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Stars changed: 75639 → 75714.", "explanation_scope": "catalog_snapshot_delta", "evidence_refs": {}, "tier": "Gold", "risk": "low", "verdict": "try_now", "score": 8.2, "entity_kind": "open_source", "verification_stage": "discovered", "type": "Library / SDK", "section": "Open-Source LLM-Friendly Web Crawler & Scraper", "local_ai": false, "local_model_compatible": false, "discovery_topic": "data_tooling", "discovery_topic_status": "unreviewed", "setup_ease": 6.5, "best_for": [ "AI developers", "technical founders" ], "risk_categories": [], "search_text": "unclecode/crawl4ai unclecode open_source other gold low try_now ai developers technical founders", "material_mover": false }, { "id": "evt_e3480704cbadf998f44c", "entity_id": "gh:unclecode/crawl4ai", "item_url": "/item/unclecode-crawl4ai/", "title": "unclecode/crawl4ai", "category": "other", "kind": "stars_changed", "occurred_at": "2026-07-30T00:00:00Z", "before": 75474, "after": 75639, "explanation": "Reconstructed from adjacent retained daily snapshots; no upstream cause is inferred. Stars changed: 75474 → 75639.", "explanation_scope": "catalog_snapshot_delta", "evidence_refs": {}, "tier": "Gold", "risk": "low", "verdict": "try_now", "score": 8.2, "entity_kind": "open_source", "verification_stage": "discovered", "type": "Library / SDK", "section": "Open-Source LLM-Friendly Web Crawler & Scraper", "local_ai": false, "local_model_compatible": false, "discovery_topic": "data_tooling", "discovery_topic_status": "unreviewed", "setup_ease": 6.5, "best_for": [ "AI developers", "technical founders" ], "risk_categories": [], "search_text": "unclecode/crawl4ai unclecode open_source other gold low try_now ai developers technical founders", "material_mover": false }, { "id": "evt_9595b77381e2d022446c", "entity_id": "gh:unclecode/crawl4ai", "item_url": "/item/unclecode-crawl4ai/", "title": "unclecode/crawl4ai", "category": "other", "kind": "stars_changed", "occurred_at": "2026-07-29T10:17:05.832710Z", "before": 75363, "after": 75474, "explanation": "Stars changed: 75363 → 75474.", "explanation_scope": "catalog_snapshot_delta", "evidence_refs": {}, "tier": "Gold", "risk": "low", "verdict": "try_now", "score": 8.2, "entity_kind": "open_source", "verification_stage": "discovered", "type": "Library / SDK", "section": "Open-Source LLM-Friendly Web Crawler & Scraper", "local_ai": false, "local_model_compatible": false, "discovery_topic": "data_tooling", "discovery_topic_status": "unreviewed", "setup_ease": 6.5, "best_for": [ "AI developers", "technical founders" ], "risk_categories": [], "search_text": "unclecode/crawl4ai unclecode open_source other gold low try_now ai developers technical founders", "material_mover": false }, { "id": "evt_d2a4121313889e4c7873", "entity_id": "gh:unclecode/crawl4ai", "item_url": "/item/unclecode-crawl4ai/", "title": "unclecode/crawl4ai", "category": "other", "kind": "stars_changed", "occurred_at": "2026-07-28T10:17:34.274766Z", "before": 75341, "after": 75363, "explanation": "Source-observed stars changed: 75341 → 75363. This reports the retained observation delta and does not infer why the upstream change occurred.", "explanation_scope": "source_observation_delta", "evidence_refs": { "after_observation_id": "obs_c33f21f957617ebfc6436a27", "after_observed_at": "2026-07-28T10:17:34.274766Z", "after_source_path": "repository.stargazerCount", "before_observation_id": "obs_2d6f06d2bce3f1fefabd4062", "before_observed_at": "2026-07-28T07:11:06.213377Z", "before_source_path": "repository.stargazerCount", "entity_source_url": "https://github.com/unclecode/crawl4ai", "extractor_version": "github-observer-v2", "field": "stars", "source_url": "https://api.github.com/graphql" }, "tier": "Gold", "risk": "low", "verdict": "try_now", "score": 8.2, "entity_kind": "open_source", "verification_stage": "discovered", "type": "Library / SDK", "section": "Open-Source LLM-Friendly Web Crawler & Scraper", "local_ai": false, "local_model_compatible": false, "discovery_topic": "data_tooling", "discovery_topic_status": "unreviewed", "setup_ease": 6.5, "best_for": [ "AI developers", "technical founders" ], "risk_categories": [], "search_text": "unclecode/crawl4ai unclecode open_source other gold low try_now ai developers technical founders", "material_mover": false }, { "id": "evt_9b8813b20b96768811df", "entity_id": "gh:unclecode/crawl4ai", "item_url": "/item/unclecode-crawl4ai/", "title": "unclecode/crawl4ai", "category": "other", "kind": "stars_changed", "occurred_at": "2026-07-28T07:11:06.213377Z", "before": 73040, "after": 75341, "explanation": "Stars changed: 73040 → 75341.", "explanation_scope": "catalog_snapshot_delta", "evidence_refs": {}, "tier": "Gold", "risk": "low", "verdict": "try_now", "score": 8.2, "entity_kind": "open_source", "verification_stage": "discovered", "type": "Library / SDK", "section": "Open-Source LLM-Friendly Web Crawler & Scraper", "local_ai": false, "local_model_compatible": false, "discovery_topic": "data_tooling", "discovery_topic_status": "unreviewed", "setup_ease": 6.5, "best_for": [ "AI developers", "technical founders" ], "risk_categories": [], "search_text": "unclecode/crawl4ai unclecode open_source other gold low try_now ai developers technical founders", "material_mover": true }, { "id": "evt_aba8b0375872a738df96", "entity_id": "gh:unclecode/crawl4ai", "item_url": "/item/unclecode-crawl4ai/", "title": "unclecode/crawl4ai", "category": "other", "kind": "stars_changed", "occurred_at": "2026-07-17T12:02:57.061641Z", "before": 73033, "after": 73040, "explanation": "Source-observed stars changed: 73033 → 73040. 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Stars changed: 72446 → 72460.", "explanation_scope": "catalog_snapshot_delta", "evidence_refs": {}, "tier": "Gold", "risk": "low", "verdict": "try_now", "score": 8.2, "entity_kind": "open_source", "verification_stage": "discovered", "type": "Library / SDK", "section": "Open-Source LLM-Friendly Web Crawler & Scraper", "local_ai": false, "local_model_compatible": false, "discovery_topic": "data_tooling", "discovery_topic_status": "unreviewed", "setup_ease": 6.5, "best_for": [ "AI developers", "technical founders" ], "risk_categories": [], "search_text": "unclecode/crawl4ai unclecode open_source other gold low try_now ai developers technical founders", "material_mover": false }, { "id": "evt_72c5061247e961f92b3a", "entity_id": "gh:unclecode/crawl4ai", "item_url": "/item/unclecode-crawl4ai/", "title": "unclecode/crawl4ai", "category": "other", "kind": "stars_changed", "occurred_at": "2026-07-12T00:00:00Z", "before": 72359, "after": 72446, "explanation": "Reconstructed from adjacent retained daily snapshots; no upstream cause is inferred. Stars changed: 72359 → 72446.", "explanation_scope": "catalog_snapshot_delta", "evidence_refs": {}, "tier": "Gold", "risk": "low", "verdict": "try_now", "score": 8.2, "entity_kind": "open_source", "verification_stage": "discovered", "type": "Library / SDK", "section": "Open-Source LLM-Friendly Web Crawler & Scraper", "local_ai": false, "local_model_compatible": false, "discovery_topic": "data_tooling", "discovery_topic_status": "unreviewed", "setup_ease": 6.5, "best_for": [ "AI developers", "technical founders" ], "risk_categories": [], "search_text": "unclecode/crawl4ai unclecode open_source other gold low try_now ai developers technical founders", "material_mover": false }, { "id": "evt_54445af8913abf54882e", "entity_id": "gh:unclecode/crawl4ai", "item_url": "/item/unclecode-crawl4ai/", "title": "unclecode/crawl4ai", "category": "other", "kind": "stars_changed", "occurred_at": "2026-07-11T00:00:00Z", "before": 72235, "after": 72359, "explanation": "Reconstructed from adjacent retained daily snapshots; no upstream cause is inferred. Stars changed: 72235 → 72359.", "explanation_scope": "catalog_snapshot_delta", "evidence_refs": {}, "tier": "Gold", "risk": "low", "verdict": "try_now", "score": 8.2, "entity_kind": "open_source", "verification_stage": "discovered", "type": "Library / SDK", "section": "Open-Source LLM-Friendly Web Crawler & Scraper", "local_ai": false, "local_model_compatible": false, "discovery_topic": "data_tooling", "discovery_topic_status": "unreviewed", "setup_ease": 6.5, "best_for": [ "AI developers", "technical founders" ], "risk_categories": [], "search_text": "unclecode/crawl4ai unclecode open_source other gold low try_now ai developers technical founders", "material_mover": false }, { "id": "evt_4677c7b7aaf122fede9a", "entity_id": "gh:unclecode/crawl4ai", "item_url": "/item/unclecode-crawl4ai/", "title": "unclecode/crawl4ai", "category": "other", "kind": "stars_changed", "occurred_at": "2026-07-10T00:00:00Z", "before": 71783, "after": 72235, "explanation": "Reconstructed from adjacent retained daily snapshots; no upstream cause is inferred. Stars changed: 71783 → 72235.", "explanation_scope": "catalog_snapshot_delta", "evidence_refs": {}, "tier": "Gold", "risk": "low", "verdict": "try_now", "score": 8.2, "entity_kind": "open_source", "verification_stage": "discovered", "type": "Library / SDK", "section": "Open-Source LLM-Friendly Web Crawler & Scraper", "local_ai": false, "local_model_compatible": false, "discovery_topic": "data_tooling", "discovery_topic_status": "unreviewed", "setup_ease": 6.5, "best_for": [ "AI developers", "technical founders" ], "risk_categories": [], "search_text": "unclecode/crawl4ai unclecode open_source other gold low try_now ai developers technical founders", "material_mover": false }, { "id": "evt_1ee4c074d5e6caa36c9e", "entity_id": "gh:unclecode/crawl4ai", "item_url": "/item/unclecode-crawl4ai/", "title": "unclecode/crawl4ai", "category": "other", "kind": "stars_changed", "occurred_at": "2026-07-09T00:00:00Z", "before": 71502, "after": 71783, "explanation": "Reconstructed from adjacent retained daily snapshots; no upstream cause is inferred. Stars changed: 71502 → 71783.", "explanation_scope": "catalog_snapshot_delta", "evidence_refs": {}, "tier": "Gold", "risk": "low", "verdict": "try_now", "score": 8.2, "entity_kind": "open_source", "verification_stage": "discovered", "type": "Library / SDK", "section": "Open-Source LLM-Friendly Web Crawler & Scraper", "local_ai": false, "local_model_compatible": false, "discovery_topic": "data_tooling", "discovery_topic_status": "unreviewed", "setup_ease": 6.5, "best_for": [ "AI developers", "technical founders" ], "risk_categories": [], "search_text": "unclecode/crawl4ai unclecode open_source other gold low try_now ai developers technical founders", "material_mover": false }, { "id": "evt_b758802a9b07a2cb96cf", "entity_id": "gh:unclecode/crawl4ai", "item_url": "/item/unclecode-crawl4ai/", "title": "unclecode/crawl4ai", "category": "other", "kind": "stars_changed", "occurred_at": "2026-07-08T00:00:00Z", "before": 71319, "after": 71502, "explanation": "Reconstructed from adjacent retained daily snapshots; no upstream cause is inferred. Stars changed: 71319 → 71502.", "explanation_scope": "catalog_snapshot_delta", "evidence_refs": {}, "tier": "Gold", "risk": "low", "verdict": "try_now", "score": 8.2, "entity_kind": "open_source", "verification_stage": "discovered", "type": "Library / SDK", "section": "Open-Source LLM-Friendly Web Crawler & Scraper", "local_ai": false, "local_model_compatible": false, "discovery_topic": "data_tooling", "discovery_topic_status": "unreviewed", "setup_ease": 6.5, "best_for": [ "AI developers", "technical founders" ], "risk_categories": [], "search_text": "unclecode/crawl4ai unclecode open_source other gold low try_now ai developers technical founders", "material_mover": false }, { "id": "evt_5a96dd6ed1dc5a72b57b", "entity_id": "gh:unclecode/crawl4ai", "item_url": "/item/unclecode-crawl4ai/", "title": "unclecode/crawl4ai", "category": "other", "kind": "stars_changed", "occurred_at": "2026-07-07T00:00:00Z", "before": 71204, "after": 71319, "explanation": "Reconstructed from adjacent retained daily snapshots; no upstream cause is inferred. Stars changed: 71204 → 71319.", "explanation_scope": "catalog_snapshot_delta", "evidence_refs": {}, "tier": "Gold", "risk": "low", "verdict": "try_now", "score": 8.2, "entity_kind": "open_source", "verification_stage": "discovered", "type": "Library / SDK", "section": "Open-Source LLM-Friendly Web Crawler & Scraper", "local_ai": false, "local_model_compatible": false, "discovery_topic": "data_tooling", "discovery_topic_status": "unreviewed", "setup_ease": 6.5, "best_for": [ "AI developers", "technical founders" ], "risk_categories": [], "search_text": "unclecode/crawl4ai unclecode open_source other gold low try_now ai developers technical founders", "material_mover": false }, { "id": "evt_5f3195fdc1733b27e610", "entity_id": "gh:unclecode/crawl4ai", "item_url": "/item/unclecode-crawl4ai/", "title": "unclecode/crawl4ai", "category": "other", "kind": "stars_changed", "occurred_at": "2026-07-06T00:00:00Z", "before": 70924, "after": 71204, "explanation": "Reconstructed from adjacent retained daily snapshots; no upstream cause is inferred. Stars changed: 70924 → 71204.", "explanation_scope": "catalog_snapshot_delta", "evidence_refs": {}, "tier": "Gold", "risk": "low", "verdict": "try_now", "score": 8.2, "entity_kind": "open_source", "verification_stage": "discovered", "type": "Library / SDK", "section": "Open-Source LLM-Friendly Web Crawler & Scraper", "local_ai": false, "local_model_compatible": false, "discovery_topic": "data_tooling", "discovery_topic_status": "unreviewed", "setup_ease": 6.5, "best_for": [ "AI developers", "technical founders" ], "risk_categories": [], "search_text": "unclecode/crawl4ai unclecode open_source other gold low try_now ai developers technical founders", "material_mover": false }, { "id": "evt_533091d2453cb3ab33ce", "entity_id": "gh:unclecode/crawl4ai", "item_url": "/item/unclecode-crawl4ai/", "title": "unclecode/crawl4ai", "category": "other", "kind": "stars_changed", "occurred_at": "2026-07-04T00:00:00Z", "before": 70698, "after": 70924, "explanation": "Reconstructed from adjacent retained daily snapshots; no upstream cause is inferred. Stars changed: 70698 → 70924.", "explanation_scope": "catalog_snapshot_delta", "evidence_refs": {}, "tier": "Gold", "risk": "low", "verdict": "try_now", "score": 8.2, "entity_kind": "open_source", "verification_stage": "discovered", "type": "Library / SDK", "section": "Open-Source LLM-Friendly Web Crawler & Scraper", "local_ai": false, "local_model_compatible": false, "discovery_topic": "data_tooling", "discovery_topic_status": "unreviewed", "setup_ease": 6.5, "best_for": [ "AI developers", "technical founders" ], "risk_categories": [], "search_text": "unclecode/crawl4ai unclecode open_source other gold low try_now ai developers technical founders", "material_mover": false }, { "id": "evt_9ba83215ef055f6276d4", "entity_id": "gh:unclecode/crawl4ai", "item_url": "/item/unclecode-crawl4ai/", "title": "unclecode/crawl4ai", "category": "other", "kind": "stars_changed", "occurred_at": "2026-07-02T00:00:00Z", "before": 70663, "after": 70698, "explanation": "Reconstructed from adjacent retained daily snapshots; no upstream cause is inferred. Stars changed: 70663 → 70698.", "explanation_scope": "catalog_snapshot_delta", "evidence_refs": {}, "tier": "Gold", "risk": "low", "verdict": "try_now", "score": 8.2, "entity_kind": "open_source", "verification_stage": "discovered", "type": "Library / SDK", "section": "Open-Source LLM-Friendly Web Crawler & Scraper", "local_ai": false, "local_model_compatible": false, "discovery_topic": "data_tooling", "discovery_topic_status": "unreviewed", "setup_ease": 6.5, "best_for": [ "AI developers", "technical founders" ], "risk_categories": [], "search_text": "unclecode/crawl4ai unclecode open_source other gold low try_now ai developers technical founders", "material_mover": false }, { "id": "evt_ce13d4733e65f92afff1", "entity_id": "gh:unclecode/crawl4ai", "item_url": "/item/unclecode-crawl4ai/", "title": "unclecode/crawl4ai", "category": "other", "kind": "stars_changed", "occurred_at": "2026-07-01T00:00:00Z", "before": 70507, "after": 70663, "explanation": "Reconstructed from adjacent retained daily snapshots; no upstream cause is inferred. Stars changed: 70507 → 70663.", "explanation_scope": "catalog_snapshot_delta", "evidence_refs": {}, "tier": "Gold", "risk": "low", "verdict": "try_now", "score": 8.2, "entity_kind": "open_source", "verification_stage": "discovered", "type": "Library / SDK", "section": "Open-Source LLM-Friendly Web Crawler & Scraper", "local_ai": false, "local_model_compatible": false, "discovery_topic": "data_tooling", "discovery_topic_status": "unreviewed", "setup_ease": 6.5, "best_for": [ "AI developers", "technical founders" ], "risk_categories": [], "search_text": "unclecode/crawl4ai unclecode open_source other gold low try_now ai developers technical founders", "material_mover": false }, { "id": "evt_ddd487ed447340366c0d", "entity_id": "gh:unclecode/crawl4ai", "item_url": "/item/unclecode-crawl4ai/", "title": "unclecode/crawl4ai", "category": "other", "kind": "stars_changed", "occurred_at": "2026-06-30T00:00:00Z", "before": 70297, "after": 70507, "explanation": "Reconstructed from adjacent retained daily snapshots; no upstream cause is inferred. Stars changed: 70297 → 70507.", "explanation_scope": "catalog_snapshot_delta", "evidence_refs": {}, "tier": "Gold", "risk": "low", "verdict": "try_now", "score": 8.2, "entity_kind": "open_source", "verification_stage": "discovered", "type": "Library / SDK", "section": "Open-Source LLM-Friendly Web Crawler & Scraper", "local_ai": false, "local_model_compatible": false, "discovery_topic": "data_tooling", "discovery_topic_status": "unreviewed", "setup_ease": 6.5, "best_for": [ "AI developers", "technical founders" ], "risk_categories": [], "search_text": "unclecode/crawl4ai unclecode open_source other gold low try_now ai developers technical founders", "material_mover": false }, { "id": "evt_24ad9c7949a702e1e594", "entity_id": "gh:unclecode/crawl4ai", "item_url": "/item/unclecode-crawl4ai/", "title": "unclecode/crawl4ai", "category": "other", "kind": "stars_changed", "occurred_at": "2026-06-29T00:00:00Z", "before": 70040, "after": 70297, "explanation": "Reconstructed from adjacent retained daily snapshots; no upstream cause is inferred. Stars changed: 70040 → 70297.", "explanation_scope": "catalog_snapshot_delta", "evidence_refs": {}, "tier": "Gold", "risk": "low", "verdict": "try_now", "score": 8.2, "entity_kind": "open_source", "verification_stage": "discovered", "type": "Library / SDK", "section": "Open-Source LLM-Friendly Web Crawler & Scraper", "local_ai": false, "local_model_compatible": false, "discovery_topic": "data_tooling", "discovery_topic_status": "unreviewed", "setup_ease": 6.5, "best_for": [ "AI developers", "technical founders" ], "risk_categories": [], "search_text": "unclecode/crawl4ai unclecode open_source other gold low try_now ai developers technical founders", "material_mover": false }, { "id": "evt_37e65c9999e38573f1fb", "entity_id": "gh:unclecode/crawl4ai", "item_url": "/item/unclecode-crawl4ai/", "title": "unclecode/crawl4ai", "category": "other", "kind": "stars_changed", "occurred_at": "2026-06-28T00:00:00Z", "before": 69809, "after": 70040, "explanation": "Reconstructed from adjacent retained daily snapshots; no upstream cause is inferred. Stars changed: 69809 → 70040.", "explanation_scope": "catalog_snapshot_delta", "evidence_refs": {}, "tier": "Gold", "risk": "low", "verdict": "try_now", "score": 8.2, "entity_kind": "open_source", "verification_stage": "discovered", "type": "Library / SDK", "section": "Open-Source LLM-Friendly Web Crawler & Scraper", "local_ai": false, "local_model_compatible": false, "discovery_topic": "data_tooling", "discovery_topic_status": "unreviewed", "setup_ease": 6.5, "best_for": [ "AI developers", "technical founders" ], "risk_categories": [], "search_text": "unclecode/crawl4ai unclecode open_source other gold low try_now ai developers technical founders", "material_mover": false }, { "id": "evt_edcd5e95d03ef5dab491", "entity_id": "gh:unclecode/crawl4ai", "item_url": "/item/unclecode-crawl4ai/", "title": "unclecode/crawl4ai", "category": "other", "kind": "stars_changed", "occurred_at": "2026-06-27T00:00:00Z", "before": 69705, "after": 69809, "explanation": "Reconstructed from adjacent retained daily snapshots; no upstream cause is inferred. Stars changed: 69705 → 69809.", "explanation_scope": "catalog_snapshot_delta", "evidence_refs": {}, "tier": "Gold", "risk": "low", "verdict": "try_now", "score": 8.2, "entity_kind": "open_source", "verification_stage": "discovered", "type": "Library / SDK", "section": "Open-Source LLM-Friendly Web Crawler & Scraper", "local_ai": false, "local_model_compatible": false, "discovery_topic": "data_tooling", "discovery_topic_status": "unreviewed", "setup_ease": 6.5, "best_for": [ "AI developers", "technical founders" ], "risk_categories": [], "search_text": "unclecode/crawl4ai unclecode open_source other gold low try_now ai developers technical founders", "material_mover": false }, { "id": "evt_1b67526fd2f4fa628d49", "entity_id": "gh:unclecode/crawl4ai", "item_url": "/item/unclecode-crawl4ai/", "title": "unclecode/crawl4ai", "category": "other", "kind": "stars_changed", "occurred_at": "2026-06-26T00:00:00Z", "before": 69611, "after": 69705, "explanation": "Reconstructed from adjacent retained daily snapshots; no upstream cause is inferred. 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