHAShr9LYLpiDW63DfD","name":"Edit","input":{"replace_all":false,"file_path":"/Users/simon-pierreboucher/apps/crea-ka/actors/ka-x/src/main.py","old_string":" try:\n resp = await fetcher.get(SYNDICATION_URL.format(u=u),\n session_id=u, impersonate=None)\n if resp.status_code == 429:\n resp = await fetcher.get(SYNDICATION_URL.format(u=u),\n session_id=f\"{u}b\",\n impersonate=\"chrome\")\n except Exception as exc:\n await Actor.push_data({**miss, \"error\": str(exc)[:200]})\n return","new_string":" try:\n resp = await fetcher.get(SYNDICATION_URL.format(u=u),\n session_id=u, impersonate=None)\n # 429 : retries avec backoff + NOUVELLE session proxy\n # (nouvelle IP résidentielle) — une seule relance ne\n # suffisait pas (13/40 handles en 429, constat 2026-08-21)\n for i, imp in enumerate((\"chrome\", None, \"chrome\")):\n if resp.status_code != 429:\n break\n await asyncio.sleep(5 * (i + 1))\n resp = await fetcher.get(SYNDICATION_URL.format(u=u),\n session_id=f\"{u}r{i}\",\n impersonate=imp)\n except Exception as exc:\n await Actor.push_data({**miss, \"error\": str(exc)[:200]})\n return"},"caller":{"type":"direct"}}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":718,"cache_read_input_tokens":101565,"cache_creation":{"ephemeral_5m_input_tokens":718,"ephemeral_1h_input_tokens":0},"output_tokens":17,"service_tier":"standard","inference_geo":"global"},"context_management":null},"parent_tool_use_id":null,"session_id":"eb002d3d-a873-4cca-9361-cb2467df7353","uuid":"39e8bd03-8c32-4712-90ca-cf1060b84488"}}201{"type":"claude","event":{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_017AAfHAShr9LYLpiDW63DfD","type":"tool_result","content":"The file /Users/simon-pierreboucher/apps/crea-ka/actors/ka-x/src/main.py has been updated successfully."}]},"parent_tool_use_id":null,"session_id":"eb002d3d-a873-4cca-9361-cb2467df7353","uuid":"54790f47-ebd6-44ab-abbe-0a857bce0b54","timestamp":"2026-08-21T15:43:53.055Z","tool_use_result":{"filePath":"/Users/simon-pierreboucher/apps/crea-ka/actors/ka-x/src/main.py","oldString":" try:\n resp = await fetcher.get(SYNDICATION_URL.format(u=u),\n session_id=u, impersonate=None)\n if resp.status_code == 429:\n resp = await fetcher.get(SYNDICATION_URL.format(u=u),\n session_id=f\"{u}b\",\n impersonate=\"chrome\")\n except Exception as exc:\n await Actor.push_data({**miss, \"error\": str(exc)[:200]})\n return","newString":" try:\n resp = await fetcher.get(SYNDICATION_URL.format(u=u),\n session_id=u, impersonate=None)\n # 429 : retries avec backoff + NOUVELLE session proxy\n # (nouvelle IP résidentielle) — une seule relance ne\n # suffisait pas (13/40 handles en 429, constat 2026-08-21)\n for i, imp in enumerate((\"chrome\", None, \"chrome\")):\n if resp.status_code != 429:\n break\n await asyncio.sleep(5 * (i + 1))\n resp = await fetcher.get(SYNDICATION_URL.format(u=u),\n session_id=f\"{u}r{i}\",\n impersonate=imp)\n except Exception as exc:\n await Actor.push_data({**miss, \"error\": str(exc)[:200]})\n return","originalFile":"# ==============================================================================\n# Author: Simon-Pierre Boucher <contact@spboucher.ai>\n# File: src/main.py (ka-x)\n# Desc: Profils X (Twitter) SANS clé via le service OFFICIEL de syndication\n# des widgets (syndication.twitter.com/srv/timeline-profile) : objet\n# user complet + timeline récente avec métriques par tweet. Conçu pour\n# être appelé sans authentification ; l'empreinte TLS Chrome de\n# curl_cffi évite les 429 réservés aux clients python-requests.\n# ==============================================================================\nfrom __future__ import annotations\n\nimport asyncio\nimport json\nimport re\nimport time\n\nfrom apify import Actor\n\nfrom .net import Fetcher\n\nSYNDICATION_URL = (\"https://syndication.twitter.com/srv/timeline-profile/\"\n \"screen-name/{u}\")\n_NEXT_DATA_RE = re.compile(\n r'<script id=\"__NEXT_DATA__\"[^>]*>(.*?)</script>', re.S)\n\n\ndef _find_user(node, handle: str):\n \"\"\"Parcourt le JSON Next.js : l'objet user dont screen_name == handle.\"\"\"\n if isinstance(node, dict):\n if str(node.get(\"screen_name\", \"\")).lower() == handle and \\\n \"followers_count\" in node:\n return node\n for v in node.values():\n hit = _find_user(v, handle)\n if hit is not None:\n return hit\n elif isinstance(node, list):\n for v in node:\n hit = _find_user(v, handle)\n if hit is not None:\n return hit\n return None\n\n\ndef parse_tweets(data: dict, handle: str, cap: int) -> list[dict]:\n entries = (((data.get(\"props\") or {}).get(\"pageProps\") or {})\n .get(\"timeline\") or {}).get(\"entries\") or []\n tweets: list[dict] = []\n for entry in entries:\n t = (entry.get(\"content\") or {}).get(\"tweet\") or {}\n if not t.get(\"id_str\"):\n continue\n u = (t.get(\"user\") or {})\n ent = t.get(\"entities\") or {}\n media = (t.get(\"extended_entities\") or ent).get(\"media\") or []\n tweets.append({\n \"id\": t.get(\"id_str\"),\n \"url\": f\"https://x.com/{u.get('screen_name', handle)}\"\n f\"/status/{t.get('id_str')}\",\n \"text\": (t.get(\"full_text\") or t.get(\"text\") or \"\")[:500],\n \"likes\": t.get(\"favorite_count\"),\n \"retweets\": t.get(\"retweet_count\"),\n \"replies\": t.get(\"reply_count\"),\n \"quotes\": t.get(\"quote_count\"),\n \"created_at\": t.get(\"created_at\"),\n \"is_retweet\": bool(t.get(\"retweeted_status\")),\n \"is_reply\": bool(t.get(\"in_reply_to_status_id_str\")),\n \"is_quote\": bool(t.get(\"is_quote_status\")),\n \"lang\": t.get(\"lang\"),\n \"hashtags\": [h.get(\"text\") for h in (ent.get(\"hashtags\") or [])\n if h.get(\"text\")][:8],\n \"mentions\": [m.get(\"screen_name\")\n for m in (ent.get(\"user_mentions\") or [])\n if m.get(\"screen_name\")][:8],\n \"media_type\": (media[0].get(\"type\") if media else None),\n \"media_count\": len(media) or None,\n \"media_urls\": [x.get(\"media_url_https\") for x in media\n if x.get(\"media_url_https\")][:4],\n \"links\": [x.get(\"expanded_url\") for x in (ent.get(\"urls\") or [])\n if x.get(\"expanded_url\")][:4],\n })\n if len(tweets) >= cap:\n break\n return tweets\n\n\ndef _ts(created_at: str) -> float | None:\n \"\"\"« Tue Sep 12 23:56:24 +0000 2023 » → epoch (None si illisible).\"\"\"\n try:\n from datetime import datetime\n return datetime.strptime(created_at,\n \"%a %b %d %H:%M:%S %z %Y\").timestamp()\n except (TypeError, ValueError):\n return None\n\n\nasync def main() -> None:\n async with Actor:\n inp = await Actor.get_input() or {}\n usernames = [u.strip().lstrip(\"@\").lower()\n for u in (inp.get(\"usernames\") or []) if u and u.strip()]\n max_tweets = int(inp.get(\"maxTweets\", 20))\n proxy = await Actor.create_proxy_configuration(\n actor_proxy_input=inp.get(\"proxyConfiguration\"))\n fetcher = Fetcher(proxy, delay=float(inp.get(\"requestDelay\") or 1))\n sem = asyncio.Semaphore(int(inp.get(\"concurrency\") or 4))\n\n async def one(u: str) -> None:\n async with sem:\n miss = {\"kind\": \"profile\", \"platform\": \"x\",\n \"username\": u, \"found\": False}\n try:\n resp = await fetcher.get(SYNDICATION_URL.format(u=u),\n session_id=u, impersonate=None)\n if resp.status_code == 429:\n resp = await fetcher.get(SYNDICATION_URL.format(u=u),\n session_id=f\"{u}b\",\n impersonate=\"chrome\")\n except Exception as exc:\n await Actor.push_data({**miss, \"error\": str(exc)[:200]})\n return\n m = _NEXT_DATA_RE.search(resp.text or \"\")\n if resp.status_code != 200 or not m:\n await Actor.push_data(\n {**miss, \"error\": f\"http_{resp.status_code}\"})\n return\n try:\n data = json.loads(m.group(1))\n except Exception:\n await Actor.push_data({**miss, \"error\": \"bad_json\"})\n return\n user = _find_user(data, u)\n if not user:\n await Actor.push_data({**miss, \"error\": \"user_not_found\"})\n return\n tweets = parse_tweets(data, u, max_tweets)\n own = [t for t in tweets if not t[\"is_retweet\"]]\n likes = [t[\"likes\"] for t in own if isinstance(t[\"likes\"], int)]\n rts = [t[\"retweets\"] for t in own\n if isinstance(t[\"retweets\"], int)]\n reps = [t[\"replies\"] for t in own\n if isinstance(t[\"replies\"], int)]\n followers = user.get(\"followers_count\")\n avg_likes = round(sum(likes) / len(likes)) if likes else None\n avg_rts = round(sum(rts) / len(rts)) if rts else None\n engagement = None\n if followers and avg_likes is not None:\n engagement = round((avg_likes + (avg_rts or 0))\n / followers * 100, 3)\n stamps = sorted(s for s in (_ts(t[\"created_at\"])\n for t in own) if s)\n tweets_per_week = None\n if len(stamps) >= 3 and stamps[-1] > stamps[0]:\n tweets_per_week = round(\n (len(stamps) - 1) / ((stamps[-1] - stamps[0])\n / 604_800), 2)\n top = max((t for t in own if isinstance(t[\"likes\"], int)),\n key=lambda t: t[\"likes\"], default=None)\n hashtags: dict[str, int] = {}\n for t in own:\n for h in t[\"hashtags\"]:\n hashtags[h.lower()] = hashtags.get(h.lower(), 0) + 1\n created_ts = _ts(user.get(\"created_at\"))\n await Actor.push_data({\n \"kind\": \"profile\",\n \"platform\": \"x\",\n \"found\": True,\n \"id\": user.get(\"id_str\"),\n \"username\": user.get(\"screen_name\"),\n \"full_name\": user.get(\"name\"),\n \"biography\": user.get(\"description\"),\n \"location\": user.get(\"location\"),\n \"website\": ((user.get(\"entities\") or {}).get(\"url\") or {})\n .get(\"urls\", [{}])[0].get(\"expanded_url\")\n if (user.get(\"entities\") or {}).get(\"url\") else None,\n \"followers\": followers,\n \"following\": user.get(\"friends_count\"),\n \"tweets_count\": user.get(\"statuses_count\"),\n \"listed_count\": user.get(\"listed_count\"),\n \"likes_given\": user.get(\"favourites_count\"),\n \"is_verified\": bool(user.get(\"verified\")\n or user.get(\"is_blue_verified\")),\n \"is_blue_verified\": user.get(\"is_blue_verified\"),\n \"is_protected\": user.get(\"protected\"),\n \"created_at\": user.get(\"created_at\"),\n \"account_age_days\": (round((time.time() - created_ts)\n / 86_400)\n if created_ts else None),\n \"avatar\": (user.get(\"profile_image_url_https\") or \"\")\n .replace(\"_normal.\", \"_400x400.\"),\n \"banner\": user.get(\"profile_banner_url\"),\n # agrégats sur les tweets récents (hors retweets)\n \"avg_likes\": avg_likes,\n \"avg_retweets\": avg_rts,\n \"avg_replies\": (round(sum(reps) / len(reps))\n if reps else None),\n \"engagement_rate_pct\": engagement,\n \"tweets_per_week\": tweets_per_week,\n \"last_tweet_at\": own[0][\"created_at\"] if own else None,\n \"reply_share_pct\": (round(sum(t[\"is_reply\"]\n for t in own)\n / len(own) * 100)\n if own else None),\n \"media_share_pct\": (round(sum(bool(t[\"media_count\"])\n for t in own)\n / len(own) * 100)\n if own else None),\n \"top_hashtags\": sorted(hashtags, key=hashtags.get,\n reverse=True)[:8],\n \"top_tweet\": ({\"url\": top[\"url\"], \"likes\": top[\"likes\"],\n \"retweets\": top[\"retweets\"]}\n if top else None),\n \"recent_tweets\": tweets,\n })\n\n await asyncio.gather(*[one(u) for u in usernames])\n Actor.log.info(f\"terminé : {len(usernames)} profils\")\n","structuredPatch":[{"oldStart":112,"oldLines":10,"newStart":112,"newLines":16,"lines":[" try:"," resp = await fetcher.get(SYNDICATION_URL.format(u=u),"," session_id=u, impersonate=None)","- if resp.status_code == 429:","+ # 429 : retries avec backoff + NOUVELLE session proxy","+ # (nouvelle IP résidentielle) — une seule relance ne","+ # suffisait pas (13/40 handles en 429, constat 2026-08-21)","+ for i, imp in enumerate((\"chrome\", None, \"chrome\")):","+ if resp.status_code != 429:","+ break","+ await asyncio.sleep(5 * (i + 1))"," resp = await fetcher.get(SYNDICATION_URL.format(u=u),","- session_id=f\"{u}b\",","- impersonate=\"chrome\")","+ session_id=f\"{u}r{i}\",","+ impersonate=imp)"," except Exception as exc:"," await Actor.push_data({**miss, \"error\": str(exc)[:200]})"," return"]}],"userModified":false,"replaceAll":false}}}202{"type":"claude","event":{"type":"system","subtype":"status","status":"requesting","uuid":"5d29a195-413d-481a-9563-095508ffc8d6","session_id":"eb002d3d-a873-4cca-9361-cb2467df7353"}}203{"type":"claude","event":{"type":"assistant","message":{"model":"claude-fable-5","id":"msg_011CeG9hJUyDys1bpCWNLikP","type":"message","role":"assistant","content":[{"type":"thinking","thinking":"","signature":"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"}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":680,"cache_read_input_tokens":102283,"cache_creation":{"ephemeral_5m_input_tokens":680,"ephemeral_1h_input_tokens":0},"output_tokens":3,"service_tier":"standard","inference_geo":"global"},"context_management":null},"parent_tool_use_id":null,"session_id":"eb002d3d-a873-4cca-9361-cb2467df7353","uuid":"5516c043-f271-4cf0-85b0-0957b3151109"}}204{"type":"claude","event":{"type":"assistant","message":{"model":"claude-fable-5","id":"msg_011CeG9hJUyDys1bpCWNLikP","type":"message","role":"assistant","content":[{"type":"text","text":"Je pousse l'acteur ka-x corrigé sur Apify et je lance les tests du repo en parallèle."}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":680,"cache_read_input_tokens":102283,"cache_creation":{"ephemeral_5m_input_tokens":680,"ephemeral_1h_input_tokens":0},"output_tokens":3,"service_tier":"standard","inference_geo":"global"},"context_management":null},"parent_tool_use_id":null,"session_id":"eb002d3d-a873-4cca-9361-cb2467df7353","uuid":"d772ccd0-a1af-4fb9-b75c-6d0eea482905"}}205{"type":"claude","event":{"type":"assistant","message":{"model":"claude-fable-5","id":"msg_011CeG9hJUyDys1bpCWNLikP","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01Tvw1V5VdarGLMAKiDKikXU","name":"Bash","input":{"command":"cd ~/apps/crea-ka/actors/ka-x && apify push 2>&1 | tail -5","description":"Push ka-x actor to Apify 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ID: nesWUh9wsOYuUuJAb\nBuild number: 0.1.7\n\nActor URL: https://console.apify.com/actors/UMjMYceVVxkE2ravb\nBuild URL: https://console.apify.com/actors/UMjMYceVVxkE2ravb#/builds/0.1.7","is_error":false}]},"parent_tool_use_id":null,"session_id":"eb002d3d-a873-4cca-9361-cb2467df7353","uuid":"693d434c-1562-46b7-ae9f-0122d2a7707c","timestamp":"2026-08-21T15:44:26.425Z","tool_use_result":{"stdout":"Build ID: nesWUh9wsOYuUuJAb\nBuild number: 0.1.7\n\nActor URL: https://console.apify.com/actors/UMjMYceVVxkE2ravb\nBuild URL: https://console.apify.com/actors/UMjMYceVVxkE2ravb#/builds/0.1.7","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false}}}209{"type":"claude","event":{"type":"system","subtype":"task_started","task_id":"bo0hiop5w","tool_use_id":"toolu_01Tvw1V5VdarGLMAKiDKikXU","description":"Push ka-x actor to Apify 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[100%]\n51 passed in 0.12s","is_error":false}]},"parent_tool_use_id":null,"session_id":"eb002d3d-a873-4cca-9361-cb2467df7353","uuid":"82c9e17d-7175-462a-b99b-4abac610241c","timestamp":"2026-08-21T15:44:26.834Z","tool_use_result":{"stdout":"................................................... [100%]\n51 passed in 0.12s","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false}}}211{"type":"claude","event":{"type":"system","subtype":"status","status":"requesting","uuid":"8f497a02-cbe9-4b20-b2ea-34f5e6ebe707","session_id":"eb002d3d-a873-4cca-9361-cb2467df7353"}}212{"type":"claude","event":{"type":"assistant","message":{"model":"claude-fable-5","id":"msg_011CeG9jm6RmMGVideYHJKZF","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01JrHRL1NzhQ3ioJncsHdV3d","name":"TodoWrite","input":{"todos":[{"content":"Diagnostiquer et réparer l'acteur ka-x (0 résultat depuis des jours)","status":"completed","activeForm":"Diagnostiquant l'acteur ka-x"},{"content":"Diagnostiquer ka-facebook / ka-threads / ka-onlyfans (murs plateformes, miss tamponnés)","status":"completed","activeForm":"Diagnostiquant ka-facebook/threads/onlyfans"},{"content":"Vérifier le build ka-x 0.1.7 par un run de test","status":"in_progress","activeForm":"Validant le build ka-x 0.1.7"},{"content":"Forcer un passage complet Apify sur tout le bassin, toutes plateformes","status":"pending","activeForm":"Forçant le passage complet Apify"},{"content":"Vérifier l'impact (jauges multi/complétude) et resynchroniser","status":"pending","activeForm":"Vérifiant l'impact sur les jauges"},{"content":"Rebuild frontend, pm2 restart, commit + push","status":"pending","activeForm":"Redéployant et poussant"}]},"caller":{"type":"direct"}}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":1328,"cache_read_input_tokens":102963,"cache_creation":{"ephemeral_5m_input_tokens":1328,"ephemeral_1h_input_tokens":0},"output_tokens":25,"service_tier":"standard","inference_geo":"global"},"context_management":null},"parent_tool_use_id":null,"session_id":"eb002d3d-a873-4cca-9361-cb2467df7353","uuid":"55e17f70-a40f-416f-956e-671b6ac4a5ae"}}213{"type":"claude","event":{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01JrHRL1NzhQ3ioJncsHdV3d","type":"tool_result","content":"Todos have been modified successfully. Ensure that you continue to use the todo list to track your progress. Please proceed with the current tasks if applicable"}]},"parent_tool_use_id":null,"session_id":"eb002d3d-a873-4cca-9361-cb2467df7353","uuid":"bf157ac4-25a1-4a09-b854-2472cdbed524","timestamp":"2026-08-21T15:44:34.020Z","tool_use_result":{"oldTodos":[{"content":"Diagnostiquer et réparer l'acteur ka-x (0 résultat depuis des jours)","status":"in_progress","activeForm":"Diagnostiquant l'acteur ka-x"},{"content":"Diagnostiquer et réparer ka-facebook / ka-threads / ka-onlyfans","status":"pending","activeForm":"Diagnostiquant ka-facebook/threads/onlyfans"},{"content":"Forcer un passage complet Apify sur tout le bassin, toutes plateformes","status":"pending","activeForm":"Forçant le passage complet Apify"},{"content":"Vérifier l'impact (jauges multi/complétude) et resynchroniser","status":"pending","activeForm":"Vérifiant l'impact sur les jauges"},{"content":"Rebuild frontend, pm2 restart, commit + push","status":"pending","activeForm":"Redéployant et poussant"}],"newTodos":[{"content":"Diagnostiquer et réparer l'acteur ka-x (0 résultat depuis des jours)","status":"completed","activeForm":"Diagnostiquant l'acteur ka-x"},{"content":"Diagnostiquer ka-facebook / ka-threads / ka-onlyfans (murs plateformes, miss tamponnés)","status":"completed","activeForm":"Diagnostiquant ka-facebook/threads/onlyfans"},{"content":"Vérifier le build ka-x 0.1.7 par un run de test","status":"in_progress","activeForm":"Validant le build ka-x 0.1.7"},{"content":"Forcer un passage complet Apify sur tout le bassin, toutes plateformes","status":"pending","activeForm":"Forçant le passage complet Apify"},{"content":"Vérifier l'impact (jauges multi/complétude) et resynchroniser","status":"pending","activeForm":"Vérifiant l'impact sur les jauges"},{"content":"Rebuild frontend, pm2 restart, commit + push","status":"pending","activeForm":"Redéployant et poussant"}],"verificationNudgeNeeded":false}}}214{"type":"claude","event":{"type":"system","subtype":"status","status":"requesting","uuid":"677b76f7-d81c-4e9a-a0fe-4d7be4a0d0fd","session_id":"eb002d3d-a873-4cca-9361-cb2467df7353"}}215{"type":"claude","event":{"type":"assistant","message":{"model":"claude-fable-5","id":"msg_011CeG9kJ4kwDtEB3BiXd7Gv","type":"message","role":"assistant","content":[{"type":"thinking","thinking":"","signature":"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"}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":554,"cache_read_input_tokens":104291,"cache_creation":{"ephemeral_5m_input_tokens":554,"ephemeral_1h_input_tokens":0},"output_tokens":5,"service_tier":"standard","inference_geo":"global"},"context_management":null},"parent_tool_use_id":null,"session_id":"eb002d3d-a873-4cca-9361-cb2467df7353","uuid":"21e5bf93-c3fc-4314-8dcf-95fb83143d80"}}216{"type":"claude","event":{"type":"assistant","message":{"model":"claude-fable-5","id":"msg_011CeG9kJ4kwDtEB3BiXd7Gv","type":"message","role":"assistant","content":[{"type":"text","text":"Build 0.1.7 poussé, 51 tests verts. Je valide le nouveau ka-x sur le même échantillon de 40 handles."}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":554,"cache_read_input_tokens":104291,"cache_creation":{"ephemeral_5m_input_tokens":554,"ephemeral_1h_input_tokens":0},"output_tokens":5,"service_tier":"standard","inference_geo":"global"},"context_management":null},"parent_tool_use_id":null,"session_id":"eb002d3d-a873-4cca-9361-cb2467df7353","uuid":"2db8ffec-eb18-4cbd-a175-9ae2680b4bfb"}}217{"type":"claude","event":{"type":"assistant","message":{"model":"claude-fable-5","id":"msg_011CeG9kJ4kwDtEB3BiXd7Gv","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_019jb6MzzCPe9fE9ueyRqpGM","name":"Bash","input":{"command":"cd ~/apps/crea-ka && export $(grep -E '^APIFY_TOKEN' .env | xargs); .venv/bin/python - <<'EOF'\nimport os, requests, json, time, sqlite3\ntoken = os.environ[\"APIFY_TOKEN\"]; h = {\"Authorization\": f\"Bearer {token}\"}\ndb = sqlite3.connect(\"data/creaka.db\")\nhandles = [r[0] for r in db.execute(\"SELECT handle FROM accounts WHERE platform='x' AND (metrics IS NULL OR metrics NOT LIKE '%x-apify_at%') LIMIT 40\")]\ninp = {\"usernames\": handles, \"maxTweets\": 5, \"concurrency\": 4,\n \"proxyConfiguration\": {\"useApifyProxy\": True, \"apifyProxyGroups\": [\"RESIDENTIAL\"]}}\nr = requests.post(\"https://api.apify.com/v2/acts/gorgeous_thistle~ka-x/runs\",\n json=inp, headers=h, params={\"memory\": 2048}, timeout=60)\nr.raise_for_status(); run = r.json()[\"data\"][\"id\"]\nwhile True:\n time.sleep(15)\n s = requests.get(f\"https://api.apify.com/v2/actor-runs/{run}\", headers=h, timeout=60).json()[\"data\"]\n if s[\"status\"] in (\"SUCCEEDED\",\"FAILED\",\"ABORTED\",\"TIMED-OUT\"): break\nitems = requests.get(f\"https://api.apify.com/v2/datasets/{s['defaultDatasetId']}/items?clean=true&limit=1000\", headers=h, timeout=60).json()\nfrom collections import Counter\nc = Counter()\nfor it in items:\n c[\"found\" if it.get(\"found\") else f\"err:{str(it.get('error','?'))[:50]}\"] += 1\nprint(\"statut:\", s[\"status\"], \"| items:\", len(items), \"/\", len(handles))\nfor k,v in c.most_common(): print(f\" {k}: {v}\")\nEOF","description":"Re-test ka-x 0.1.7 with 40 handles","timeout":600000},"caller":{"type":"direct"}}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":554,"cache_read_input_tokens":104291,"cache_creation":{"ephemeral_5m_input_tokens":554,"ephemeral_1h_input_tokens":0},"output_tokens":5,"service_tier":"standard","inference_geo":"global"},"context_management":null},"parent_tool_use_id":null,"session_id":"eb002d3d-a873-4cca-9361-cb2467df7353","uuid":"aed1da2a-96e8-431c-ab65-6eda856ee3b4"}}218{"type":"claude","event":{"type":"system","subtype":"task_started","task_id":"bxob2ew0w","tool_use_id":"toolu_019jb6MzzCPe9fE9ueyRqpGM","description":"Re-test ka-x 0.1.7 with 40 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/ 40\n err:user_not_found: 34\n err:http_429: 5\n err:Failed to perform, curl: (7) CONNECT tunnel failed: 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main -> main\ncac232a Couverture Apify forcée : mode APIFY_FORCE=1 (ignore fraîcheur + caps, délai élargi), tampon des miss définitifs (handle mort/mur de login → rotation hebdo au lieu d'un re-scan quotidien en pure perte), concurrence X réduite à 4 + retries 429 avec backoff et rotation d'IP dans ka-x (0.1.7)","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false}}}250{"type":"claude","event":{"type":"system","subtype":"status","status":"requesting","uuid":"9f47b81c-2c99-4f16-879f-4aca2406d170","session_id":"eb002d3d-a873-4cca-9361-cb2467df7353"}}251{"type":"claude","event":{"type":"assistant","message":{"model":"claude-fable-5","id":"msg_011CeGA8tL8wwMyJU3S4qs8M","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01SHZK72P3n47VkrzPAqak8n","name":"Bash","input":{"command":"pm2 restart crea-ka-sync --update-env && sleep 3 && pm2 list | grep crea-ka-sync","description":"Restart sync watcher with new 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│\n├────┼──────────────────────────┼─────────────┼─────────┼─────────┼──────────┼────────┼──────┼───────────┼──────────┼──────────┼──────────┼──────────┤\n│ 6 │ airiskindex-ngrok │ default │ N/A │ fork │ 13980 │ 16D │ 0 │ online │ 0% │ 171.7mb │ simon-p… │ disabled │\n│ 5 │ airiskindex-web │ default │ N/A │ fork │ 65729 │ 16D │ 13 │ online │ 0% │ 173.8mb │ simon-p… │ disabled │\n│ 75 │ anomaly-atlas │ default │ N/A │ fork │ 33650 │ 9D │ 14 │ online │ 0% │ 69.2mb │ simon-p… │ disabled │\n│ 76 │ anomaly-atlas-ngrok │ default │ N/A │ fork │ 61023 │ 9D │ 0 │ online │ 0% │ 70.8mb │ simon-p… │ disabled │\n│ 77 │ apika-api │ default │ N/A │ fork │ 13966 │ 2D │ 21 │ online │ 0% │ 708.5mb │ simon-p… │ disabled │\n│ 79 │ apika-ngrok │ default │ N/A │ fork │ 11978 │ 4D │ 0 │ online │ 0% │ 122.8mb │ simon-p… │ disabled │\n│ 78 │ apika-scheduler │ default │ N/A │ fork │ 58993 │ 3D │ 6 │ online │ 0% │ 10.0gb │ simon-p… │ disabled │\n│ 21 │ coinexplorer-api │ default │ N/A │ fork │ 4186 │ 15D │ 6 │ online │ 0% │ 208.7mb │ simon-p… │ disabled │\n│ 19 │ coinexplorer-indexer │ default │ N/A │ fork │ 54216 │ 15D │ 3 │ online │ 0% │ 827.7mb │ simon-p… │ disabled │\n│ 22 │ coinexplorer-ngrok │ default │ N/A │ fork │ 60713 │ 15D │ 0 │ online │ 0% │ 151.2mb │ simon-p… │ disabled │\n│ 89 │ crea-ka-ngrok │ default │ N/A │ fork │ 63473 │ 3D │ 0 │ online │ 0% │ 159.1mb │ simon-p… │ disabled │\n│ 94 │ crea-ka-sync │ default │ N/A │ fork │ 40860 │ 0s │ 8 │ online │ 0% │ 5.8mb │ simon-p… │ disabled │\n│ 87 │ crea-ka-web │ default │ N/A │ fork │ 3710 │ 14h │ 27 │ online │ 0% │ 145.6mb │ simon-p… │ disabled │\n│ 28 │ draft2027 │ default │ N/A │ fork │ 89898 │ 12D │ 0 │ online │ 0% │ 40.5mb │ simon-p… │ disabled │\n│ 29 │ draft2027-ngrok │ default │ N/A │ fork │ 89910 │ 12D │ 0 │ online │ 0% │ 57.7mb │ simon-p… │ disabled │\n│ 60 │ earthnow-api │ default │ N/A │ fork │ 87198 │ 11D │ 0 │ online │ 0% │ 79.7mb │ simon-p… │ disabled │\n│ 63 │ earthnow-ngrok │ default │ N/A │ fork │ 87239 │ 11D │ 0 │ online │ 0% │ 76.8mb │ simon-p… │ disabled │\n│ 62 │ earthnow-proxy │ default │ N/A │ fork │ 87227 │ 11D │ 0 │ online │ 0% │ 46.0mb │ simon-p… │ disabled │\n│ 61 │ earthnow-web │ default │ 0.1.0 │ fork │ 87210 │ 11D │ 0 │ online │ 0% │ 108.2mb │ simon-p… │ disabled │\n│ 30 │ groupe-ka │ default │ 1.0.0 │ fork │ 35282 │ 2D │ 69 │ online │ 0% │ 338.5mb │ simon-p… │ disabled │\n│ 31 │ groupe-ka-ngrok │ default │ N/A │ fork │ 26263 │ 5D │ 1 │ online │ 0% │ 198.2mb │ simon-p… │ disabled │\n│ 95 │ groupe-ka-status-tick │ default │ 1.0.0 │ fork │ 0 │ 0 │ 110 │ stopped │ 0% │ 0b │ simon-p… │ disabled │\n│ 0 │ immbot-ai │ default │ 1.0.0 │ fork │ 19793 │ 16D │ 6 │ online │ 0% │ 147.8mb │ simon-p… │ disabled │\n│ 1 │ immbot-ngrok │ default │ N/A │ fork │ 76976 │ 16D │ 1 │ online │ 0% │ 70.4mb │ simon-p… │ disabled │\n│ 64 │ khaelor-sh │ default │ N/A │ fork │ 13042 │ 10D │ 2 │ online │ 0% │ 43.4mb │ simon-p… │ disabled │\n│ 65 │ khaelor-sh-ngrok │ default │ N/A │ fork │ 21045 │ 11D │ 0 │ online │ 0% │ 58.5mb │ simon-p… │ disabled │\n│ 16 │ llmindex-benchmark │ default │ 4.23.5 │ fork │ 0 │ 0 │ 0 │ stopped │ 0% │ 0b │ simon-p… │ disabled │\n│ 9 │ llmindex-ngrok │ default │ N/A │ fork │ 93363 │ 16D │ 0 │ online │ 0% │ 217.2mb │ simon-p… │ disabled │\n│ 7 │ llmindex-web │ default │ 0.1.0 │ fork │ 85142 │ 2D │ 19 │ online │ 0% │ 520.9mb │ simon-p… │ disabled │\n│ 10 │ llmindex-worker │ default │ 4.23.5 │ fork │ 44184 │ 16D │ 4 │ online │ 0% │ 51.7mb │ simon-p… │ disabled │\n│ 71 │ localvm-web │ default │ 1.0.0 │ fork │ 4329 │ 9D │ 13 │ online │ 0% │ 91.2mb │ simon-p… │ disabled │\n│ 72 │ localvm-web-ngrok │ default │ N/A │ fork │ 71734 │ 9D │ 0 │ online │ 0% │ 92.6mb │ simon-p… │ disabled │\n│ 27 │ lou-ka-ngrok │ default │ N/A │ fork │ 22790 │ 15D │ 0 │ online │ 0% │ 348.4mb │ simon-p… │ disabled │\n│ 26 │ lou-ka-sync │ default │ 1.0.0 │ fork │ 19953 │ 2D │ 31 │ online │ 0% │ 912.8mb │ simon-p… │ disabled │\n│ 25 │ lou-ka-web │ default │ 1.0.0 │ fork │ 76103 │ 39h │ 65 │ online │ 0% │ 513.1mb │ simon-p… │ disabled │\n│ 73 │ modelmap-web │ default │ 1.0.0 │ fork │ 23027 │ 9D │ 18 │ online │ 0% │ 83.5mb │ simon-p… │ disabled │\n│ 74 │ modelmap-web-ngrok │ default │ N/A │ fork │ 89389 │ 9D │ 0 │ online │ 0% │ 66.0mb │ simon-p… │ disabled │\n│ 84 │ resto-ka │ default │ N/A │ fork │ 92117 │ 39h │ 18 │ online │ 0% │ 136.2mb │ simon-p… │ disabled │\n│ 85 │ resto-ka-ngrok │ default │ N/A │ fork │ 35426 │ 3D │ 0 │ online │ 0% │ 107.5mb │ simon-p… │ disabled │\n│ 86 │ resto-ka-sync │ default │ N/A │ fork │ 24658 │ 2D │ 6 │ online │ 0% │ 235.6mb │ simon-p… │ disabled │\n│ 66 │ spbdrive-server │ default │ 2.1.0 │ fork │ 54545 │ 10D │ 3 │ online │ 0% │ 88.9mb │ simon-p… │ disabled │\n│ 68 │ spbdrive-tunnel │ default │ N/A │ fork │ 58322 │ 11D │ 0 │ online │ 0% │ 60.2mb │ simon-p… │ disabled │\n│ 70 │ svgarden-tunnel │ default │ N/A │ fork │ 34955 │ 10D │ 1 │ online │ 0% │ 75.1mb │ simon-p… │ disabled │\n│ 69 │ svgarden-web │ default │ 1.0.0 │ fork │ 34954 │ 10D │ 1 │ online │ 0% │ 65.3mb │ simon-p… │ disabled │\n│ 23 │ voyage2026 │ default │ N/A │ fork │ 43917 │ 15D │ 0 │ online │ 0% │ 39.6mb │ simon-p… │ disabled │\n│ 24 │ voyage2026-ngrok │ default │ N/A │ fork │ 43929 │ 15D │ 0 │ online │ 0% │ 58.0mb │ simon-p… │ disabled │\n└────┴──────────────────────────┴─────────────┴─────────┴─────────┴──────────┴────────┴──────┴───────────┴──────────┴──────────┴──────────┴──────────┘\n│ 94 │ crea-ka-sync │ default │ N/A │ fork │ 40860 │ 3s │ 8 │ online │ 0% │ 41.7mb │ simon-p… │ disabled │","is_error":false}]},"parent_tool_use_id":null,"session_id":"eb002d3d-a873-4cca-9361-cb2467df7353","uuid":"11fb43d5-668f-4898-b254-3659f922fc24","timestamp":"2026-08-21T15:49:47.967Z","tool_use_result":{"stdout":"[PM2] Applying action restartProcessId on app [crea-ka-sync](ids: [ 94 ])\n[PM2] [crea-ka-sync](94) ✓\n┌────┬──────────────────────────┬─────────────┬─────────┬─────────┬──────────┬────────┬──────┬───────────┬──────────┬──────────┬──────────┬──────────┐\n│ id │ name │ namespace │ version │ mode │ pid │ uptime │ ↺ │ status │ cpu │ mem │ user │ watching │\n├────┼──────────────────────────┼─────────────┼─────────┼─────────┼──────────┼────────┼──────┼───────────┼──────────┼──────────┼──────────┼──────────┤\n│ 6 │ airiskindex-ngrok │ default │ N/A │ fork │ 13980 │ 16D │ 0 │ online │ 0% │ 171.7mb │ simon-p… │ disabled │\n│ 5 │ airiskindex-web │ default │ N/A │ fork │ 65729 │ 16D │ 13 │ online │ 0% │ 173.8mb │ simon-p… │ disabled │\n│ 75 │ anomaly-atlas │ default │ N/A │ fork │ 33650 │ 9D │ 14 │ online │ 0% │ 69.2mb │ simon-p… │ disabled │\n│ 76 │ anomaly-atlas-ngrok │ default │ N/A │ fork │ 61023 │ 9D │ 0 │ online │ 0% │ 70.8mb │ simon-p… │ disabled │\n│ 77 │ apika-api │ default │ N/A │ fork │ 13966 │ 2D │ 21 │ online │ 0% │ 708.5mb │ simon-p… │ disabled │\n│ 79 │ apika-ngrok │ default │ N/A │ fork │ 11978 │ 4D │ 0 │ online │ 0% │ 122.8mb │ simon-p… │ disabled │\n│ 78 │ apika-scheduler │ default │ N/A │ fork │ 58993 │ 3D │ 6 │ online │ 0% │ 10.0gb │ simon-p… │ disabled │\n│ 21 │ coinexplorer-api │ default │ N/A │ fork │ 4186 │ 15D │ 6 │ online │ 0% │ 208.7mb │ simon-p… │ disabled │\n│ 19 │ coinexplorer-indexer │ default │ N/A │ fork │ 54216 │ 15D │ 3 │ online │ 0% │ 827.7mb │ simon-p… │ disabled │\n│ 22 │ coinexplorer-ngrok │ default │ N/A │ fork │ 60713 │ 15D │ 0 │ online │ 0% │ 151.2mb │ simon-p… │ disabled │\n│ 89 │ crea-ka-ngrok │ default │ N/A │ fork │ 63473 │ 3D │ 0 │ online │ 0% │ 159.1mb │ simon-p… │ disabled │\n│ 94 │ crea-ka-sync │ default │ N/A │ fork │ 40860 │ 0s │ 8 │ online │ 0% │ 5.8mb │ simon-p… │ disabled │\n│ 87 │ crea-ka-web │ default │ N/A │ fork │ 3710 │ 14h │ 27 │ online │ 0% │ 145.6mb │ simon-p… │ disabled │\n│ 28 │ draft2027 │ default │ N/A │ fork │ 89898 │ 12D │ 0 │ online │ 0% │ 40.5mb │ simon-p… │ disabled │\n│ 29 │ draft2027-ngrok │ default │ N/A │ fork │ 89910 │ 12D │ 0 │ online │ 0% │ 57.7mb │ simon-p… │ disabled │\n│ 60 │ earthnow-api │ default │ N/A │ fork │ 87198 │ 11D │ 0 │ online │ 0% │ 79.7mb │ simon-p… │ disabled │\n│ 63 │ earthnow-ngrok │ default │ N/A │ fork │ 87239 │ 11D │ 0 │ online │ 0% │ 76.8mb │ simon-p… │ disabled │\n│ 62 │ earthnow-proxy │ default │ N/A │ fork │ 87227 │ 11D │ 0 │ online │ 0% │ 46.0mb │ simon-p… │ disabled │\n│ 61 │ earthnow-web │ default │ 0.1.0 │ fork │ 87210 │ 11D │ 0 │ online │ 0% │ 108.2mb │ simon-p… │ disabled │\n│ 30 │ groupe-ka │ default │ 1.0.0 │ fork │ 35282 │ 2D │ 69 │ online │ 0% │ 338.5mb │ simon-p… │ disabled │\n│ 31 │ groupe-ka-ngrok │ default │ N/A │ fork │ 26263 │ 5D │ 1 │ online │ 0% │ 198.2mb │ simon-p… │ disabled │\n│ 95 │ groupe-ka-status-tick │ default │ 1.0.0 │ fork │ 0 │ 0 │ 110 │ stopped │ 0% │ 0b │ simon-p… │ disabled │\n│ 0 │ immbot-ai │ default │ 1.0.0 │ fork │ 19793 │ 16D │ 6 │ online │ 0% │ 147.8mb │ simon-p… │ disabled │\n│ 1 │ immbot-ngrok │ default │ N/A │ fork │ 76976 │ 16D │ 1 │ online │ 0% │ 70.4mb │ simon-p… │ disabled │\n│ 64 │ khaelor-sh │ default │ N/A │ fork │ 13042 │ 10D │ 2 │ online │ 0% │ 43.4mb │ simon-p… │ disabled │\n│ 65 │ khaelor-sh-ngrok │ default │ N/A │ fork │ 21045 │ 11D │ 0 │ online │ 0% │ 58.5mb │ simon-p… │ disabled │\n│ 16 │ llmindex-benchmark │ default │ 4.23.5 │ fork │ 0 │ 0 │ 0 │ stopped │ 0% │ 0b │ simon-p… │ disabled │\n│ 9 │ llmindex-ngrok │ default │ N/A │ fork │ 93363 │ 16D │ 0 │ online │ 0% │ 217.2mb │ simon-p… │ disabled │\n│ 7 │ llmindex-web │ default │ 0.1.0 │ fork │ 85142 │ 2D │ 19 │ online │ 0% │ 520.9mb │ simon-p… │ disabled │\n│ 10 │ llmindex-worker │ default │ 4.23.5 │ fork │ 44184 │ 16D │ 4 │ online │ 0% │ 51.7mb │ simon-p… │ disabled │\n│ 71 │ localvm-web │ default │ 1.0.0 │ fork │ 4329 │ 9D │ 13 │ online │ 0% │ 91.2mb │ simon-p… │ disabled │\n│ 72 │ localvm-web-ngrok │ default │ N/A │ fork │ 71734 │ 9D │ 0 │ online │ 0% │ 92.6mb │ simon-p… │ disabled │\n│ 27 │ lou-ka-ngrok │ default │ N/A │ fork │ 22790 │ 15D │ 0 │ online │ 0% │ 348.4mb │ simon-p… │ disabled │\n│ 26 │ lou-ka-sync │ default │ 1.0.0 │ fork │ 19953 │ 2D │ 31 │ online │ 0% │ 912.8mb │ simon-p… │ disabled │\n│ 25 │ lou-ka-web │ default │ 1.0.0 │ fork │ 76103 │ 39h │ 65 │ online │ 0% │ 513.1mb │ simon-p… │ disabled │\n│ 73 │ modelmap-web │ default │ 1.0.0 │ fork │ 23027 │ 9D │ 18 │ online │ 0% │ 83.5mb │ simon-p… │ disabled │\n│ 74 │ modelmap-web-ngrok │ default │ N/A │ fork │ 89389 │ 9D │ 0 │ online │ 0% │ 66.0mb │ simon-p… │ disabled │\n│ 84 │ resto-ka │ default │ N/A │ fork │ 92117 │ 39h │ 18 │ online │ 0% │ 136.2mb │ simon-p… │ disabled │\n│ 85 │ resto-ka-ngrok │ default │ N/A │ fork │ 35426 │ 3D │ 0 │ online │ 0% │ 107.5mb │ simon-p… │ disabled │\n│ 86 │ resto-ka-sync │ default │ N/A │ fork │ 24658 │ 2D │ 6 │ online │ 0% │ 235.6mb │ simon-p… │ disabled │\n│ 66 │ spbdrive-server │ default │ 2.1.0 │ fork │ 54545 │ 10D │ 3 │ online │ 0% │ 88.9mb │ simon-p… │ disabled │\n│ 68 │ spbdrive-tunnel │ default │ N/A │ fork │ 58322 │ 11D │ 0 │ online │ 0% │ 60.2mb │ simon-p… │ disabled │\n│ 70 │ svgarden-tunnel │ default │ N/A │ fork │ 34955 │ 10D │ 1 │ online │ 0% │ 75.1mb │ simon-p… │ disabled │\n│ 69 │ svgarden-web │ default │ 1.0.0 │ fork │ 34954 │ 10D │ 1 │ online │ 0% │ 65.3mb │ simon-p… │ disabled │\n│ 23 │ voyage2026 │ default │ N/A │ fork │ 43917 │ 15D │ 0 │ online │ 0% │ 39.6mb │ simon-p… │ disabled │\n│ 24 │ voyage2026-ngrok │ default │ N/A │ fork │ 43929 │ 15D │ 0 │ online │ 0% │ 58.0mb │ simon-p… │ disabled │\n└────┴──────────────────────────┴─────────────┴─────────┴─────────┴──────────┴────────┴──────┴───────────┴──────────┴──────────┴──────────┴──────────┘\n│ 94 │ crea-ka-sync │ default │ N/A │ fork │ 40860 │ 3s │ 8 │ online │ 0% │ 41.7mb │ simon-p… │ disabled │","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false}}}255{"type":"claude","event":{"type":"system","subtype":"status","status":"requesting","uuid":"69496b27-64d9-441c-83d2-e309e4eaee42","session_id":"eb002d3d-a873-4cca-9361-cb2467df7353"}}256{"type":"claude","event":{"type":"assistant","message":{"model":"claude-fable-5","id":"msg_011CeGA9TiaB3SKPfCNAR7HQ","type":"message","role":"assistant","content":[{"type":"thinking","thinking":"","signature":"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"}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":4294,"cache_read_input_tokens":111731,"cache_creation":{"ephemeral_5m_input_tokens":4294,"ephemeral_1h_input_tokens":0},"output_tokens":3,"service_tier":"standard","inference_geo":"global"},"context_management":null},"parent_tool_use_id":null,"session_id":"eb002d3d-a873-4cca-9361-cb2467df7353","uuid":"05347915-ef0d-4e50-a764-873f31b63209"}}257{"type":"claude","event":{"type":"assistant","message":{"model":"claude-fable-5","id":"msg_011CeGA9TiaB3SKPfCNAR7HQ","type":"message","role":"assistant","content":[{"type":"text","text":"Attention — le restart de `crea-ka-sync` déclenche un passage quotidien immédiat qui entrerait en collision avec le passage forcé. Je le mets en pause le temps du passage forcé."}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":4294,"cache_read_input_tokens":111731,"cache_creation":{"ephemeral_5m_input_tokens":4294,"ephemeral_1h_input_tokens":0},"output_tokens":3,"service_tier":"standard","inference_geo":"global"},"context_management":null},"parent_tool_use_id":null,"session_id":"eb002d3d-a873-4cca-9361-cb2467df7353","uuid":"3b0fc0df-0210-4552-a7ac-744c52b8de08"}}258{"type":"claude","event":{"type":"assistant","message":{"model":"claude-fable-5","id":"msg_011CeGA9TiaB3SKPfCNAR7HQ","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01KoN48XtwbFrmsEYwwZjYe4","name":"Bash","input":{"command":"pm2 stop crea-ka-sync && pgrep -f \"run.py sync\" | head -3","description":"Pause sync watcher during forced pass"},"caller":{"type":"direct"}}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":4294,"cache_read_input_tokens":111731,"cache_creation":{"ephemeral_5m_input_tokens":4294,"ephemeral_1h_input_tokens":0},"output_tokens":3,"service_tier":"standard","inference_geo":"global"},"context_management":null},"parent_tool_use_id":null,"session_id":"eb002d3d-a873-4cca-9361-cb2467df7353","uuid":"fa77b34a-a27f-4be5-be26-7e32357d9fd5"}}259{"type":"claude","event":{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01KoN48XtwbFrmsEYwwZjYe4","type":"tool_result","content":"[PM2] Applying action stopProcessId on app [crea-ka-sync](ids: [ 94 ])\n[PM2] [crea-ka-sync](94) ✓\n┌────┬──────────────────────────┬─────────────┬─────────┬─────────┬──────────┬────────┬──────┬───────────┬──────────┬──────────┬──────────┬──────────┐\n│ id │ name │ namespace │ version │ mode │ pid │ uptime │ ↺ │ status │ cpu │ mem │ user │ watching │\n├────┼──────────────────────────┼─────────────┼─────────┼─────────┼──────────┼────────┼──────┼───────────┼──────────┼──────────┼──────────┼──────────┤\n│ 6 │ airiskindex-ngrok │ default │ N/A │ fork │ 13980 │ 16D │ 0 │ online │ 0% │ 171.7mb │ simon-p… │ disabled │\n│ 5 │ airiskindex-web │ default │ N/A │ fork │ 65729 │ 16D │ 13 │ online │ 0% │ 173.8mb │ simon-p… │ disabled │\n│ 75 │ anomaly-atlas │ default │ N/A │ fork │ 33650 │ 9D │ 14 │ online │ 0% │ 69.2mb │ simon-p… │ disabled │\n│ 76 │ anomaly-atlas-ngrok │ default │ N/A │ fork │ 61023 │ 9D │ 0 │ online │ 0% │ 70.8mb │ simon-p… │ disabled │\n│ 77 │ apika-api │ default │ N/A │ fork │ 13966 │ 2D │ 21 │ online │ 0% │ 708.5mb │ simon-p… │ disabled │\n│ 79 │ apika-ngrok │ default │ N/A │ fork │ 11978 │ 4D │ 0 │ online │ 0% │ 122.8mb │ simon-p… │ disabled │\n│ 78 │ apika-scheduler │ default │ N/A │ fork │ 58993 │ 3D │ 6 │ online │ 0% │ 10.0gb │ simon-p… │ disabled │\n│ 21 │ coinexplorer-api │ default │ N/A │ fork │ 4186 │ 15D │ 6 │ online │ 0% │ 208.7mb │ simon-p… │ disabled │\n│ 19 │ coinexplorer-indexer │ default │ N/A │ fork │ 54216 │ 15D │ 3 │ online │ 0% │ 827.7mb │ simon-p… │ disabled │\n│ 22 │ coinexplorer-ngrok │ default │ N/A │ fork │ 60713 │ 15D │ 0 │ online │ 0% │ 151.2mb │ simon-p… │ disabled │\n│ 89 │ crea-ka-ngrok │ default │ N/A │ fork │ 63473 │ 3D │ 0 │ online │ 0% │ 159.1mb │ simon-p… │ disabled │\n│ 94 │ crea-ka-sync │ default │ N/A │ fork │ 0 │ 0 │ 8 │ stopped │ 0% │ 0b │ simon-p… │ disabled │\n│ 87 │ crea-ka-web │ default │ N/A │ fork │ 3710 │ 14h │ 27 │ online │ 0% │ 145.6mb │ simon-p… │ disabled │\n│ 28 │ draft2027 │ default │ N/A │ fork │ 89898 │ 12D │ 0 │ online │ 0% │ 40.5mb │ simon-p… │ disabled │\n│ 29 │ draft2027-ngrok │ default │ N/A │ fork │ 89910 │ 12D │ 0 │ online │ 0% │ 57.7mb │ simon-p… │ disabled │\n│ 60 │ earthnow-api │ default │ N/A │ fork │ 87198 │ 11D │ 0 │ online │ 0% │ 79.7mb │ simon-p… │ disabled │\n│ 63 │ earthnow-ngrok │ default │ N/A │ fork │ 87239 │ 11D │ 0 │ online │ 0% │ 76.8mb │ simon-p… │ disabled │\n│ 62 │ earthnow-proxy │ default │ N/A │ fork │ 87227 │ 11D │ 0 │ online │ 0% │ 46.0mb │ simon-p… │ disabled │\n│ 61 │ earthnow-web │ default │ 0.1.0 │ fork │ 87210 │ 11D │ 0 │ online │ 0% │ 108.2mb │ simon-p… │ disabled │\n│ 30 │ groupe-ka │ default │ 1.0.0 │ fork │ 35282 │ 2D │ 69 │ online │ 0% │ 338.5mb │ simon-p… │ disabled │\n│ 31 │ groupe-ka-ngrok │ default │ N/A │ fork │ 26263 │ 5D │ 1 │ online │ 0% │ 198.2mb │ simon-p… │ disabled │\n│ 95 │ groupe-ka-status-tick │ default │ 1.0.0 │ fork │ 0 │ 0 │ 110 │ stopped │ 0% │ 0b │ simon-p… │ disabled │\n│ 0 │ immbot-ai │ default │ 1.0.0 │ fork │ 19793 │ 16D │ 6 │ online │ 0% │ 147.8mb │ simon-p… │ disabled │\n│ 1 │ immbot-ngrok │ default │ N/A │ fork │ 76976 │ 16D │ 1 │ online │ 0% │ 70.4mb │ simon-p… │ disabled │\n│ 64 │ khaelor-sh │ default │ N/A │ fork │ 13042 │ 10D │ 2 │ online │ 0% │ 43.4mb │ simon-p… │ disabled │\n│ 65 │ khaelor-sh-ngrok │ default │ N/A │ fork │ 21045 │ 11D │ 0 │ online │ 0% │ 58.5mb │ simon-p… │ disabled │\n│ 16 │ llmindex-benchmark │ default │ 4.23.5 │ fork │ 0 │ 0 │ 0 │ stopped │ 0% │ 0b │ simon-p… │ disabled │\n│ 9 │ llmindex-ngrok │ default │ N/A │ fork │ 93363 │ 16D │ 0 │ online │ 0% │ 217.2mb │ simon-p… │ disabled │\n│ 7 │ llmindex-web │ default │ 0.1.0 │ fork │ 85142 │ 2D │ 19 │ online │ 0% │ 520.9mb │ simon-p… │ disabled │\n│ 10 │ llmindex-worker │ default │ 4.23.5 │ fork │ 44184 │ 16D │ 4 │ online │ 0% │ 51.7mb │ simon-p… │ disabled │\n│ 71 │ localvm-web │ default │ 1.0.0 │ fork │ 4329 │ 9D │ 13 │ online │ 0% │ 91.2mb │ simon-p… │ disabled │\n│ 72 │ localvm-web-ngrok │ default │ N/A │ fork │ 71734 │ 9D │ 0 │ online │ 0% │ 92.6mb │ simon-p… │ disabled │\n│ 27 │ lou-ka-ngrok │ default │ N/A │ fork │ 22790 │ 15D │ 0 │ online │ 0% │ 348.4mb │ simon-p… │ disabled │\n│ 26 │ lou-ka-sync │ default │ 1.0.0 │ fork │ 19953 │ 2D │ 31 │ online │ 0% │ 912.6mb │ simon-p… │ disabled │\n│ 25 │ lou-ka-web │ default │ 1.0.0 │ fork │ 76103 │ 39h │ 65 │ online │ 0% │ 513.0mb │ simon-p… │ disabled │\n│ 73 │ modelmap-web │ default │ 1.0.0 │ fork │ 23027 │ 9D │ 18 │ online │ 0% │ 83.5mb │ simon-p… │ disabled │\n│ 74 │ modelmap-web-ngrok │ default │ N/A │ fork │ 89389 │ 9D │ 0 │ online │ 0% │ 66.0mb │ simon-p… │ disabled │\n│ 84 │ resto-ka │ default │ N/A │ fork │ 92117 │ 39h │ 18 │ online │ 0% │ 136.2mb │ simon-p… │ disabled │\n│ 85 │ resto-ka-ngrok │ default │ N/A │ fork │ 35426 │ 3D │ 0 │ online │ 0% │ 107.5mb │ simon-p… │ disabled │\n│ 86 │ resto-ka-sync │ default │ N/A │ fork │ 24658 │ 2D │ 6 │ online │ 0% │ 235.6mb │ simon-p… │ disabled │\n│ 66 │ spbdrive-server │ default │ 2.1.0 │ fork │ 54545 │ 10D │ 3 │ online │ 0% │ 88.9mb │ simon-p… │ disabled │\n│ 68 │ spbdrive-tunnel │ default │ N/A │ fork │ 58322 │ 11D │ 0 │ online │ 0% │ 60.2mb │ simon-p… │ disabled │\n│ 70 │ svgarden-tunnel │ default │ N/A │ fork │ 34955 │ 10D │ 1 │ online │ 0% │ 75.1mb │ simon-p… │ disabled │\n│ 69 │ svgarden-web │ default │ 1.0.0 │ fork │ 34954 │ 10D │ 1 │ online │ 0% │ 65.3mb │ simon-p… │ disabled │\n│ 23 │ voyage2026 │ default │ N/A │ fork │ 43917 │ 15D │ 0 │ online │ 0% │ 39.6mb │ simon-p… │ disabled │\n│ 24 │ voyage2026-ngrok │ default │ N/A │ fork │ 43929 │ 15D │ 0 │ online │ 0% │ 58.0mb │ simon-p… │ disabled │\n└────┴──────────────────────────┴─────────────┴─────────┴─────────┴──────────┴────────┴──────┴───────────┴──────────┴──────────┴──────────┴──────────┘\n39401","is_error":false}]},"parent_tool_use_id":null,"session_id":"eb002d3d-a873-4cca-9361-cb2467df7353","uuid":"10cf7cf6-583e-49d6-9bc8-6b4a735f050e","timestamp":"2026-08-21T15:49:59.268Z","tool_use_result":{"stdout":"[PM2] Applying action stopProcessId on app [crea-ka-sync](ids: [ 94 ])\n[PM2] [crea-ka-sync](94) ✓\n┌────┬──────────────────────────┬─────────────┬─────────┬─────────┬──────────┬────────┬──────┬───────────┬──────────┬──────────┬──────────┬──────────┐\n│ id │ name │ namespace │ version │ mode │ pid │ uptime │ ↺ │ status │ cpu │ mem │ user │ watching │\n├────┼──────────────────────────┼─────────────┼─────────┼─────────┼──────────┼────────┼──────┼───────────┼──────────┼──────────┼──────────┼──────────┤\n│ 6 │ airiskindex-ngrok │ default │ N/A │ fork │ 13980 │ 16D │ 0 │ online │ 0% │ 171.7mb │ simon-p… │ disabled │\n│ 5 │ airiskindex-web │ default │ N/A │ fork │ 65729 │ 16D │ 13 │ online │ 0% │ 173.8mb │ simon-p… │ disabled │\n│ 75 │ anomaly-atlas │ default │ N/A │ fork │ 33650 │ 9D │ 14 │ online │ 0% │ 69.2mb │ simon-p… │ disabled │\n│ 76 │ anomaly-atlas-ngrok │ default │ N/A │ fork │ 61023 │ 9D │ 0 │ online │ 0% │ 70.8mb │ simon-p… │ disabled │\n│ 77 │ apika-api │ default │ N/A │ fork │ 13966 │ 2D │ 21 │ online │ 0% │ 708.5mb │ simon-p… │ disabled │\n│ 79 │ apika-ngrok │ default │ N/A │ fork │ 11978 │ 4D │ 0 │ online │ 0% │ 122.8mb │ simon-p… │ disabled │\n│ 78 │ apika-scheduler │ default │ N/A │ fork │ 58993 │ 3D │ 6 │ online │ 0% │ 10.0gb │ simon-p… │ disabled │\n│ 21 │ coinexplorer-api │ default │ N/A │ fork │ 4186 │ 15D │ 6 │ online │ 0% │ 208.7mb │ simon-p… │ disabled │\n│ 19 │ coinexplorer-indexer │ default │ N/A │ fork │ 54216 │ 15D │ 3 │ online │ 0% │ 827.7mb │ simon-p… │ disabled │\n│ 22 │ coinexplorer-ngrok │ default │ N/A │ fork │ 60713 │ 15D │ 0 │ online │ 0% │ 151.2mb │ simon-p… │ disabled │\n│ 89 │ crea-ka-ngrok │ default │ N/A │ fork │ 63473 │ 3D │ 0 │ online │ 0% │ 159.1mb │ simon-p… │ disabled │\n│ 94 │ crea-ka-sync │ default │ N/A │ fork │ 0 │ 0 │ 8 │ stopped │ 0% │ 0b │ simon-p… │ disabled │\n│ 87 │ crea-ka-web │ default │ N/A │ fork │ 3710 │ 14h │ 27 │ online │ 0% │ 145.6mb │ simon-p… │ disabled │\n│ 28 │ draft2027 │ default │ N/A │ fork │ 89898 │ 12D │ 0 │ online │ 0% │ 40.5mb │ simon-p… │ disabled │\n│ 29 │ draft2027-ngrok │ default │ N/A │ fork │ 89910 │ 12D │ 0 │ online │ 0% │ 57.7mb │ simon-p… │ disabled │\n│ 60 │ earthnow-api │ default │ N/A │ fork │ 87198 │ 11D │ 0 │ online │ 0% │ 79.7mb │ simon-p… │ disabled │\n│ 63 │ earthnow-ngrok │ default │ N/A │ fork │ 87239 │ 11D │ 0 │ online │ 0% │ 76.8mb │ simon-p… │ disabled │\n│ 62 │ earthnow-proxy │ default │ N/A │ fork │ 87227 │ 11D │ 0 │ online │ 0% │ 46.0mb │ simon-p… │ disabled │\n│ 61 │ earthnow-web │ default │ 0.1.0 │ fork │ 87210 │ 11D │ 0 │ online │ 0% │ 108.2mb │ simon-p… │ disabled │\n│ 30 │ groupe-ka │ default │ 1.0.0 │ fork │ 35282 │ 2D │ 69 │ online │ 0% │ 338.5mb │ simon-p… │ disabled │\n│ 31 │ groupe-ka-ngrok │ default │ N/A │ fork │ 26263 │ 5D │ 1 │ online │ 0% │ 198.2mb │ simon-p… │ disabled │\n│ 95 │ groupe-ka-status-tick │ default │ 1.0.0 │ fork │ 0 │ 0 │ 110 │ stopped │ 0% │ 0b │ simon-p… │ disabled │\n│ 0 │ immbot-ai │ default │ 1.0.0 │ fork │ 19793 │ 16D │ 6 │ online │ 0% │ 147.8mb │ simon-p… │ disabled │\n│ 1 │ immbot-ngrok │ default │ N/A │ fork │ 76976 │ 16D │ 1 │ online │ 0% │ 70.4mb │ simon-p… │ disabled │\n│ 64 │ khaelor-sh │ default │ N/A │ fork │ 13042 │ 10D │ 2 │ online │ 0% │ 43.4mb │ simon-p… │ disabled │\n│ 65 │ khaelor-sh-ngrok │ default │ N/A │ fork │ 21045 │ 11D │ 0 │ online │ 0% │ 58.5mb │ simon-p… │ disabled │\n│ 16 │ llmindex-benchmark │ default │ 4.23.5 │ fork │ 0 │ 0 │ 0 │ stopped │ 0% │ 0b │ simon-p… │ disabled │\n│ 9 │ llmindex-ngrok │ default │ N/A │ fork │ 93363 │ 16D │ 0 │ online │ 0% │ 217.2mb │ simon-p… │ disabled │\n│ 7 │ llmindex-web │ default │ 0.1.0 │ fork │ 85142 │ 2D │ 19 │ online │ 0% │ 520.9mb │ simon-p… │ disabled │\n│ 10 │ llmindex-worker │ default │ 4.23.5 │ fork │ 44184 │ 16D │ 4 │ online │ 0% │ 51.7mb │ simon-p… │ disabled │\n│ 71 │ localvm-web │ default │ 1.0.0 │ fork │ 4329 │ 9D │ 13 │ online │ 0% │ 91.2mb │ simon-p… │ disabled │\n│ 72 │ localvm-web-ngrok │ default │ N/A │ fork │ 71734 │ 9D │ 0 │ online │ 0% │ 92.6mb │ simon-p… │ disabled │\n│ 27 │ lou-ka-ngrok │ default │ N/A │ fork │ 22790 │ 15D │ 0 │ online │ 0% │ 348.4mb │ simon-p… │ disabled │\n│ 26 │ lou-ka-sync │ default │ 1.0.0 │ fork │ 19953 │ 2D │ 31 │ online │ 0% │ 912.6mb │ simon-p… │ disabled │\n│ 25 │ lou-ka-web │ default │ 1.0.0 │ fork │ 76103 │ 39h │ 65 │ online │ 0% │ 513.0mb │ simon-p… │ disabled │\n│ 73 │ modelmap-web │ default │ 1.0.0 │ fork │ 23027 │ 9D │ 18 │ online │ 0% │ 83.5mb │ simon-p… │ disabled │\n│ 74 │ modelmap-web-ngrok │ default │ N/A │ fork │ 89389 │ 9D │ 0 │ online │ 0% │ 66.0mb │ simon-p… │ disabled │\n│ 84 │ resto-ka │ default │ N/A │ fork │ 92117 │ 39h │ 18 │ online │ 0% │ 136.2mb │ simon-p… │ disabled │\n│ 85 │ resto-ka-ngrok │ default │ N/A │ fork │ 35426 │ 3D │ 0 │ online │ 0% │ 107.5mb │ simon-p… │ disabled │\n│ 86 │ resto-ka-sync │ default │ N/A │ fork │ 24658 │ 2D │ 6 │ online │ 0% │ 235.6mb │ simon-p… │ disabled │\n│ 66 │ spbdrive-server │ default │ 2.1.0 │ fork │ 54545 │ 10D │ 3 │ online │ 0% │ 88.9mb │ simon-p… │ disabled │\n│ 68 │ spbdrive-tunnel │ default │ N/A │ fork │ 58322 │ 11D │ 0 │ online │ 0% │ 60.2mb │ simon-p… │ disabled │\n│ 70 │ svgarden-tunnel │ default │ N/A │ fork │ 34955 │ 10D │ 1 │ online │ 0% │ 75.1mb │ simon-p… │ disabled │\n│ 69 │ svgarden-web │ default │ 1.0.0 │ fork │ 34954 │ 10D │ 1 │ online │ 0% │ 65.3mb │ simon-p… │ disabled │\n│ 23 │ voyage2026 │ default │ N/A │ fork │ 43917 │ 15D │ 0 │ online │ 0% │ 39.6mb │ simon-p… │ disabled │\n│ 24 │ voyage2026-ngrok │ default │ N/A │ fork │ 43929 │ 15D │ 0 │ online │ 0% │ 58.0mb │ simon-p… │ disabled 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Le moniteur me signalera aussi chaque plateforme complétée en temps réel."}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":1644,"cache_read_input_tokens":120641,"cache_creation":{"ephemeral_5m_input_tokens":1644,"ephemeral_1h_input_tokens":0},"output_tokens":2,"service_tier":"standard","inference_geo":"global"},"context_management":null},"parent_tool_use_id":null,"session_id":"eb002d3d-a873-4cca-9361-cb2467df7353","uuid":"92842fb1-9140-4b74-b085-db24909ce48c"}}267{"type":"claude","event":{"type":"result","subtype":"success","is_error":false,"api_error_status":null,"duration_ms":923393,"duration_api_ms":630861,"num_turns":70,"result":"Le réveil est programmé dans ~25 minutes pour vérifier la progression. 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