{ "schema_version": "1.0.0", "verification_stage_contract": "bounded-workflow-v2", "generated_at": "2026-08-13T20:20:15Z", "build_id": "rr-20260813T202015Z-50afa6e387dd", "entity_id": "gh:ag2ai/ag2", "points": [ { "id": "gh:ag2ai/ag2", "score": 9.3, "popularity": 98.0, "stars": null, "momentum": null, "score_components": {}, "tier": "Gold", "verdict": "try_now", "risk": "conditional", "verification_stage": "discovered", "pricing_fingerprint": null, "pricing_summary": null, "pricing_facts": [], "pricing_checked_at": null, "pricing_stale": null, "version": null, "last_release_at": null, "last_release_url": null, "maintenance_status": "not_recorded", "integration_fingerprint": null, "integration_count": 0, "integrations": [], "source_observed_at": null, "observation_source_url": null, "observation_extractor_version": null, "observation_refs": {}, "observed_fields": [ "momentum", "popularity", "risk", "score", "score_components", "tier", "verdict" ], "date": "2026-06-18", "source_build_id": "git-f4995142b6f1" }, { "id": "gh:ag2ai/ag2", "score": 9.3, "popularity": 98.0, "stars": null, "momentum": 9.0, "score_components": { "usefulness": 9.0, "novelty": 8.0, "momentum": 9.0, "maturity": 9.2, "open_source_build_quality": 8.4, "evidence": 7.2, "commercial_workflow_potential": 10.0, "setup_ease": 4.2 }, "tier": "Gold", "verdict": "try_now", "risk": "conditional", "verification_stage": "discovered", "pricing_fingerprint": null, "pricing_summary": null, "pricing_facts": [], "pricing_checked_at": null, "pricing_stale": null, "version": null, "last_release_at": null, "last_release_url": null, "maintenance_status": "not_recorded", "integration_fingerprint": null, "integration_count": 0, "integrations": [], "source_observed_at": null, "observation_source_url": null, "observation_extractor_version": null, "observation_refs": {}, "observed_fields": [ "momentum", "popularity", "risk", "score", "score_components", "tier", "verdict" ], "date": "2026-06-19", "source_build_id": "git-081a54f8ee2f" }, { "id": "gh:ag2ai/ag2", "score": 9.3, "popularity": 98.0, "stars": null, "momentum": 9.0, "score_components": { "usefulness": 9.0, "novelty": 8.0, "momentum": 9.0, "maturity": 9.2, "open_source_build_quality": 8.4, "evidence": 7.2, "commercial_workflow_potential": 10.0, "setup_ease": 4.2 }, "tier": "Gold", "verdict": "try_now", "risk": "conditional", "verification_stage": "discovered", "pricing_fingerprint": null, "pricing_summary": null, "pricing_facts": [], "pricing_checked_at": null, "pricing_stale": null, "version": null, "last_release_at": null, "last_release_url": null, "maintenance_status": "not_recorded", "integration_fingerprint": null, "integration_count": 0, "integrations": [], "source_observed_at": null, "observation_source_url": null, "observation_extractor_version": null, "observation_refs": {}, "observed_fields": [ "momentum", "popularity", "risk", "score", "score_components", "tier", "verdict" ], "date": "2026-06-20", "source_build_id": "git-db15d0944655" }, { "id": "gh:ag2ai/ag2", "score": 9.3, "popularity": 98.0, "stars": null, "momentum": 9.0, "score_components": { "usefulness": 9.0, "novelty": 8.0, "momentum": 9.0, "maturity": 9.2, "open_source_build_quality": 8.4, "evidence": 7.2, "commercial_workflow_potential": 10.0, "setup_ease": 4.2 }, "tier": "Gold", "verdict": "try_now", "risk": "conditional", "verification_stage": "discovered", "pricing_fingerprint": null, "pricing_summary": null, "pricing_facts": [], "pricing_checked_at": null, "pricing_stale": null, "version": null, "last_release_at": null, "last_release_url": null, "maintenance_status": "not_recorded", "integration_fingerprint": null, "integration_count": 0, "integrations": [], "source_observed_at": null, "observation_source_url": null, "observation_extractor_version": null, "observation_refs": {}, "observed_fields": [ "momentum", "popularity", "risk", "score", "score_components", "tier", "verdict" ], "date": "2026-06-21", "source_build_id": "git-b5e9ccbdcc82" }, { "id": "gh:ag2ai/ag2", "score": 9.3, "popularity": 98.0, "stars": null, "momentum": 9.0, "score_components": { "usefulness": 9.0, "novelty": 8.0, "momentum": 9.0, "maturity": 9.2, "open_source_build_quality": 8.4, "evidence": 7.2, "commercial_workflow_potential": 10.0, "setup_ease": 4.2 }, "tier": "Gold", "verdict": "try_now", "risk": "conditional", "verification_stage": "discovered", "pricing_fingerprint": null, "pricing_summary": null, "pricing_facts": [], "pricing_checked_at": null, "pricing_stale": null, "version": null, "last_release_at": null, "last_release_url": null, "maintenance_status": "not_recorded", "integration_fingerprint": null, "integration_count": 0, "integrations": [], "source_observed_at": null, "observation_source_url": null, "observation_extractor_version": null, "observation_refs": {}, "observed_fields": [ "momentum", "popularity", "risk", "score", "score_components", "tier", "verdict" ], "date": "2026-06-22", "source_build_id": "git-42b3a8a1b49f" }, { "id": "gh:ag2ai/ag2", "score": 9.3, "popularity": 98.0, "stars": null, "momentum": 9.0, "score_components": { "usefulness": 9.0, "novelty": 8.0, "momentum": 9.0, "maturity": 9.2, "open_source_build_quality": 8.4, "evidence": 7.2, "commercial_workflow_potential": 10.0, "setup_ease": 4.2 }, "tier": "Gold", "verdict": "try_now", "risk": "conditional", "verification_stage": "discovered", "pricing_fingerprint": null, "pricing_summary": null, "pricing_facts": [], "pricing_checked_at": null, "pricing_stale": null, "version": null, "last_release_at": null, "last_release_url": null, "maintenance_status": "not_recorded", "integration_fingerprint": null, "integration_count": 0, "integrations": [], "source_observed_at": null, "observation_source_url": null, "observation_extractor_version": null, "observation_refs": {}, "observed_fields": [ "momentum", "popularity", "risk", "score", "score_components", "tier", "verdict" ], "date": "2026-06-23", "source_build_id": "git-34cc33171399" }, { "id": "gh:ag2ai/ag2", "score": 9.3, "popularity": 98.0, "stars": null, "momentum": 9.0, "score_components": { "usefulness": 9.0, "novelty": 8.0, "momentum": 9.0, "maturity": 9.2, "open_source_build_quality": 8.4, "evidence": 7.2, "commercial_workflow_potential": 10.0, "setup_ease": 4.2 }, "tier": "Gold", "verdict": "try_now", "risk": "conditional", "verification_stage": "discovered", "pricing_fingerprint": null, "pricing_summary": null, "pricing_facts": [], "pricing_checked_at": null, "pricing_stale": null, "version": null, "last_release_at": null, "last_release_url": null, "maintenance_status": "not_recorded", "integration_fingerprint": null, "integration_count": 0, "integrations": [], "source_observed_at": null, "observation_source_url": null, "observation_extractor_version": null, "observation_refs": {}, "observed_fields": [ "momentum", "popularity", "risk", "score", "score_components", "tier", "verdict" ], "date": "2026-06-24", "source_build_id": "git-dd88e3f44878" }, { "id": "gh:ag2ai/ag2", "score": 9.3, "popularity": 98.0, "stars": null, "momentum": 9.0, "score_components": { "usefulness": 9.0, "novelty": 8.0, "momentum": 9.0, "maturity": 9.2, "open_source_build_quality": 8.4, "evidence": 7.2, "commercial_workflow_potential": 10.0, "setup_ease": 4.2 }, "tier": "Gold", "verdict": "try_now", "risk": "conditional", "verification_stage": "discovered", "pricing_fingerprint": null, "pricing_summary": null, "pricing_facts": [], "pricing_checked_at": null, "pricing_stale": null, "version": null, "last_release_at": null, "last_release_url": null, "maintenance_status": "not_recorded", "integration_fingerprint": null, "integration_count": 0, "integrations": [], "source_observed_at": null, "observation_source_url": null, "observation_extractor_version": null, "observation_refs": {}, "observed_fields": [ "momentum", "popularity", "risk", "score", "score_components", "tier", "verdict" ], "date": "2026-06-25", "source_build_id": "git-17520e21684b" }, { "id": "gh:ag2ai/ag2", "score": 9.3, "popularity": 98.0, "stars": null, "momentum": 9.0, "score_components": { "usefulness": 9.0, "novelty": 8.0, "momentum": 9.0, "maturity": 9.2, "open_source_build_quality": 8.4, "evidence": 7.2, "commercial_workflow_potential": 10.0, "setup_ease": 4.2 }, "tier": "Gold", "verdict": "try_now", "risk": "conditional", "verification_stage": "discovered", "pricing_fingerprint": null, "pricing_summary": null, "pricing_facts": [], "pricing_checked_at": null, "pricing_stale": null, "version": null, "last_release_at": null, "last_release_url": null, "maintenance_status": "not_recorded", "integration_fingerprint": null, "integration_count": 0, "integrations": [], "source_observed_at": null, "observation_source_url": null, "observation_extractor_version": null, "observation_refs": {}, "observed_fields": [ "momentum", "popularity", "risk", "score", "score_components", "tier", "verdict" ], "date": "2026-06-26", "source_build_id": "git-41f9c4678c11" }, { "id": "gh:ag2ai/ag2", "score": 9.3, "popularity": 98.0, "stars": null, "momentum": 9.0, "score_components": { "usefulness": 9.0, "novelty": 8.0, "momentum": 9.0, "maturity": 9.2, "open_source_build_quality": 8.4, "evidence": 7.2, "commercial_workflow_potential": 10.0, "setup_ease": 4.2 }, "tier": "Gold", "verdict": "try_now", "risk": "conditional", "verification_stage": "discovered", "pricing_fingerprint": null, "pricing_summary": null, "pricing_facts": [], "pricing_checked_at": null, "pricing_stale": null, "version": null, "last_release_at": null, "last_release_url": null, "maintenance_status": "not_recorded", "integration_fingerprint": null, "integration_count": 0, "integrations": [], "source_observed_at": null, "observation_source_url": null, "observation_extractor_version": null, "observation_refs": {}, "observed_fields": [ "momentum", "popularity", "risk", "score", "score_components", "tier", "verdict" ], "date": "2026-06-27", "source_build_id": "git-f62e47b29839" }, { "id": "gh:ag2ai/ag2", "score": 9.3, "popularity": 98.0, "stars": null, "momentum": 9.0, "score_components": { "usefulness": 9.0, "novelty": 8.0, "momentum": 9.0, "maturity": 9.2, "open_source_build_quality": 8.4, "evidence": 7.2, "commercial_workflow_potential": 10.0, "setup_ease": 4.2 }, "tier": "Gold", "verdict": "try_now", "risk": "conditional", "verification_stage": "discovered", "pricing_fingerprint": null, "pricing_summary": null, "pricing_facts": [], "pricing_checked_at": null, "pricing_stale": null, "version": null, "last_release_at": null, "last_release_url": null, "maintenance_status": "not_recorded", "integration_fingerprint": null, "integration_count": 0, "integrations": [], "source_observed_at": null, "observation_source_url": null, "observation_extractor_version": null, "observation_refs": {}, "observed_fields": [ "momentum", "popularity", "risk", "score", "score_components", "tier", "verdict" ], "date": "2026-06-28", "source_build_id": "git-dda8a1bc99bd" }, { "id": "gh:ag2ai/ag2", "score": 9.3, "popularity": 98.0, "stars": null, "momentum": 9.0, "score_components": { "usefulness": 9.0, "novelty": 8.0, "momentum": 9.0, "maturity": 9.2, "open_source_build_quality": 8.4, "evidence": 7.2, "commercial_workflow_potential": 10.0, "setup_ease": 4.2 }, "tier": "Gold", "verdict": "try_now", "risk": "conditional", "verification_stage": "discovered", "pricing_fingerprint": null, "pricing_summary": null, "pricing_facts": [], "pricing_checked_at": null, "pricing_stale": null, "version": null, "last_release_at": null, "last_release_url": null, "maintenance_status": "not_recorded", "integration_fingerprint": null, "integration_count": 0, "integrations": [], "source_observed_at": null, "observation_source_url": null, "observation_extractor_version": null, "observation_refs": {}, "observed_fields": [ "momentum", "popularity", "risk", "score", "score_components", "tier", "verdict" ], "date": "2026-06-29", "source_build_id": "git-adcee0316afe" }, { "id": "gh:ag2ai/ag2", "score": 9.3, "popularity": 98.0, "stars": null, "momentum": 9.0, "score_components": { "usefulness": 9.0, "novelty": 8.0, "momentum": 9.0, "maturity": 9.2, "open_source_build_quality": 8.4, "evidence": 7.2, "commercial_workflow_potential": 10.0, "setup_ease": 4.2 }, "tier": "Gold", "verdict": "try_now", "risk": "conditional", "verification_stage": "discovered", "pricing_fingerprint": null, "pricing_summary": null, "pricing_facts": [], "pricing_checked_at": null, "pricing_stale": null, "version": null, "last_release_at": null, "last_release_url": null, "maintenance_status": "not_recorded", "integration_fingerprint": null, "integration_count": 0, "integrations": [], "source_observed_at": null, "observation_source_url": null, "observation_extractor_version": null, "observation_refs": {}, "observed_fields": [ "momentum", "popularity", "risk", "score", "score_components", "tier", "verdict" ], "date": "2026-06-30", "source_build_id": "git-e3be25ca9846" }, { "id": "gh:ag2ai/ag2", "score": 9.3, "popularity": 98.0, "stars": null, "momentum": 9.0, "score_components": { "usefulness": 9.0, "novelty": 8.0, "momentum": 9.0, "maturity": 9.2, "open_source_build_quality": 8.4, "evidence": 7.2, "commercial_workflow_potential": 10.0, "setup_ease": 4.2 }, "tier": "Gold", "verdict": "try_now", "risk": "conditional", "verification_stage": "discovered", "pricing_fingerprint": null, "pricing_summary": null, "pricing_facts": [], "pricing_checked_at": null, "pricing_stale": null, "version": null, "last_release_at": null, "last_release_url": null, "maintenance_status": "not_recorded", "integration_fingerprint": null, "integration_count": 0, "integrations": [], "source_observed_at": null, "observation_source_url": null, "observation_extractor_version": null, "observation_refs": {}, "observed_fields": [ "momentum", "popularity", "risk", "score", "score_components", "tier", "verdict" ], "date": "2026-07-01", "source_build_id": "git-619da8b9e717" }, { "id": "gh:ag2ai/ag2", "score": 9.3, "popularity": 98.0, "stars": null, "momentum": 9.0, "score_components": { "usefulness": 9.0, "novelty": 8.0, "momentum": 9.0, "maturity": 9.2, "open_source_build_quality": 8.4, "evidence": 7.2, "commercial_workflow_potential": 10.0, "setup_ease": 4.2 }, "tier": "Gold", "verdict": "try_now", "risk": "conditional", "verification_stage": "discovered", "pricing_fingerprint": null, "pricing_summary": null, "pricing_facts": [], "pricing_checked_at": null, "pricing_stale": null, "version": null, "last_release_at": null, "last_release_url": null, "maintenance_status": "not_recorded", "integration_fingerprint": null, "integration_count": 0, "integrations": [], "source_observed_at": null, "observation_source_url": null, "observation_extractor_version": null, "observation_refs": {}, "observed_fields": [ "momentum", "popularity", "risk", "score", "score_components", "tier", "verdict" ], "date": "2026-07-02", "source_build_id": "git-33d9407acf55" }, { "id": "gh:ag2ai/ag2", "score": 9.3, "popularity": 98.0, "stars": null, "momentum": 9.0, "score_components": { "usefulness": 9.0, "novelty": 8.0, "momentum": 9.0, "maturity": 9.2, "open_source_build_quality": 8.4, "evidence": 7.2, "commercial_workflow_potential": 10.0, "setup_ease": 4.2 }, "tier": "Gold", "verdict": "try_now", "risk": "conditional", "verification_stage": "discovered", "pricing_fingerprint": null, "pricing_summary": null, "pricing_facts": [], "pricing_checked_at": null, "pricing_stale": null, "version": null, "last_release_at": null, "last_release_url": null, "maintenance_status": "not_recorded", "integration_fingerprint": null, "integration_count": 0, "integrations": [], "source_observed_at": null, "observation_source_url": null, "observation_extractor_version": null, "observation_refs": {}, "observed_fields": [ "momentum", "popularity", "risk", "score", "score_components", "tier", "verdict" ], "date": "2026-07-04", "source_build_id": "git-efac775793ac" }, { "id": "gh:ag2ai/ag2", "score": 9.3, "popularity": 98.0, "stars": null, "momentum": 9.0, "score_components": { "usefulness": 9.0, "novelty": 8.0, "momentum": 9.0, "maturity": 9.2, "open_source_build_quality": 8.4, "evidence": 7.2, "commercial_workflow_potential": 10.0, "setup_ease": 4.2 }, "tier": "Gold", "verdict": "try_now", "risk": "conditional", "verification_stage": "discovered", "pricing_fingerprint": null, "pricing_summary": null, "pricing_facts": [], "pricing_checked_at": null, "pricing_stale": null, "version": null, "last_release_at": null, "last_release_url": null, "maintenance_status": "not_recorded", "integration_fingerprint": null, "integration_count": 0, "integrations": [], "source_observed_at": null, "observation_source_url": null, "observation_extractor_version": null, "observation_refs": {}, "observed_fields": [ "momentum", "popularity", "risk", "score", "score_components", "tier", "verdict" ], "date": "2026-07-06", "source_build_id": "git-24d907c97f57" }, { "id": "gh:ag2ai/ag2", "score": 9.3, "popularity": 98.0, "stars": null, "momentum": 9.0, "score_components": { "usefulness": 9.0, "novelty": 8.0, "momentum": 9.0, "maturity": 9.2, "open_source_build_quality": 8.4, "evidence": 7.2, "commercial_workflow_potential": 10.0, "setup_ease": 4.2 }, "tier": "Gold", "verdict": "try_now", "risk": "conditional", "verification_stage": "discovered", "pricing_fingerprint": null, "pricing_summary": null, "pricing_facts": [], "pricing_checked_at": null, "pricing_stale": null, "version": null, "last_release_at": null, "last_release_url": null, "maintenance_status": "not_recorded", "integration_fingerprint": null, "integration_count": 0, "integrations": [], "source_observed_at": null, "observation_source_url": null, "observation_extractor_version": null, "observation_refs": {}, "observed_fields": [ "momentum", "popularity", "risk", "score", "score_components", "tier", "verdict" ], "date": "2026-07-07", "source_build_id": "git-02331cc2fd92" }, { "id": "gh:ag2ai/ag2", "score": 9.3, "popularity": 98.0, "stars": null, "momentum": 9.0, "score_components": { "usefulness": 9.0, "novelty": 8.0, "momentum": 9.0, "maturity": 9.2, "open_source_build_quality": 8.4, "evidence": 7.2, "commercial_workflow_potential": 10.0, "setup_ease": 4.2 }, "tier": "Gold", "verdict": "try_now", "risk": "conditional", "verification_stage": "discovered", "pricing_fingerprint": null, "pricing_summary": null, "pricing_facts": [], "pricing_checked_at": null, "pricing_stale": null, "version": null, "last_release_at": null, "last_release_url": null, "maintenance_status": "not_recorded", "integration_fingerprint": null, "integration_count": 0, "integrations": [], "source_observed_at": null, "observation_source_url": null, "observation_extractor_version": null, "observation_refs": {}, "observed_fields": [ "momentum", "popularity", "risk", "score", "score_components", "tier", "verdict" ], "date": "2026-07-08", "source_build_id": "git-f7e87b713b8f" }, { "id": "gh:ag2ai/ag2", "score": 9.3, "popularity": 98.0, "stars": null, "momentum": 9.0, "score_components": { "usefulness": 9.0, "novelty": 8.0, "momentum": 9.0, "maturity": 9.2, "open_source_build_quality": 8.4, "evidence": 7.2, "commercial_workflow_potential": 10.0, "setup_ease": 4.2 }, "tier": "Gold", "verdict": "try_now", "risk": "conditional", "verification_stage": "discovered", "pricing_fingerprint": null, "pricing_summary": null, "pricing_facts": [], "pricing_checked_at": null, "pricing_stale": null, "version": null, "last_release_at": null, "last_release_url": null, "maintenance_status": "not_recorded", "integration_fingerprint": null, "integration_count": 0, "integrations": [], "source_observed_at": null, "observation_source_url": null, "observation_extractor_version": null, "observation_refs": {}, "observed_fields": [ "momentum", "popularity", "risk", "score", "score_components", "tier", "verdict" ], "date": "2026-07-09", "source_build_id": "git-e0e4145f09c6" }, { "id": "gh:ag2ai/ag2", "score": 9.3, "popularity": 98.0, "stars": null, "momentum": 9.0, "score_components": { "usefulness": 9.0, "novelty": 8.0, "momentum": 9.0, "maturity": 9.2, "open_source_build_quality": 8.4, "evidence": 7.2, "commercial_workflow_potential": 10.0, "setup_ease": 4.2 }, "tier": "Gold", "verdict": "try_now", "risk": "conditional", "verification_stage": "discovered", "pricing_fingerprint": null, "pricing_summary": null, "pricing_facts": [], "pricing_checked_at": null, "pricing_stale": null, "version": null, "last_release_at": null, "last_release_url": null, "maintenance_status": "not_recorded", "integration_fingerprint": null, "integration_count": 0, "integrations": [], "source_observed_at": null, "observation_source_url": null, "observation_extractor_version": null, "observation_refs": {}, "observed_fields": [ "momentum", "popularity", "risk", "score", "score_components", "tier", "verdict" ], "date": "2026-07-10", "source_build_id": "git-fa192ed28ad2" }, { "id": "gh:ag2ai/ag2", "score": 9.3, "popularity": 98.0, "stars": null, "momentum": 9.0, "score_components": { "usefulness": 9.0, "novelty": 8.0, "momentum": 9.0, "maturity": 9.2, "open_source_build_quality": 8.4, "evidence": 7.2, "commercial_workflow_potential": 10.0, "setup_ease": 4.2 }, "tier": "Gold", "verdict": "try_now", "risk": "conditional", "verification_stage": "discovered", "pricing_fingerprint": null, "pricing_summary": null, "pricing_facts": [], "pricing_checked_at": null, "pricing_stale": null, "version": null, "last_release_at": null, "last_release_url": null, "maintenance_status": "not_recorded", "integration_fingerprint": null, "integration_count": 0, "integrations": [], "source_observed_at": null, "observation_source_url": null, "observation_extractor_version": null, "observation_refs": {}, "observed_fields": [ "momentum", "popularity", "risk", "score", "score_components", "tier", "verdict" ], "date": "2026-07-11", "source_build_id": "git-85ab7fbca744" }, { "id": "gh:ag2ai/ag2", "score": 9.3, "popularity": 98.0, "stars": null, "momentum": 9.0, "score_components": { "usefulness": 9.0, "novelty": 8.0, "momentum": 9.0, "maturity": 9.2, "open_source_build_quality": 8.4, "evidence": 7.2, "commercial_workflow_potential": 10.0, "setup_ease": 4.2 }, "tier": "Gold", "verdict": "try_now", "risk": "conditional", "verification_stage": "discovered", "pricing_fingerprint": null, "pricing_summary": null, "pricing_facts": [], "pricing_checked_at": null, "pricing_stale": null, "version": null, "last_release_at": null, "last_release_url": null, "maintenance_status": "not_recorded", "integration_fingerprint": null, "integration_count": 0, "integrations": [], "source_observed_at": null, "observation_source_url": null, "observation_extractor_version": null, "observation_refs": {}, "observed_fields": [ "momentum", "popularity", "risk", "score", "score_components", "tier", "verdict" ], "date": "2026-07-12", "source_build_id": "git-c7c4bf2ba980" }, { "id": "gh:ag2ai/ag2", "score": 9.3, "popularity": 98.0, "stars": null, "momentum": 9.0, "score_components": { "usefulness": 9.0, "novelty": 8.0, "momentum": 9.0, "maturity": 9.2, "open_source_build_quality": 8.4, "evidence": 7.2, "commercial_workflow_potential": 10.0, "setup_ease": 4.2 }, "tier": "Gold", "verdict": "try_now", "risk": "conditional", "verification_stage": "discovered", "pricing_fingerprint": null, "pricing_summary": null, "pricing_facts": [], "pricing_checked_at": null, "pricing_stale": null, "version": null, "last_release_at": null, "last_release_url": null, "maintenance_status": "not_recorded", "integration_fingerprint": null, "integration_count": 0, "integrations": [], "source_observed_at": null, "observation_source_url": null, "observation_extractor_version": null, "observation_refs": {}, "observed_fields": [ "momentum", "popularity", "risk", "score", "score_components", "tier", "verdict" ], "date": "2026-07-13", "source_build_id": "git-a57439d942f9" }, { "id": "gh:ag2ai/ag2", "score": 9.3, "popularity": 98.0, "stars": 4765, "momentum": 9.0, "score_components": { "usefulness": 9.0, "novelty": 8.0, "momentum": 9.0, "maturity": 9.2, "open_source_build_quality": 8.4, "evidence": 7.2, "commercial_workflow_potential": 10.0, "setup_ease": 4.2 }, "tier": "Gold", "verdict": "try_now", "risk": "conditional", "verification_stage": "retested_recently", "pricing_fingerprint": null, "pricing_summary": null, "pricing_facts": [], "pricing_checked_at": null, "pricing_stale": null, "version": "v1.0.0b0", "last_release_at": "2026-07-03T21:08:59Z", "last_release_url": "https://github.com/ag2ai/ag2/releases/tag/v1.0.0b0", "maintenance_status": "active", "integration_fingerprint": "699f75b768bf0e4f", "integration_count": 1, "integrations": [ "Model Context Protocol" ], "source_observed_at": "2026-07-14T07:05:54.350937Z", "observation_source_url": "https://api.github.com/graphql", "observation_extractor_version": "github-observer-v2", "observation_refs": { "stars": "obs_14f3ec40da3cb023a758ee40", "version": "obs_b4250d68468f3a98b928b018", "last_release_at": "obs_4c01a53cc77df78ed7b91a0f", "last_release_url": "obs_6496940e61a14e3d5d98caa7", "pushed_at": "obs_4c2954b677db77f329527509", "archived": "obs_951217ff76858a9feb538502", "default_branch": "obs_1bd627c842e4b755185584f6", "default_branch_updated_at": "obs_e9fb5c08dadd8d281a3aad1c", "maintenance_status": "obs_c7715bfaa9b800b8002ca68e", "momentum": "obs_fbd47a943034339995573c41", "repository_topics": "obs_f6a4aea43f7b396de693362c", "integrations": "obs_18e3d1ba03dc74ea538a452c", "integration_fingerprint": "obs_4d358e5a4c57283b5be767ea", "deployment_models": "obs_84d0d3820a07dbc01dfea0c5", "extensibility": "obs_c52f834bc1a79ca5cc8f23b2" }, "observed_fields": [ "integration_count", "integration_fingerprint", "integrations", "last_release_at", "maintenance_status", "momentum", "popularity", "pricing_checked_at", "pricing_facts", "pricing_fingerprint", "pricing_stale", "pricing_summary", "risk", "score", "score_components", "stars", "tier", "verdict", "verification_stage", "version" ], "date": "2026-07-14", "source_build_id": "rr-20260714T07055435093-313e45d9501f" }, { "id": "gh:ag2ai/ag2", "score": 9.3, "popularity": 98.0, "stars": 4782, "momentum": 9.0, "score_components": { "usefulness": 9.0, "novelty": 8.0, "momentum": 9.0, "maturity": 9.2, "open_source_build_quality": 8.4, "evidence": 7.2, "commercial_workflow_potential": 10.0, "setup_ease": 4.2 }, "tier": "Gold", "verdict": "try_now", "risk": "conditional", "verification_stage": "retested_recently", "pricing_fingerprint": null, "pricing_summary": null, "pricing_facts": [], "pricing_checked_at": null, "pricing_stale": null, "version": "v1.0.0b0", "last_release_at": "2026-07-03T21:08:59Z", "last_release_url": "https://github.com/ag2ai/ag2/releases/tag/v1.0.0b0", "maintenance_status": "active", "integration_fingerprint": "699f75b768bf0e4f", "integration_count": 1, "integrations": [ "Model Context Protocol" ], "source_observed_at": "2026-07-17T12:02:57.061641Z", "observation_source_url": "https://api.github.com/graphql", "observation_extractor_version": "github-observer-v2", "observation_refs": { "stars": "obs_b14293af69f286873de87358", "version": "obs_9c87a2e08a95ad0497137c4c", "last_release_at": "obs_4cdb7481ac431f6ff4498d3d", "last_release_url": "obs_2e5bd41779729573a9575e58", "pushed_at": "obs_b7302720a325eebb5b2c7d15", "archived": "obs_6129a78320278253366998ee", "default_branch": "obs_8a64261c523c6af05c988eb9", "default_branch_updated_at": "obs_5ce90f6d7b09c8e8863d51ac", "maintenance_status": "obs_6b269e2b84d1dec9002b1cf5", "momentum": "obs_6402b4203c7b3ccde58cc27d", "repository_topics": "obs_41ed190ed40a21305194b467", "integrations": "obs_a48e51f158ae649450fdae59", "integration_fingerprint": "obs_48398bbe34434e69673cbb7b", "deployment_models": "obs_85af8a68774c935ded289a36", "extensibility": "obs_52b5aa549e8070aac3b26a5b" }, "observed_fields": [ "integration_count", "integration_fingerprint", "integrations", "last_release_at", "maintenance_status", "momentum", "popularity", "pricing_checked_at", "pricing_facts", "pricing_fingerprint", "pricing_stale", "pricing_summary", "risk", "score", "score_components", "stars", "tier", "verdict", "verification_stage", "version" ], "date": "2026-07-17", "source_build_id": "rr-20260717T230624Z-c4dcc64d2e27" }, { "id": "gh:ag2ai/ag2", "score": 9.3, "popularity": 98.0, "stars": 4782, "momentum": 9.0, "score_components": { "usefulness": 9.0, "novelty": 8.0, "momentum": 9.0, "maturity": 9.2, "open_source_build_quality": 8.4, "evidence": 7.2, "commercial_workflow_potential": 10.0, "setup_ease": 4.2 }, "tier": "Gold", "verdict": "try_now", "risk": "conditional", "verification_stage": "retested_recently", "pricing_fingerprint": null, "pricing_summary": null, "pricing_facts": [], "pricing_checked_at": null, "pricing_stale": null, "version": "v1.0.0b0", "last_release_at": "2026-07-03T21:08:59Z", "last_release_url": "https://github.com/ag2ai/ag2/releases/tag/v1.0.0b0", "maintenance_status": "active", "integration_fingerprint": "699f75b768bf0e4f", "integration_count": 1, "integrations": [ "Model Context Protocol" ], "source_observed_at": "2026-07-17T12:02:57.061641Z", "observation_source_url": "https://api.github.com/graphql", "observation_extractor_version": "github-observer-v2", "observation_refs": { "stars": "obs_b14293af69f286873de87358", "version": "obs_9c87a2e08a95ad0497137c4c", "last_release_at": "obs_4cdb7481ac431f6ff4498d3d", "last_release_url": "obs_2e5bd41779729573a9575e58", "pushed_at": "obs_b7302720a325eebb5b2c7d15", "archived": "obs_6129a78320278253366998ee", "default_branch": "obs_8a64261c523c6af05c988eb9", "default_branch_updated_at": "obs_5ce90f6d7b09c8e8863d51ac", "maintenance_status": "obs_6b269e2b84d1dec9002b1cf5", "momentum": "obs_6402b4203c7b3ccde58cc27d", "repository_topics": "obs_41ed190ed40a21305194b467", "integrations": "obs_a48e51f158ae649450fdae59", "integration_fingerprint": "obs_48398bbe34434e69673cbb7b", "deployment_models": "obs_85af8a68774c935ded289a36", "extensibility": "obs_52b5aa549e8070aac3b26a5b" }, "observed_fields": [ "integration_count", "integration_fingerprint", "integrations", "last_release_at", "maintenance_status", "momentum", "popularity", "pricing_checked_at", "pricing_facts", "pricing_fingerprint", "pricing_stale", "pricing_summary", "risk", "score", "score_components", "stars", "tier", "verdict", "verification_stage", "version" ], "date": "2026-07-18", "source_build_id": "rr-20260718T230804Z-723e093c9536" }, { "id": "gh:ag2ai/ag2", "score": 9.3, "popularity": 98.0, "stars": 4782, "momentum": 9.0, "score_components": { "usefulness": 9.0, "novelty": 8.0, "momentum": 9.0, "maturity": 9.2, "open_source_build_quality": 8.4, "evidence": 7.2, "commercial_workflow_potential": 10.0, "setup_ease": 4.2 }, "tier": "Gold", "verdict": "try_now", "risk": "conditional", "verification_stage": "retested_recently", "pricing_fingerprint": null, "pricing_summary": null, "pricing_facts": [], "pricing_checked_at": null, "pricing_stale": null, "version": "v1.0.0b0", "last_release_at": "2026-07-03T21:08:59Z", "last_release_url": "https://github.com/ag2ai/ag2/releases/tag/v1.0.0b0", "maintenance_status": "active", "integration_fingerprint": "699f75b768bf0e4f", "integration_count": 1, "integrations": [ "Model Context Protocol" ], "source_observed_at": "2026-07-17T12:02:57.061641Z", "observation_source_url": "https://api.github.com/graphql", "observation_extractor_version": "github-observer-v2", "observation_refs": { "stars": "obs_b14293af69f286873de87358", "version": "obs_9c87a2e08a95ad0497137c4c", "last_release_at": "obs_4cdb7481ac431f6ff4498d3d", "last_release_url": "obs_2e5bd41779729573a9575e58", "pushed_at": "obs_b7302720a325eebb5b2c7d15", "archived": "obs_6129a78320278253366998ee", "default_branch": "obs_8a64261c523c6af05c988eb9", "default_branch_updated_at": "obs_5ce90f6d7b09c8e8863d51ac", "maintenance_status": "obs_6b269e2b84d1dec9002b1cf5", "momentum": "obs_6402b4203c7b3ccde58cc27d", "repository_topics": "obs_41ed190ed40a21305194b467", "integrations": "obs_a48e51f158ae649450fdae59", "integration_fingerprint": "obs_48398bbe34434e69673cbb7b", "deployment_models": "obs_85af8a68774c935ded289a36", "extensibility": "obs_52b5aa549e8070aac3b26a5b" }, "observed_fields": [ "integration_count", "integration_fingerprint", "integrations", "last_release_at", "maintenance_status", "momentum", "popularity", "pricing_checked_at", "pricing_facts", "pricing_fingerprint", "pricing_stale", "pricing_summary", "risk", "score", "score_components", "stars", "tier", "verdict", "verification_stage", "version" ], "date": "2026-07-19", "source_build_id": "rr-20260719T100820Z-9f68f20831d6" }, { "id": "gh:ag2ai/ag2", "score": 9.3, "popularity": 98.0, "stars": 4782, "momentum": 9.0, "score_components": { "usefulness": 9.0, "novelty": 8.0, "momentum": 9.0, "maturity": 9.2, "open_source_build_quality": 8.4, "evidence": 7.2, "commercial_workflow_potential": 10.0, "setup_ease": 4.2 }, "tier": "Gold", "verdict": "try_now", "risk": "conditional", "verification_stage": "retested_recently", "pricing_fingerprint": null, "pricing_summary": null, "pricing_facts": [], "pricing_checked_at": null, "pricing_stale": null, "version": "v1.0.0b0", "last_release_at": "2026-07-03T21:08:59Z", "last_release_url": "https://github.com/ag2ai/ag2/releases/tag/v1.0.0b0", "maintenance_status": "active", "integration_fingerprint": "699f75b768bf0e4f", "integration_count": 1, "integrations": [ "Model Context Protocol" ], "source_observed_at": "2026-07-17T12:02:57.061641Z", "observation_source_url": "https://api.github.com/graphql", "observation_extractor_version": "github-observer-v2", "observation_refs": { "stars": "obs_b14293af69f286873de87358", "version": "obs_9c87a2e08a95ad0497137c4c", "last_release_at": "obs_4cdb7481ac431f6ff4498d3d", "last_release_url": "obs_2e5bd41779729573a9575e58", "pushed_at": "obs_b7302720a325eebb5b2c7d15", "archived": "obs_6129a78320278253366998ee", "default_branch": "obs_8a64261c523c6af05c988eb9", "default_branch_updated_at": "obs_5ce90f6d7b09c8e8863d51ac", "maintenance_status": "obs_6b269e2b84d1dec9002b1cf5", "momentum": "obs_6402b4203c7b3ccde58cc27d", "repository_topics": "obs_41ed190ed40a21305194b467", "integrations": "obs_a48e51f158ae649450fdae59", "integration_fingerprint": "obs_48398bbe34434e69673cbb7b", "deployment_models": "obs_85af8a68774c935ded289a36", "extensibility": "obs_52b5aa549e8070aac3b26a5b" }, "observed_fields": [ "integration_count", "integration_fingerprint", "integrations", "last_release_at", "maintenance_status", "momentum", "popularity", "pricing_checked_at", "pricing_facts", "pricing_fingerprint", "pricing_stale", "pricing_summary", "risk", "score", "score_components", "stars", "tier", "verdict", "verification_stage", "version" ], "date": "2026-07-20", "source_build_id": "rr-20260720T231958Z-538b95791e5c" }, { "id": "gh:ag2ai/ag2", "score": 9.3, "popularity": 98.0, "stars": 4782, "momentum": 9.0, "score_components": { "usefulness": 9.0, "novelty": 8.0, "momentum": 9.0, "maturity": 9.2, "open_source_build_quality": 8.4, "evidence": 7.2, "commercial_workflow_potential": 10.0, "setup_ease": 4.2 }, "tier": "Gold", "verdict": "try_now", "risk": "conditional", "verification_stage": "retested_recently", "pricing_fingerprint": null, "pricing_summary": null, "pricing_facts": [], "pricing_checked_at": null, "pricing_stale": null, "version": "v1.0.0b0", "last_release_at": "2026-07-03T21:08:59Z", "last_release_url": "https://github.com/ag2ai/ag2/releases/tag/v1.0.0b0", "maintenance_status": "active", "integration_fingerprint": "699f75b768bf0e4f", "integration_count": 1, "integrations": [ "Model Context Protocol" ], "source_observed_at": "2026-07-17T12:02:57.061641Z", "observation_source_url": "https://api.github.com/graphql", "observation_extractor_version": "github-observer-v2", "observation_refs": { "stars": "obs_b14293af69f286873de87358", "version": "obs_9c87a2e08a95ad0497137c4c", "last_release_at": "obs_4cdb7481ac431f6ff4498d3d", "last_release_url": "obs_2e5bd41779729573a9575e58", "pushed_at": "obs_b7302720a325eebb5b2c7d15", "archived": "obs_6129a78320278253366998ee", "default_branch": "obs_8a64261c523c6af05c988eb9", "default_branch_updated_at": "obs_5ce90f6d7b09c8e8863d51ac", "maintenance_status": "obs_6b269e2b84d1dec9002b1cf5", "momentum": "obs_6402b4203c7b3ccde58cc27d", "repository_topics": "obs_41ed190ed40a21305194b467", "integrations": "obs_a48e51f158ae649450fdae59", "integration_fingerprint": "obs_48398bbe34434e69673cbb7b", "deployment_models": "obs_85af8a68774c935ded289a36", "extensibility": "obs_52b5aa549e8070aac3b26a5b" }, "observed_fields": [ "integration_count", "integration_fingerprint", "integrations", "last_release_at", "maintenance_status", "momentum", "popularity", "pricing_checked_at", "pricing_facts", "pricing_fingerprint", "pricing_stale", "pricing_summary", "risk", "score", "score_components", "stars", "tier", "verdict", "verification_stage", "version" ], "date": "2026-07-21", "source_build_id": "rr-20260721T100926Z-12d26cd1d0f0" }, { "id": "gh:ag2ai/ag2", "score": 9.3, "popularity": 98.0, "stars": 4807, "momentum": 9.0, "score_components": { "usefulness": 9.0, "novelty": 8.0, "momentum": 9.0, "maturity": 9.2, "open_source_build_quality": 8.4, "evidence": 7.2, "commercial_workflow_potential": 10.0, "setup_ease": 4.2 }, "tier": "Gold", "verdict": "try_now", "risk": "conditional", "verification_stage": "retested_recently", "pricing_fingerprint": null, "pricing_summary": null, "pricing_facts": [], "pricing_checked_at": null, "pricing_stale": null, "version": "v1.0.0", "last_release_at": "2026-07-27T00:54:17Z", "last_release_url": "https://github.com/ag2ai/ag2/releases/tag/v1.0.0", "maintenance_status": "active", "integration_fingerprint": "699f75b768bf0e4f", "integration_count": 1, "integrations": [ "Model Context Protocol" ], "source_observed_at": "2026-07-28T10:17:34.274766Z", "observation_source_url": "https://api.github.com/graphql", "observation_extractor_version": "github-observer-v2", "observation_refs": { "stars": "obs_36abb33d1d54d284de2a993a", "version": "obs_69ce65e45bbde12afaa68bef", "last_release_at": "obs_6375756d4d6d1ec8e1fbf983", "last_release_url": "obs_f787844d56263b8529f3ada9", "pushed_at": "obs_66a16a585dd206f798089ac6", "archived": "obs_4955cc3cb8bf4f672a2cac58", "default_branch": "obs_88bcff3e3f3ad5875af1b750", "default_branch_updated_at": "obs_6c05faa12df2d15c29b4568f", "maintenance_status": "obs_386b28f6ce80ca557d4f2bad", "momentum": "obs_5db5947b395c8fa3cd94662d", "repository_topics": "obs_8c56c8a1b1fa4903f7a03fd3", "integrations": "obs_5d8f50b1977f24542dfb526c", "integration_fingerprint": "obs_bb28965619d084d036e887f3", "deployment_models": "obs_793ecfb89381617918c0090b", "extensibility": "obs_d7a3a9d9caf815236c96f441" }, "observed_fields": [ "integration_count", "integration_fingerprint", "integrations", "last_release_at", "maintenance_status", "momentum", "popularity", "pricing_checked_at", "pricing_facts", "pricing_fingerprint", "pricing_stale", "pricing_summary", "risk", "score", "score_components", "stars", "tier", "verdict", "verification_stage", "version" ], "date": "2026-07-28", "source_build_id": "rr-20260728T10173427476-cba0cd6243c7" }, { "id": "gh:ag2ai/ag2", "score": 9.3, "popularity": 98.0, "stars": 4812, "momentum": 9.3, "score_components": { "usefulness": 9.0, "novelty": 8.0, "momentum": 9.0, "maturity": 9.2, "open_source_build_quality": 8.4, "evidence": 7.2, "commercial_workflow_potential": 10.0, "setup_ease": 4.2 }, "tier": "Gold", "verdict": "try_now", "risk": "conditional", "verification_stage": "retested_recently", "pricing_fingerprint": null, "pricing_summary": null, "pricing_facts": [], "pricing_checked_at": null, "pricing_stale": null, "version": "v1.0.1", "last_release_at": "2026-07-29T05:09:51Z", "last_release_url": "https://github.com/ag2ai/ag2/releases/tag/v1.0.1", "maintenance_status": "active", "integration_fingerprint": "699f75b768bf0e4f", "integration_count": 1, "integrations": [ "Model Context Protocol" ], "source_observed_at": "2026-07-29T10:17:05.832710Z", "observation_source_url": "https://api.github.com/graphql", "observation_extractor_version": "github-observer-v2", "observation_refs": { "stars": "obs_6756586fd6c765fbdbe6c6cc", "version": "obs_a262c9c346629c6ef16a8d0b", "last_release_at": "obs_0e14ae0d2f0cbf49b3fa0682", "last_release_url": "obs_8b1f1e7bc16153b994e5d5f0", "pushed_at": "obs_c4aaef14d9f762eb272a1f56", "archived": "obs_14736f900f2d3723f7752a05", "default_branch": "obs_bcdd3c80ecef7a9820fddeb4", "default_branch_updated_at": "obs_b741bb7a22c789853e29ff48", "maintenance_status": "obs_c9ed887855fc5e16372ba0dc", "momentum": "obs_6fc0d1a77db797f44a0143ec", "repository_topics": "obs_9072dd4eecc0dc2f797ec503", "integrations": "obs_0ef198e8277e36570f3cebcc", "integration_fingerprint": "obs_41dafb7c74f1148218d4a068", "deployment_models": "obs_bb263a67113d095f66b7a62c", "extensibility": "obs_d5e963fff51be07d25cdc5b7" }, "observed_fields": [ "integration_count", "integration_fingerprint", "integrations", "last_release_at", "maintenance_status", "momentum", "popularity", "pricing_checked_at", "pricing_facts", "pricing_fingerprint", "pricing_stale", "pricing_summary", "risk", "score", "score_components", "stars", "tier", "verdict", "verification_stage", "version" ], "date": "2026-07-29", "source_build_id": "rr-20260729T214501Z-7d6d1597a582" }, { "id": "gh:ag2ai/ag2", "score": 9.3, "popularity": 98.0, "stars": null, "momentum": 9.0, "score_components": { "usefulness": 9.0, "novelty": 8.0, "momentum": 9.0, "maturity": 9.2, "open_source_build_quality": 8.4, "evidence": 7.2, "commercial_workflow_potential": 10.0, "setup_ease": 4.2 }, "tier": "Gold", "verdict": "try_now", "risk": "conditional", "verification_stage": "retested_recently", "pricing_fingerprint": null, "pricing_summary": null, "pricing_facts": [], "pricing_checked_at": null, "pricing_stale": null, "version": null, "last_release_at": null, "last_release_url": null, "maintenance_status": "not_recorded", "integration_fingerprint": null, "integration_count": 0, "integrations": [], "source_observed_at": null, "observation_source_url": null, "observation_extractor_version": null, "observation_refs": {}, "observed_fields": [ "momentum", "popularity", "risk", "score", "score_components", "tier", "verdict", "verification_stage" ], "date": "2026-07-30", "source_build_id": "git-d6c6d356a593" }, { "id": "gh:ag2ai/ag2", "score": 9.3, "popularity": 98.0, "stars": null, "momentum": 9.0, "score_components": { "usefulness": 9.0, "novelty": 8.0, "momentum": 9.0, "maturity": 9.2, "open_source_build_quality": 8.4, "evidence": 7.2, "commercial_workflow_potential": 10.0, "setup_ease": 4.2 }, "tier": "Gold", "verdict": "try_now", "risk": "conditional", "verification_stage": "retested_recently", "pricing_fingerprint": null, "pricing_summary": null, "pricing_facts": [], "pricing_checked_at": null, "pricing_stale": null, "version": null, "last_release_at": null, "last_release_url": null, "maintenance_status": "not_recorded", "integration_fingerprint": null, "integration_count": 0, "integrations": [], "source_observed_at": null, "observation_source_url": null, "observation_extractor_version": null, "observation_refs": {}, "observed_fields": [ "momentum", "popularity", "risk", "score", "score_components", "tier", "verdict", "verification_stage" ], "date": "2026-07-31", "source_build_id": "git-1f6ab3b153e2" }, { "id": "gh:ag2ai/ag2", "score": 9.3, "popularity": 98.0, "stars": 4822, "momentum": 9.0, "score_components": { "usefulness": 9.0, "novelty": 8.0, "momentum": 9.0, "maturity": 9.2, "open_source_build_quality": 8.4, "evidence": 7.2, "commercial_workflow_potential": 10.0, "setup_ease": 4.2 }, "tier": "Gold", "verdict": "try_now", "risk": "conditional", "verification_stage": "retested_recently", "pricing_fingerprint": null, "pricing_summary": null, "pricing_facts": [], "pricing_checked_at": null, "pricing_stale": null, "version": "v1.0.1", "last_release_at": "2026-07-29T05:09:51Z", "last_release_url": "https://github.com/ag2ai/ag2/releases/tag/v1.0.1", "maintenance_status": "active", "integration_fingerprint": "699f75b768bf0e4f", "integration_count": 1, "integrations": [ "Model Context Protocol" ], "source_observed_at": "2026-08-01T10:17:36.135498Z", "observation_source_url": "https://api.github.com/graphql", "observation_extractor_version": "github-observer-v2", "observation_refs": { "stars": "obs_347514dc50afc3f8197722be", "version": "obs_ec42bb52223b04c6b0e6f1b8", "last_release_at": "obs_7b048a9a1663e69885ce1e4d", "last_release_url": "obs_15a4c7e6bdf1d8b4bc7e1a96", "pushed_at": "obs_71c9fb265233a90882ffec9e", "archived": "obs_20d5a6e69d8ce457e6a79187", "default_branch": "obs_2d20c84ba1658407db1fc59c", "default_branch_updated_at": "obs_68d31175ebb847bd4c95b175", "maintenance_status": "obs_9dc8dded1487445c88deaa56", "momentum": "obs_715055a77b11c227a723c18b", "repository_topics": "obs_3692f1956ac731ec06bf992c", "integrations": "obs_2b9fe39fed7e19857995b99e", "integration_fingerprint": "obs_8454eff0c98c286b7eca970f", "deployment_models": "obs_c90a2d9823e976e69417dcbd", "extensibility": "obs_21bb0b1fc3ead3b840bcdc68" }, "observed_fields": [ "integration_count", "integration_fingerprint", "integrations", "last_release_at", "maintenance_status", "momentum", "popularity", "pricing_checked_at", "pricing_facts", "pricing_fingerprint", "pricing_stale", "pricing_summary", "risk", "score", "score_components", "stars", "tier", "verdict", "verification_stage", "version" ], "date": "2026-08-01", "source_build_id": "rr-20260801T185703Z-7378313ef26d" }, { "id": "gh:ag2ai/ag2", "score": 9.3, "popularity": 98.0, "stars": 4825, "momentum": 9.3, "score_components": { "usefulness": 9.0, "novelty": 8.0, "momentum": 9.0, "maturity": 9.2, "open_source_build_quality": 8.4, "evidence": 7.2, "commercial_workflow_potential": 10.0, "setup_ease": 4.2 }, "tier": "Gold", "verdict": "try_now", "risk": "conditional", "verification_stage": "retested_recently", "pricing_fingerprint": null, "pricing_summary": null, "pricing_facts": [], "pricing_checked_at": null, "pricing_stale": null, "version": "v1.0.1", "last_release_at": "2026-07-29T05:09:51Z", "last_release_url": "https://github.com/ag2ai/ag2/releases/tag/v1.0.1", "maintenance_status": "active", "integration_fingerprint": "699f75b768bf0e4f", "integration_count": 1, "integrations": [ "Model Context Protocol" ], "source_observed_at": "2026-08-02T10:17:50.427312Z", "observation_source_url": "https://api.github.com/graphql", "observation_extractor_version": "github-observer-v2", "observation_refs": { "stars": "obs_d232f9f8502def51034a9f6e", "version": "obs_55910c1e2345340c8f0cef15", "last_release_at": "obs_a45fe7bcc41ffb0ffc416e18", "last_release_url": "obs_1f7e6ebedb59d1d1353da58c", "pushed_at": "obs_892664e7418aad5ae9672138", "archived": "obs_245a4ffacdb4968e65a208be", "default_branch": "obs_569445b07499b26c1013252e", "default_branch_updated_at": "obs_3c403c6a3e5eed6b64d4e88a", "maintenance_status": "obs_486f5345edef28364a96d3cf", "momentum": "obs_0570f2e76794afacb9b049f4", "repository_topics": "obs_b35e4c99f45080001082b5d9", "integrations": "obs_5a48944c226fe304ce437b20", "integration_fingerprint": "obs_a199c5b154bc255d593742e8", "deployment_models": "obs_f6dd70e5c02fe1e1d9159397", "extensibility": "obs_1e99373a052882268031a796" }, "observed_fields": [ "integration_count", "integration_fingerprint", "integrations", "last_release_at", "maintenance_status", "momentum", "popularity", "pricing_checked_at", "pricing_facts", "pricing_fingerprint", "pricing_stale", "pricing_summary", "risk", "score", "score_components", "stars", "tier", "verdict", "verification_stage", "version" ], "date": "2026-08-02", "source_build_id": "rr-20260802T223206Z-669bf78d74b9" }, { "id": "gh:ag2ai/ag2", "score": 9.3, "popularity": 98.0, "stars": 4829, "momentum": 9.3, "score_components": { "usefulness": 9.0, "novelty": 8.0, "momentum": 9.0, "maturity": 9.2, "open_source_build_quality": 8.4, "evidence": 7.2, "commercial_workflow_potential": 10.0, "setup_ease": 4.2 }, "tier": "Gold", "verdict": "try_now", "risk": "conditional", "verification_stage": "retested_recently", "pricing_fingerprint": null, "pricing_summary": null, "pricing_facts": [], "pricing_checked_at": null, "pricing_stale": null, "version": "v1.0.1", "last_release_at": "2026-07-29T05:09:51Z", "last_release_url": "https://github.com/ag2ai/ag2/releases/tag/v1.0.1", "maintenance_status": "active", "integration_fingerprint": "699f75b768bf0e4f", "integration_count": 1, "integrations": [ "Model Context Protocol" ], "source_observed_at": "2026-08-03T10:18:05.351909Z", "observation_source_url": "https://api.github.com/graphql", "observation_extractor_version": "github-observer-v2", "observation_refs": { "stars": "obs_f2bb48b8040741b047159dca", "version": "obs_e8eaad35091ce74880d0d8c7", "last_release_at": "obs_48be401ebea7daeb585844ad", "last_release_url": "obs_cb6c263905467978d176343f", "pushed_at": "obs_c23028bc679b1d7fca3350fc", "archived": "obs_ba5f79e15bf1ac94e4cce2a5", "default_branch": "obs_cc3bf2d98d3a92a1ded636bd", "default_branch_updated_at": "obs_77ca0dff5819ee8bac82fab2", "maintenance_status": "obs_af73f2d96e9ee1eb6f7c1e03", "momentum": "obs_04079f43400bfadcdc086e7e", "repository_topics": "obs_2ce902754a95d0b68eec4ca6", "integrations": "obs_ccd292b0ba4a9146e8f11c21", "integration_fingerprint": "obs_127fff4223002c09350ed873", "deployment_models": "obs_4a5ba6843516d670799d50c1", "extensibility": "obs_43db7726a909663a3043f912" }, "observed_fields": [ "integration_count", "integration_fingerprint", "integrations", "last_release_at", "maintenance_status", "momentum", "popularity", "pricing_checked_at", "pricing_facts", "pricing_fingerprint", "pricing_stale", "pricing_summary", "risk", "score", "score_components", "stars", "tier", "verdict", "verification_stage", "version" ], "date": "2026-08-03", "source_build_id": "rr-20260803T185610Z-c07c43675fc7" }, { "id": "gh:ag2ai/ag2", "score": 9.3, "popularity": 98.0, "stars": 4829, "momentum": 9.3, "score_components": { "usefulness": 9.0, "novelty": 8.0, "momentum": 9.0, "maturity": 9.2, "open_source_build_quality": 8.4, "evidence": 7.2, "commercial_workflow_potential": 10.0, "setup_ease": 4.2 }, "tier": "Gold", "verdict": "try_now", "risk": "conditional", "verification_stage": "retested_recently", "pricing_fingerprint": null, "pricing_summary": null, "pricing_facts": [], "pricing_checked_at": null, "pricing_stale": null, "version": "v1.0.1", "last_release_at": "2026-07-29T05:09:51Z", "last_release_url": "https://github.com/ag2ai/ag2/releases/tag/v1.0.1", "maintenance_status": "active", "integration_fingerprint": "699f75b768bf0e4f", "integration_count": 1, "integrations": [ "Model Context Protocol" ], "source_observed_at": "2026-08-03T10:18:05.351909Z", "observation_source_url": "https://api.github.com/graphql", "observation_extractor_version": "github-observer-v2", "observation_refs": { "stars": "obs_f2bb48b8040741b047159dca", "version": "obs_e8eaad35091ce74880d0d8c7", "last_release_at": "obs_48be401ebea7daeb585844ad", "last_release_url": "obs_cb6c263905467978d176343f", "pushed_at": "obs_c23028bc679b1d7fca3350fc", "archived": "obs_ba5f79e15bf1ac94e4cce2a5", "default_branch": "obs_cc3bf2d98d3a92a1ded636bd", "default_branch_updated_at": "obs_77ca0dff5819ee8bac82fab2", "maintenance_status": "obs_af73f2d96e9ee1eb6f7c1e03", "momentum": "obs_04079f43400bfadcdc086e7e", "repository_topics": "obs_2ce902754a95d0b68eec4ca6", "integrations": "obs_ccd292b0ba4a9146e8f11c21", "integration_fingerprint": "obs_127fff4223002c09350ed873", "deployment_models": "obs_4a5ba6843516d670799d50c1", "extensibility": "obs_43db7726a909663a3043f912" }, "observed_fields": [ "integration_count", "integration_fingerprint", "integrations", "last_release_at", "maintenance_status", "momentum", "popularity", "pricing_checked_at", "pricing_facts", "pricing_fingerprint", "pricing_stale", "pricing_summary", "risk", "score", "score_components", "stars", "tier", "verdict", "verification_stage", "version" ], "date": "2026-08-04", "source_build_id": "rr-20260804T022022Z-08b5333b22db" }, { "id": "gh:ag2ai/ag2", "score": 9.3, "popularity": 98.0, "stars": null, "momentum": 9.0, "score_components": { "usefulness": 9.0, "novelty": 8.0, "momentum": 9.0, "maturity": 9.2, "open_source_build_quality": 8.4, "evidence": 7.2, "commercial_workflow_potential": 10.0, "setup_ease": 4.2 }, "tier": "Gold", "verdict": "try_now", "risk": "conditional", "verification_stage": "retested_recently", "pricing_fingerprint": null, "pricing_summary": null, "pricing_facts": [], "pricing_checked_at": null, "pricing_stale": null, "version": null, "last_release_at": null, "last_release_url": null, "maintenance_status": "not_recorded", "integration_fingerprint": null, "integration_count": 0, "integrations": [], "source_observed_at": null, "observation_source_url": null, "observation_extractor_version": null, "observation_refs": {}, "observed_fields": [ "momentum", "popularity", "risk", "score", "score_components", "tier", "verdict", "verification_stage" ], "date": "2026-08-05", "source_build_id": "git-e1dfd91c94e6" }, { "id": "gh:ag2ai/ag2", "score": 9.3, "popularity": 98.0, "stars": null, "momentum": 9.0, "score_components": { "usefulness": 9.0, "novelty": 8.0, "momentum": 9.0, "maturity": 9.2, "open_source_build_quality": 8.4, "evidence": 7.2, "commercial_workflow_potential": 10.0, "setup_ease": 4.2 }, "tier": "Gold", "verdict": "try_now", "risk": "conditional", "verification_stage": "retested_recently", "pricing_fingerprint": null, "pricing_summary": null, "pricing_facts": [], "pricing_checked_at": null, "pricing_stale": null, "version": null, "last_release_at": null, "last_release_url": null, "maintenance_status": "not_recorded", "integration_fingerprint": null, "integration_count": 0, "integrations": [], "source_observed_at": null, "observation_source_url": null, "observation_extractor_version": null, "observation_refs": {}, "observed_fields": [ "momentum", "popularity", "risk", "score", "score_components", "tier", "verdict", "verification_stage" ], "date": "2026-08-06", "source_build_id": "git-0d13b053d175" }, { "id": "gh:ag2ai/ag2", "score": 9.3, "popularity": 98.0, "stars": 4829, "momentum": 9.3, "score_components": { "usefulness": 9.0, "novelty": 8.0, "momentum": 9.0, "maturity": 9.2, "open_source_build_quality": 8.4, "evidence": 7.2, "commercial_workflow_potential": 10.0, "setup_ease": 4.2 }, "tier": "Gold", "verdict": "try_now", "risk": "conditional", "verification_stage": "retested_recently", "pricing_fingerprint": null, "pricing_summary": null, "pricing_facts": [], "pricing_checked_at": null, "pricing_stale": null, "version": "v1.0.1", "last_release_at": "2026-07-29T05:09:51Z", "last_release_url": "https://github.com/ag2ai/ag2/releases/tag/v1.0.1", "maintenance_status": "active", "integration_fingerprint": "699f75b768bf0e4f", "integration_count": 1, "integrations": [ "Model Context Protocol" ], "source_observed_at": "2026-08-03T10:18:05.351909Z", "observation_source_url": "https://api.github.com/graphql", "observation_extractor_version": "github-observer-v2", "observation_refs": { "stars": "obs_f2bb48b8040741b047159dca", "version": "obs_e8eaad35091ce74880d0d8c7", "last_release_at": "obs_48be401ebea7daeb585844ad", "last_release_url": "obs_cb6c263905467978d176343f", "pushed_at": "obs_c23028bc679b1d7fca3350fc", "archived": "obs_ba5f79e15bf1ac94e4cce2a5", "default_branch": "obs_cc3bf2d98d3a92a1ded636bd", "default_branch_updated_at": "obs_77ca0dff5819ee8bac82fab2", "maintenance_status": "obs_af73f2d96e9ee1eb6f7c1e03", "momentum": "obs_04079f43400bfadcdc086e7e", "repository_topics": "obs_2ce902754a95d0b68eec4ca6", "integrations": "obs_ccd292b0ba4a9146e8f11c21", "integration_fingerprint": "obs_127fff4223002c09350ed873", "deployment_models": "obs_4a5ba6843516d670799d50c1", "extensibility": "obs_43db7726a909663a3043f912" }, "observed_fields": [ "integration_count", "integration_fingerprint", "integrations", "last_release_at", "maintenance_status", "momentum", "popularity", "pricing_checked_at", "pricing_facts", "pricing_fingerprint", "pricing_stale", "pricing_summary", "risk", "score", "score_components", "stars", "tier", "verdict", "verification_stage", "version" ], "date": "2026-08-07", "source_build_id": "rr-20260807T231253Z-6d311714ffe8" }, { "id": "gh:ag2ai/ag2", "score": 9.3, "popularity": 98.0, "stars": 4840, "momentum": 9.3, "score_components": { "usefulness": 9.0, "novelty": 8.0, "momentum": 9.0, "maturity": 9.2, "open_source_build_quality": 8.4, "evidence": 7.2, "commercial_workflow_potential": 10.0, "setup_ease": 4.2 }, "tier": "Gold", "verdict": "try_now", "risk": "conditional", "verification_stage": "retested_recently", "pricing_fingerprint": null, "pricing_summary": null, "pricing_facts": [], "pricing_checked_at": null, "pricing_stale": null, "version": "v1.0.1", "last_release_at": "2026-07-29T05:09:51Z", "last_release_url": "https://github.com/ag2ai/ag2/releases/tag/v1.0.1", "maintenance_status": "active", "integration_fingerprint": "699f75b768bf0e4f", "integration_count": 1, "integrations": [ "Model Context Protocol" ], "source_observed_at": "2026-08-08T10:17:54.011012Z", "observation_source_url": "https://api.github.com/graphql", "observation_extractor_version": "github-observer-v2", "observation_refs": { "stars": "obs_e2f11de1e3f785c659d5dc43", "version": "obs_a81bb9d9b28ae215037087c0", "last_release_at": "obs_30f68166249bd0620390e0e0", "last_release_url": "obs_73b35d1b97e9a11a9055e722", "pushed_at": "obs_803660df9d684ff419e9eeb7", "archived": "obs_aa06382991231593b22afc67", "default_branch": "obs_c366167efefdbfbab3a80e0a", "default_branch_updated_at": "obs_ebb44720190ce365a04adf89", "maintenance_status": "obs_f0c444368235c9264ec673f4", "momentum": "obs_e70d9de5c02686bf18d7775a", "repository_topics": "obs_8cda2513fccfa7ef2cf12672", "integrations": "obs_1b80718896da9060ebfc21e8", "integration_fingerprint": "obs_fea363dd92c433a2576cbd65", "deployment_models": "obs_eb171c5858da45f0dd7a40b5", "extensibility": "obs_56b574a1f3c2187b8ebadddb" }, "observed_fields": [ "integration_count", "integration_fingerprint", "integrations", "last_release_at", "maintenance_status", "momentum", "popularity", "pricing_checked_at", "pricing_facts", "pricing_fingerprint", "pricing_stale", "pricing_summary", "risk", "score", "score_components", "stars", "tier", "verdict", "verification_stage", "version" ], "date": "2026-08-08", "source_build_id": "rr-20260808T223146Z-3d11f0c1522d" }, { "id": "gh:ag2ai/ag2", "score": 9.3, "popularity": 98.0, "stars": 4846, "momentum": 9.3, "score_components": { "usefulness": 9.0, "novelty": 8.0, "momentum": 9.0, "maturity": 9.2, "open_source_build_quality": 8.4, "evidence": 7.2, "commercial_workflow_potential": 10.0, "setup_ease": 4.2 }, "tier": "Gold", "verdict": "try_now", "risk": "conditional", "verification_stage": "retested_recently", "pricing_fingerprint": null, "pricing_summary": null, "pricing_facts": [], "pricing_checked_at": null, "pricing_stale": null, "version": "v1.0.1", "last_release_at": "2026-07-29T05:09:51Z", "last_release_url": "https://github.com/ag2ai/ag2/releases/tag/v1.0.1", "maintenance_status": "active", "integration_fingerprint": "699f75b768bf0e4f", "integration_count": 1, "integrations": [ "Model Context Protocol" ], "source_observed_at": "2026-08-09T10:18:02.987681Z", "observation_source_url": "https://api.github.com/graphql", "observation_extractor_version": "github-observer-v2", "observation_refs": { "stars": "obs_05f5f2ce1705a57a09cbfd80", "version": "obs_02184ac49556a09f5d50fd24", "last_release_at": "obs_1740b8db7b39f3ba35fd67d6", "last_release_url": "obs_c747058b86bab5eb5b969567", "pushed_at": "obs_b72fe818ebe86e15b030454a", "archived": "obs_c08a882c5fed75215c9848df", "default_branch": "obs_a7ec7ac128a1ab7801564335", "default_branch_updated_at": "obs_9be55af639cfcd457d47a462", "maintenance_status": "obs_b0e0a9665c6c4f741dce9cb9", "momentum": "obs_072dfd6141edbeea8baab4ad", "repository_topics": "obs_e6cbdd679a1512d126a980ca", "integrations": "obs_ad41f12f0d09ef234c0805ba", "integration_fingerprint": "obs_29151368ee514cfc4e64d9cd", "deployment_models": "obs_e9f9ad28bc87e695dcd1d7b6", "extensibility": "obs_4e35623f14d07a059abedf84" }, "observed_fields": [ "integration_count", "integration_fingerprint", "integrations", "last_release_at", "maintenance_status", "momentum", "popularity", "pricing_checked_at", "pricing_facts", "pricing_fingerprint", "pricing_stale", "pricing_summary", "risk", "score", "score_components", "stars", "tier", "verdict", "verification_stage", "version" ], "date": "2026-08-09", "source_build_id": "rr-20260809T220237Z-2594996087b2" }, { "id": "gh:ag2ai/ag2", "score": 9.3, "popularity": 98.0, "stars": 4847, "momentum": 9.3, "score_components": { "usefulness": 9.0, "novelty": 8.0, "momentum": 9.0, "maturity": 9.2, "open_source_build_quality": 8.4, "evidence": 7.2, "commercial_workflow_potential": 10.0, "setup_ease": 4.2 }, "tier": "Gold", "verdict": "try_now", "risk": "conditional", "verification_stage": "retested_recently", "pricing_fingerprint": null, "pricing_summary": null, "pricing_facts": [], "pricing_checked_at": null, "pricing_stale": null, "version": "v1.0.1", "last_release_at": "2026-07-29T05:09:51Z", "last_release_url": "https://github.com/ag2ai/ag2/releases/tag/v1.0.1", "maintenance_status": "active", "integration_fingerprint": "699f75b768bf0e4f", "integration_count": 1, "integrations": [ "Model Context Protocol" ], "source_observed_at": "2026-08-10T10:18:02.453550Z", "observation_source_url": "https://api.github.com/graphql", "observation_extractor_version": "github-observer-v2", "observation_refs": { "stars": "obs_0f0f71f506cfd650817af59e", "version": "obs_333cf7931c93b17288a59cd0", "last_release_at": "obs_536fcf298bd2161c04a1c139", "last_release_url": "obs_d6126761ab87e00a610e1f2d", "pushed_at": "obs_700c808f3c5cf66610a929c2", "archived": "obs_11c62344e587d0d33e0153bc", "default_branch": "obs_c5238499b7bd873eb440a471", "default_branch_updated_at": "obs_4204079634da9d1008a43b6d", "maintenance_status": "obs_9c2f8a05180326d4bb60f332", "momentum": "obs_9a8f144748bc68bac4e8ded9", "repository_topics": "obs_afde923294b01800499471ce", "integrations": "obs_ce0e3cc5fabb5b5797327319", "integration_fingerprint": "obs_f4391e05ae7edecd0fd251c4", "deployment_models": "obs_6da1bb3eb1dad51c50548471", "extensibility": "obs_d5febc17d1d1636853d14487" }, "observed_fields": [ "integration_count", "integration_fingerprint", "integrations", "last_release_at", "maintenance_status", "momentum", "popularity", "pricing_checked_at", "pricing_facts", "pricing_fingerprint", "pricing_stale", "pricing_summary", "risk", "score", "score_components", "stars", "tier", "verdict", "verification_stage", "version" ], "date": "2026-08-10", "source_build_id": "rr-20260810T221823Z-85f41114e190" }, { "id": "gh:ag2ai/ag2", "score": 9.3, "popularity": 98.0, "stars": 4851, "momentum": 9.3, "score_components": { "usefulness": 9.0, "novelty": 8.0, "momentum": 9.0, "maturity": 9.2, "open_source_build_quality": 8.4, "evidence": 7.2, "commercial_workflow_potential": 10.0, "setup_ease": 4.2 }, "tier": "Gold", "verdict": "try_now", "risk": "conditional", "verification_stage": "retested_recently", "pricing_fingerprint": null, "pricing_summary": null, "pricing_facts": [], "pricing_checked_at": null, "pricing_stale": null, "version": "v1.0.1", "last_release_at": "2026-07-29T05:09:51Z", "last_release_url": "https://github.com/ag2ai/ag2/releases/tag/v1.0.1", "maintenance_status": "active", "integration_fingerprint": "699f75b768bf0e4f", "integration_count": 1, "integrations": [ "Model Context Protocol" ], "source_observed_at": "2026-08-11T10:17:40.749121Z", "observation_source_url": "https://api.github.com/graphql", "observation_extractor_version": "github-observer-v2", "observation_refs": { "stars": "obs_1003683654537af509f3ffdc", "version": "obs_2cff1919177e265290b31ec4", "last_release_at": "obs_b806f1a6a5350a42cc1b1c01", "last_release_url": "obs_faef47c6bd139dc55e0426bd", "pushed_at": "obs_ccf470bacca194f04b5b8133", "archived": "obs_ff86b5469db1c60970ed7fe1", "default_branch": "obs_c1e5122bc2e3069e53c97c6c", "default_branch_updated_at": "obs_8eb6fe95abad5a5254714a8d", "maintenance_status": "obs_9264846628a9ceb6fcf2c0f6", "momentum": "obs_0a8e159568fb55525900211f", "repository_topics": "obs_81eeceacb90ff408c3e0a3c0", "integrations": "obs_0b5f23dc3ea35d1d48d120cb", "integration_fingerprint": "obs_4076a3cd753dda456f9ed135", "deployment_models": "obs_7714990e07a6b7fc928550d0", "extensibility": "obs_8d04c603a456373f6f71cdeb" }, "observed_fields": [ "integration_count", "integration_fingerprint", "integrations", "last_release_at", "maintenance_status", "momentum", "popularity", "pricing_checked_at", "pricing_facts", "pricing_fingerprint", "pricing_stale", "pricing_summary", "risk", "score", "score_components", "stars", "tier", "verdict", "verification_stage", "version" ], "date": "2026-08-11", "source_build_id": "rr-20260811T221343Z-7d22d483b1e2" }, { "id": "gh:ag2ai/ag2", "score": 9.3, "popularity": 98.0, "stars": 4854, "momentum": 9.3, "score_components": { "usefulness": 9.0, "novelty": 8.0, "momentum": 9.0, "maturity": 9.2, "open_source_build_quality": 8.4, "evidence": 7.2, "commercial_workflow_potential": 10.0, "setup_ease": 4.2 }, "tier": "Gold", "verdict": "try_now", "risk": "conditional", "verification_stage": "retested_recently", "pricing_fingerprint": null, "pricing_summary": null, "pricing_facts": [], "pricing_checked_at": null, "pricing_stale": null, "version": "v1.0.1", "last_release_at": "2026-07-29T05:09:51Z", "last_release_url": "https://github.com/ag2ai/ag2/releases/tag/v1.0.1", "maintenance_status": "active", "integration_fingerprint": "699f75b768bf0e4f", "integration_count": 1, "integrations": [ "Model Context Protocol" ], "source_observed_at": "2026-08-12T17:38:47.185822Z", "observation_source_url": "https://api.github.com/graphql", "observation_extractor_version": "github-observer-v2", "observation_refs": { "stars": "obs_4b3ef58f22bbd9bee0b177e5", "version": "obs_0c77914715f0dfc72a9d70e3", "last_release_at": "obs_f13af6f2094034ccfe5fc286", "last_release_url": "obs_5b3d191fb555024889cfe82f", "pushed_at": "obs_b06da550674c3c3078b72484", "archived": "obs_6118a898baaaa5f5394ca0b8", "default_branch": "obs_4f32bac3e014b78a3b1fb0de", "default_branch_updated_at": "obs_4db8f791c5b0e37c1e34f8ca", "maintenance_status": "obs_4a0f2b60a12b12c5745cce1b", "momentum": "obs_8328251813ffd8ba3c8b860a", "repository_topics": "obs_6b55721c818a0b4b31222db4", "integrations": "obs_4bf0deb91d8536ec5845de15", "integration_fingerprint": "obs_f6995ab83aa6fc7add01ca30", "deployment_models": "obs_eca544341ab6980331ecc360", "extensibility": "obs_5614015069fd732bc549f0f5" }, "observed_fields": [ "integration_count", "integration_fingerprint", "integrations", "last_release_at", "maintenance_status", "momentum", "popularity", "pricing_checked_at", "pricing_facts", "pricing_fingerprint", "pricing_stale", "pricing_summary", "risk", "score", "score_components", "stars", "tier", "verdict", "verification_stage", "version" ], "date": "2026-08-12", "source_build_id": "rr-20260812T215932Z-35ee87c03ab1" }, { "id": "gh:ag2ai/ag2", "score": 9.3, "popularity": 98.0, "stars": 4855, "momentum": 9.0, "score_components": { "usefulness": 9.0, "novelty": 8.0, "momentum": 9.0, "maturity": 9.2, "open_source_build_quality": 8.4, "evidence": 7.2, "commercial_workflow_potential": 10.0, "setup_ease": 4.2 }, "tier": "Gold", "verdict": "try_now", "risk": "conditional", "verification_stage": "bounded_workflow_tested", "pricing_fingerprint": null, "pricing_summary": null, "pricing_facts": [], "pricing_checked_at": null, "pricing_stale": null, "version": "v1.0.1", "last_release_at": "2026-07-29T05:09:51Z", "last_release_url": "https://github.com/ag2ai/ag2/releases/tag/v1.0.1", "maintenance_status": "active", "integration_fingerprint": "699f75b768bf0e4f", "integration_count": 1, "integrations": [ "Model Context Protocol" ], "source_observed_at": "2026-08-13T19:31:03.163686Z", "observation_source_url": "https://api.github.com/graphql", "observation_extractor_version": "github-observer-v2", "observation_refs": { "stars": "obs_6f80d970542c391693b7c47f", "version": "obs_6c5b9c047de05693ccb2c3b1", "last_release_at": "obs_78f5411ecf51ff2248d3bcb9", "last_release_url": "obs_4af8681d51910af17f93c296", "pushed_at": "obs_231fb78eed3373c273bc6373", "archived": "obs_b333b8c30f01df25a6176d68", "default_branch": "obs_9c312735fa9bfc1885fd56db", "default_branch_updated_at": "obs_270112b8d1efa37f0152ecaf", "maintenance_status": "obs_89e99c89cc787cd5d137757e", "momentum": "obs_838616543eb3643b565054da", "repository_topics": "obs_1796b87bcc3caf47601a8aa8", "integrations": "obs_c783cd114483fae91d90440a", "integration_fingerprint": "obs_779974ac44c6bcce81c1dae9", "deployment_models": "obs_8667a5e72579fe7a2a71fb29", "extensibility": "obs_aa93c52513f340d00de0fb36" }, "observed_fields": [ "integration_count", "integration_fingerprint", "integrations", "last_release_at", "maintenance_status", "momentum", "popularity", "pricing_checked_at", "pricing_facts", "pricing_fingerprint", "pricing_stale", "pricing_summary", "risk", "score", "score_components", "stars", "tier", "verdict", "verification_stage", "version" ], "date": "2026-08-13", "source_build_id": "rr-20260813T202015Z-badadd6c8c80" } ], "changes": [ { "id": "evt_9b52602856dba15b1b2a", "entity_id": "gh:ag2ai/ag2", "item_url": "/item/ag2ai-ag2/", "title": "ag2ai/ag2", "category": "agent_framework", "kind": "stars_changed", "occurred_at": "2026-08-13T19:31:03.163686Z", "before": 4854, "after": 4855, "explanation": "Stars changed: 4854 → 4855.", "explanation_scope": "catalog_snapshot_delta", "evidence_refs": {}, "tier": "Gold", "risk": "conditional", "verdict": "try_now", "score": 9.3, "entity_kind": "open_source", "verification_stage": "bounded_workflow_tested", "type": "Tool", "section": "AI Agent Framework", "local_ai": false, "local_model_compatible": false, "discovery_topic": "agent_framework", "discovery_topic_status": "reviewed", "setup_ease": 4.2, "best_for": [ "developers building production agent platforms", "builder teams moving from single-agent scripts to workflows" ], "risk_categories": [], "search_text": "ag2ai/ag2 ag2ai open_source agent_framework agent_framework gold conditional try_now developers building production agent platforms builder teams moving from single-agent scripts to workflows model context protocol model context protocol", "material_mover": false }, { "id": "evt_686df7733b61497dc212", "entity_id": "gh:ag2ai/ag2", "item_url": "/item/ag2ai-ag2/", "title": "ag2ai/ag2", "category": "agent_framework", "kind": "verification_changed", "occurred_at": "2026-08-13T18:28:51Z", "before": "retested_recently", "after": "bounded_workflow_tested", "explanation": "Verification changed: Re-tested recently → Tested in a bounded workflow. 1 retained run(s), completed no later than this event, support the published stage.", "explanation_scope": "catalog_snapshot_delta", "evidence_refs": { "after_snapshot_url": "/data/v1/snapshots/2026-08-13.json", "before_snapshot_url": "/data/v1/snapshots/2026-08-13.json", "before_source_build_id": "canonical-event-ledger-2026-08-13", "entity_id": "gh:ag2ai/ag2", "latest_supporting_run_completed_at": "2026-07-13T10:35:47.508214Z", "supporting_run_ids": "cohort-20260712-ag2-deterministic-agent-routing", "supporting_test_log_urls": "/data/v1/test-logs/run-636f686f72742d32303236303731322d6167322d64657465726d696e69737469632d6167656e742d726f7574696e67.txt" }, "tier": "Gold", "risk": "conditional", "verdict": "try_now", "score": 9.3, "entity_kind": "open_source", "verification_stage": "bounded_workflow_tested", "type": "Tool", "section": "AI Agent Framework", "local_ai": false, "local_model_compatible": false, "discovery_topic": "agent_framework", "discovery_topic_status": "reviewed", "setup_ease": 4.2, "best_for": [ "developers building production agent platforms", "builder teams moving from single-agent scripts to workflows" ], "risk_categories": [], "search_text": "ag2ai/ag2 ag2ai open_source agent_framework agent_framework gold conditional try_now developers building production agent platforms builder teams moving from single-agent scripts to workflows model context protocol model context protocol", "material_mover": false }, { "id": "evt_39de2ae8565853b2c946", "entity_id": "gh:ag2ai/ag2", "item_url": "/item/ag2ai-ag2/", "title": "ag2ai/ag2", "category": "agent_framework", "kind": "stars_changed", "occurred_at": "2026-08-12T17:38:47.185822Z", "before": 4851, "after": 4854, "explanation": "Stars changed: 4851 → 4854.", "explanation_scope": "catalog_snapshot_delta", "evidence_refs": {}, "tier": "Gold", "risk": "conditional", "verdict": "try_now", "score": 9.3, "entity_kind": "open_source", "verification_stage": "retested_recently", "type": "Tool", "section": "AI Agent Framework", "local_ai": false, "local_model_compatible": false, "discovery_topic": "agent_framework", "discovery_topic_status": "reviewed", "setup_ease": 4.2, "best_for": [ "developers building production agent platforms", "builder teams moving from single-agent scripts to workflows" ], "risk_categories": [], "search_text": "ag2ai/ag2 ag2ai open_source agent_framework agent_framework gold conditional try_now developers building production agent platforms builder teams moving from single-agent scripts to workflows model context protocol model context protocol", "material_mover": false }, { "id": "evt_d06f477848b416e6f150", "entity_id": "gh:ag2ai/ag2", "item_url": "/item/ag2ai-ag2/", "title": "ag2ai/ag2", "category": "agent_framework", "kind": "stars_changed", "occurred_at": "2026-08-11T10:17:40.749121Z", "before": 4847, "after": 4851, "explanation": "Stars changed: 4847 → 4851.", "explanation_scope": "catalog_snapshot_delta", "evidence_refs": {}, "tier": "Gold", "risk": "conditional", "verdict": "try_now", "score": 9.3, "entity_kind": "open_source", "verification_stage": "retested_recently", "type": "Tool", "section": "AI Agent Framework", "local_ai": false, "local_model_compatible": false, "discovery_topic": "agent_framework", "discovery_topic_status": "reviewed", "setup_ease": 4.2, "best_for": [ "developers building production agent platforms", "builder teams moving from single-agent scripts to workflows" ], "risk_categories": [], "search_text": "ag2ai/ag2 ag2ai open_source agent_framework agent_framework gold conditional try_now developers building production agent platforms builder teams moving from single-agent scripts to workflows model context protocol model context protocol", "material_mover": false }, { "id": "evt_1e21fe6d2fc204409b3e", "entity_id": "gh:ag2ai/ag2", "item_url": "/item/ag2ai-ag2/", "title": "ag2ai/ag2", "category": "agent_framework", "kind": "stars_changed", "occurred_at": "2026-08-10T10:18:02.453550Z", "before": 4846, "after": 4847, "explanation": "Stars changed: 4846 → 4847.", "explanation_scope": "catalog_snapshot_delta", "evidence_refs": {}, "tier": "Gold", "risk": "conditional", "verdict": "try_now", "score": 9.3, "entity_kind": "open_source", "verification_stage": "retested_recently", "type": "Tool", "section": "AI Agent Framework", "local_ai": false, "local_model_compatible": false, "discovery_topic": "agent_framework", "discovery_topic_status": "reviewed", "setup_ease": 4.2, "best_for": [ "developers building production agent platforms", "builder teams moving from single-agent scripts to workflows" ], "risk_categories": [], "search_text": "ag2ai/ag2 ag2ai open_source agent_framework agent_framework gold conditional try_now developers building production agent platforms builder teams moving from single-agent scripts to workflows model context protocol model context protocol", "material_mover": false }, { "id": "evt_5902e767608822685cd8", "entity_id": "gh:ag2ai/ag2", "item_url": "/item/ag2ai-ag2/", "title": "ag2ai/ag2", "category": "agent_framework", "kind": "stars_changed", "occurred_at": "2026-08-09T10:18:02.987681Z", "before": 4840, "after": 4846, "explanation": "Stars changed: 4840 → 4846.", "explanation_scope": "catalog_snapshot_delta", "evidence_refs": {}, "tier": "Gold", "risk": "conditional", "verdict": "try_now", "score": 9.3, "entity_kind": "open_source", "verification_stage": "retested_recently", "type": "Tool", "section": "AI Agent Framework", "local_ai": false, "local_model_compatible": false, "discovery_topic": "agent_framework", "discovery_topic_status": "reviewed", "setup_ease": 4.2, "best_for": [ "developers building production agent platforms", "builder teams moving from single-agent scripts to workflows" ], "risk_categories": [], "search_text": "ag2ai/ag2 ag2ai open_source agent_framework agent_framework gold conditional try_now developers building production agent platforms builder teams moving from single-agent scripts to workflows model context protocol model context protocol", "material_mover": false }, { "id": "evt_26edebab1dcbd840487f", "entity_id": "gh:ag2ai/ag2", "item_url": "/item/ag2ai-ag2/", "title": "ag2ai/ag2", "category": "agent_framework", "kind": "stars_changed", "occurred_at": "2026-08-08T10:17:54.011012Z", "before": 4829, "after": 4840, "explanation": "Stars changed: 4829 → 4840.", "explanation_scope": "catalog_snapshot_delta", "evidence_refs": {}, "tier": "Gold", "risk": "conditional", "verdict": "try_now", "score": 9.3, "entity_kind": "open_source", "verification_stage": "retested_recently", "type": "Tool", "section": "AI Agent Framework", "local_ai": false, "local_model_compatible": false, "discovery_topic": "agent_framework", "discovery_topic_status": "reviewed", "setup_ease": 4.2, "best_for": [ "developers building production agent platforms", "builder teams moving from single-agent scripts to workflows" ], "risk_categories": [], "search_text": "ag2ai/ag2 ag2ai open_source agent_framework agent_framework gold conditional try_now developers building production agent platforms builder teams moving from single-agent scripts to workflows model context protocol model context protocol", "material_mover": false }, { "id": "evt_1a1dcc2f68492cb01fed", "entity_id": "gh:ag2ai/ag2", "item_url": "/item/ag2ai-ag2/", "title": "ag2ai/ag2", "category": "agent_framework", "kind": "stars_changed", "occurred_at": "2026-08-03T10:18:05.351909Z", "before": 4825, "after": 4829, "explanation": "Stars changed: 4825 → 4829.", "explanation_scope": "catalog_snapshot_delta", "evidence_refs": {}, "tier": "Gold", "risk": "conditional", "verdict": "try_now", "score": 9.3, "entity_kind": "open_source", "verification_stage": "retested_recently", "type": "Tool", "section": "AI Agent Framework", "local_ai": false, "local_model_compatible": false, "discovery_topic": "agent_framework", "discovery_topic_status": "reviewed", "setup_ease": 4.2, "best_for": [ "developers building production agent platforms", "builder teams moving from single-agent scripts to workflows" ], "risk_categories": [], "search_text": "ag2ai/ag2 ag2ai open_source agent_framework agent_framework gold conditional try_now developers building production agent platforms builder teams moving from single-agent scripts to workflows model context protocol model context protocol", "material_mover": false }, { "id": "evt_24fc73ad05c1415093ce", "entity_id": "gh:ag2ai/ag2", "item_url": "/item/ag2ai-ag2/", "title": "ag2ai/ag2", "category": "agent_framework", "kind": "stars_changed", "occurred_at": "2026-08-02T10:17:50.427312Z", "before": 4822, "after": 4825, "explanation": "Stars changed: 4822 → 4825.", "explanation_scope": "catalog_snapshot_delta", "evidence_refs": {}, "tier": "Gold", "risk": "conditional", "verdict": "try_now", "score": 9.3, "entity_kind": "open_source", "verification_stage": "retested_recently", "type": "Tool", "section": "AI Agent Framework", "local_ai": false, "local_model_compatible": false, "discovery_topic": "agent_framework", "discovery_topic_status": "reviewed", "setup_ease": 4.2, "best_for": [ "developers building production agent platforms", "builder teams moving from single-agent scripts to workflows" ], "risk_categories": [], "search_text": "ag2ai/ag2 ag2ai open_source agent_framework agent_framework gold conditional try_now developers building production agent platforms builder teams moving from single-agent scripts to workflows model context protocol model context protocol", "material_mover": false }, { "id": "evt_926392a17b7aad40c197", "entity_id": "gh:ag2ai/ag2", "item_url": "/item/ag2ai-ag2/", "title": "ag2ai/ag2", "category": "agent_framework", "kind": "stars_changed", "occurred_at": "2026-07-29T10:17:05.832710Z", "before": 4807, "after": 4812, "explanation": "Stars changed: 4807 → 4812.", "explanation_scope": "catalog_snapshot_delta", "evidence_refs": {}, "tier": "Gold", "risk": "conditional", "verdict": "try_now", "score": 9.3, "entity_kind": "open_source", "verification_stage": "retested_recently", "type": "Tool", "section": "AI Agent Framework", "local_ai": false, "local_model_compatible": false, "discovery_topic": "agent_framework", "discovery_topic_status": "reviewed", "setup_ease": 4.2, "best_for": [ "developers building production agent platforms", "builder teams moving from single-agent scripts to workflows" ], "risk_categories": [], "search_text": "ag2ai/ag2 ag2ai open_source agent_framework agent_framework gold conditional try_now developers building production agent platforms builder teams moving from single-agent scripts to workflows model context protocol model context protocol", "material_mover": false }, { "id": "evt_04e8a639ddd2d004d2f5", "entity_id": "gh:ag2ai/ag2", "item_url": "/item/ag2ai-ag2/", "title": "ag2ai/ag2", "category": "agent_framework", "kind": "version_changed", "occurred_at": "2026-07-29T10:17:05.832710Z", "before": "v1.0.0", "after": "v1.0.1", "explanation": "Version changed: v1.0.0 → v1.0.1.", "explanation_scope": "catalog_snapshot_delta", "evidence_refs": {}, "tier": "Gold", "risk": "conditional", "verdict": "try_now", "score": 9.3, "entity_kind": "open_source", "verification_stage": "retested_recently", "type": "Tool", "section": "AI Agent Framework", "local_ai": false, "local_model_compatible": false, "discovery_topic": "agent_framework", "discovery_topic_status": "reviewed", "setup_ease": 4.2, "best_for": [ "developers building production agent platforms", "builder teams moving from single-agent scripts to workflows" ], "risk_categories": [], "search_text": "ag2ai/ag2 ag2ai open_source agent_framework agent_framework gold conditional try_now developers building production agent platforms builder teams moving from single-agent scripts to workflows model context protocol model context protocol", "material_mover": false }, { "id": "evt_64c3bc71ad58fd75dc49", "entity_id": "gh:ag2ai/ag2", "item_url": "/item/ag2ai-ag2/", "title": "ag2ai/ag2", "category": "agent_framework", "kind": "stars_changed", "occurred_at": "2026-07-28T10:17:34.274766Z", "before": 4805, "after": 4807, "explanation": "Source-observed stars changed: 4805 → 4807. 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_36abb33d1d54d284de2a993a", "after_observed_at": "2026-07-28T10:17:34.274766Z", "after_source_path": "repository.stargazerCount", "before_observation_id": "obs_0b1bab9f817834a2c35f26db", "before_observed_at": "2026-07-28T07:11:06.213377Z", "before_source_path": "repository.stargazerCount", "entity_source_url": "https://github.com/ag2ai/ag2", "extractor_version": "github-observer-v2", "field": "stars", "source_url": "https://api.github.com/graphql" }, "tier": "Gold", "risk": "conditional", "verdict": "try_now", "score": 9.3, "entity_kind": "open_source", "verification_stage": "retested_recently", "type": "Tool", "section": "AI Agent Framework", "local_ai": false, "local_model_compatible": false, "discovery_topic": "agent_framework", "discovery_topic_status": "reviewed", "setup_ease": 4.2, "best_for": [ "developers building production agent platforms", "builder teams moving from single-agent scripts to workflows" ], "risk_categories": [], "search_text": "ag2ai/ag2 ag2ai open_source agent_framework agent_framework gold conditional try_now developers building production agent platforms builder teams moving from single-agent scripts to workflows model context protocol model context protocol", "material_mover": false }, { "id": "evt_518be8f7178e1a8a6270", "entity_id": "gh:ag2ai/ag2", "item_url": "/item/ag2ai-ag2/", "title": "ag2ai/ag2", "category": "agent_framework", "kind": "stars_changed", "occurred_at": "2026-07-28T07:11:06.213377Z", "before": 4782, "after": 4805, "explanation": "Stars changed: 4782 → 4805.", "explanation_scope": "catalog_snapshot_delta", "evidence_refs": {}, "tier": "Gold", "risk": "conditional", "verdict": "try_now", "score": 9.3, "entity_kind": "open_source", "verification_stage": "retested_recently", "type": "Tool", "section": "AI Agent Framework", "local_ai": false, "local_model_compatible": false, "discovery_topic": "agent_framework", "discovery_topic_status": "reviewed", "setup_ease": 4.2, "best_for": [ "developers building production agent platforms", "builder teams moving from single-agent scripts to workflows" ], "risk_categories": [], "search_text": "ag2ai/ag2 ag2ai open_source agent_framework agent_framework gold conditional try_now developers building production agent platforms builder teams moving from single-agent scripts to workflows model context protocol model context protocol", "material_mover": false }, { "id": "evt_35c7c14b5b12996161ac", "entity_id": "gh:ag2ai/ag2", "item_url": "/item/ag2ai-ag2/", "title": "ag2ai/ag2", "category": "agent_framework", "kind": "version_changed", "occurred_at": "2026-07-28T07:11:06.213377Z", "before": "v1.0.0b0", "after": "v1.0.0", "explanation": "Version changed: v1.0.0b0 → v1.0.0.", "explanation_scope": "catalog_snapshot_delta", "evidence_refs": {}, "tier": "Gold", "risk": "conditional", "verdict": "try_now", "score": 9.3, "entity_kind": "open_source", "verification_stage": "retested_recently", "type": "Tool", "section": "AI Agent Framework", "local_ai": false, "local_model_compatible": false, "discovery_topic": "agent_framework", "discovery_topic_status": "reviewed", "setup_ease": 4.2, "best_for": [ "developers building production agent platforms", "builder teams moving from single-agent scripts to workflows" ], "risk_categories": [], "search_text": "ag2ai/ag2 ag2ai open_source agent_framework agent_framework gold conditional try_now developers building production agent platforms builder teams moving from single-agent scripts to workflows model context protocol model context protocol", "material_mover": false }, { "id": "evt_d8d718be1591924bb859", "entity_id": "gh:ag2ai/ag2", "item_url": "/item/ag2ai-ag2/", "title": "ag2ai/ag2", "category": "agent_framework", "kind": "stars_changed", "occurred_at": "2026-07-17T09:45:55.725732Z", "before": 4765, "after": 4782, "explanation": "Stars changed: 4765 → 4782.", "explanation_scope": "catalog_snapshot_delta", "evidence_refs": {}, "tier": "Gold", "risk": "conditional", "verdict": "try_now", "score": 9.3, "entity_kind": "open_source", "verification_stage": "retested_recently", "type": "Tool", "section": "AI Agent Framework", "local_ai": false, "local_model_compatible": false, "discovery_topic": "agent_framework", "discovery_topic_status": "reviewed", "setup_ease": 4.2, "best_for": [ "developers building production agent platforms", "builder teams moving from single-agent scripts to workflows" ], "risk_categories": [], "search_text": "ag2ai/ag2 ag2ai open_source agent_framework agent_framework gold conditional try_now developers building production agent platforms builder teams moving from single-agent scripts to workflows model context protocol model context protocol", "material_mover": false }, { "id": "evt_13f6f091185d3e1f5674", "entity_id": "gh:ag2ai/ag2", "item_url": "/item/ag2ai-ag2/", "title": "ag2ai/ag2", "category": "agent_framework", "kind": "verification_changed", "occurred_at": "2026-07-14T07:05:54.350937Z", "before": "discovered", "after": "retested_recently", "explanation": "Verification changed: Discovered → Re-tested recently. 2 retained run(s), completed no later than this event, support the published stage.", "explanation_scope": "catalog_snapshot_delta", "evidence_refs": { "after_snapshot_url": "/data/v1/snapshots/2026-07-14.json", "before_snapshot_url": "/data/v1/snapshots/2026-07-13.json", "before_source_build_id": "git-a57439d942f9", "entity_id": "gh:ag2ai/ag2", "latest_supporting_run_completed_at": "2026-07-14T05:43:53.522446Z", "supporting_run_ids": "cohort-20260712-ag2-deterministic-agent-routing,cohort-20260714-ag2-deterministic-agent-routing", "supporting_test_log_urls": "/data/v1/test-logs/run-636f686f72742d32303236303731322d6167322d64657465726d696e69737469632d6167656e742d726f7574696e67.txt,/data/v1/test-logs/run-636f686f72742d32303236303731342d6167322d64657465726d696e69737469632d6167656e742d726f7574696e67.txt" }, "tier": "Gold", "risk": "conditional", "verdict": "try_now", "score": 9.3, "entity_kind": "open_source", "verification_stage": "retested_recently", "type": "Tool", "section": "AI Agent Framework", "local_ai": false, "local_model_compatible": false, "discovery_topic": "agent_framework", "discovery_topic_status": "reviewed", "setup_ease": 4.2, "best_for": [ "developers building production agent platforms", "builder teams moving from single-agent scripts to workflows" ], "risk_categories": [], "search_text": "ag2ai/ag2 ag2ai open_source agent_framework agent_framework gold conditional try_now developers building production agent platforms builder teams moving from single-agent scripts to workflows model context protocol model context protocol", "material_mover": false } ] }