{ "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:pydantic/pydantic-ai", "points": [ { "id": "gh:pydantic/pydantic-ai", "score": 8.7, "popularity": 9.0, "stars": null, "momentum": 9.0, "score_components": { "usefulness": 9.0, "novelty": 8.0, "momentum": 9.0, "maturity": 6.9, "open_source_build_quality": 8.4, "evidence": 7.2, "commercial_workflow_potential": 10.0, "setup_ease": 8.8 }, "tier": "Gold", "verdict": "try_now", "risk": "low", "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:pydantic/pydantic-ai", "score": 8.7, "popularity": 9.0, "stars": null, "momentum": 9.0, "score_components": { "usefulness": 9.0, "novelty": 8.0, "momentum": 9.0, "maturity": 6.9, "open_source_build_quality": 8.4, "evidence": 7.2, "commercial_workflow_potential": 10.0, "setup_ease": 8.8 }, "tier": "Gold", "verdict": "try_now", "risk": "low", "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:pydantic/pydantic-ai", "score": 8.7, "popularity": 9.0, "stars": null, "momentum": 9.0, "score_components": { "usefulness": 9.0, "novelty": 8.0, "momentum": 9.0, "maturity": 6.9, "open_source_build_quality": 8.4, "evidence": 7.2, "commercial_workflow_potential": 10.0, "setup_ease": 8.8 }, "tier": "Gold", "verdict": "try_now", "risk": "low", "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:pydantic/pydantic-ai", "score": 8.7, "popularity": 9.0, "stars": null, "momentum": 9.0, "score_components": { "usefulness": 9.0, "novelty": 8.0, "momentum": 9.0, "maturity": 6.9, "open_source_build_quality": 8.4, "evidence": 7.2, "commercial_workflow_potential": 10.0, "setup_ease": 8.8 }, "tier": "Gold", "verdict": "try_now", "risk": "low", "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:pydantic/pydantic-ai", "score": 8.7, "popularity": 9.0, "stars": null, "momentum": 9.0, "score_components": { "usefulness": 9.0, "novelty": 8.0, "momentum": 9.0, "maturity": 6.9, "open_source_build_quality": 8.4, "evidence": 7.2, "commercial_workflow_potential": 10.0, "setup_ease": 8.8 }, "tier": "Gold", "verdict": "try_now", "risk": "low", "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:pydantic/pydantic-ai", "score": 8.7, "popularity": 9.0, "stars": null, "momentum": 9.0, "score_components": { "usefulness": 9.0, "novelty": 8.0, "momentum": 9.0, "maturity": 6.9, "open_source_build_quality": 8.4, "evidence": 7.2, "commercial_workflow_potential": 10.0, "setup_ease": 8.8 }, "tier": "Gold", "verdict": "try_now", "risk": "low", "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:pydantic/pydantic-ai", "score": 8.7, "popularity": 9.0, "stars": null, "momentum": 9.0, "score_components": { "usefulness": 9.0, "novelty": 8.0, "momentum": 9.0, "maturity": 6.9, "open_source_build_quality": 8.4, "evidence": 7.2, "commercial_workflow_potential": 10.0, "setup_ease": 8.8 }, "tier": "Gold", "verdict": "try_now", "risk": "low", "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:pydantic/pydantic-ai", "score": 8.7, "popularity": 9.0, "stars": null, "momentum": 9.0, "score_components": { "usefulness": 9.0, "novelty": 8.0, "momentum": 9.0, "maturity": 6.9, "open_source_build_quality": 8.4, "evidence": 7.2, "commercial_workflow_potential": 10.0, "setup_ease": 8.8 }, "tier": "Gold", "verdict": "try_now", "risk": "low", "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:pydantic/pydantic-ai", "score": 8.7, "popularity": 9.0, "stars": null, "momentum": 9.0, "score_components": { "usefulness": 9.0, "novelty": 8.0, "momentum": 9.0, "maturity": 6.9, "open_source_build_quality": 8.4, "evidence": 7.2, "commercial_workflow_potential": 10.0, "setup_ease": 8.8 }, "tier": "Gold", "verdict": "try_now", "risk": "low", "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:pydantic/pydantic-ai", "score": 8.7, "popularity": 9.0, "stars": null, "momentum": 9.0, "score_components": { "usefulness": 9.0, "novelty": 8.0, "momentum": 9.0, "maturity": 6.9, "open_source_build_quality": 8.4, "evidence": 7.2, "commercial_workflow_potential": 10.0, "setup_ease": 8.8 }, "tier": "Gold", "verdict": "try_now", "risk": "low", "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:pydantic/pydantic-ai", "score": 8.7, "popularity": 9.0, "stars": null, "momentum": 9.0, "score_components": { "usefulness": 9.0, "novelty": 8.0, "momentum": 9.0, "maturity": 6.9, "open_source_build_quality": 8.4, "evidence": 7.2, "commercial_workflow_potential": 10.0, "setup_ease": 8.8 }, "tier": "Gold", "verdict": "try_now", "risk": "low", "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:pydantic/pydantic-ai", "score": 8.7, "popularity": 9.0, "stars": null, "momentum": 9.0, "score_components": { "usefulness": 9.0, "novelty": 8.0, "momentum": 9.0, "maturity": 6.9, "open_source_build_quality": 8.4, "evidence": 7.2, "commercial_workflow_potential": 10.0, "setup_ease": 8.8 }, "tier": "Gold", "verdict": "try_now", "risk": "low", "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:pydantic/pydantic-ai", "score": 8.7, "popularity": 9.0, "stars": null, "momentum": 9.0, "score_components": { "usefulness": 9.0, "novelty": 8.0, "momentum": 9.0, "maturity": 6.9, "open_source_build_quality": 8.4, "evidence": 7.2, "commercial_workflow_potential": 10.0, "setup_ease": 8.8 }, "tier": "Gold", "verdict": "try_now", "risk": "low", "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:pydantic/pydantic-ai", "score": 8.7, "popularity": 9.0, "stars": null, "momentum": 9.0, "score_components": { "usefulness": 9.0, "novelty": 8.0, "momentum": 9.0, "maturity": 6.9, "open_source_build_quality": 8.4, "evidence": 7.2, "commercial_workflow_potential": 10.0, "setup_ease": 8.8 }, "tier": "Gold", "verdict": "try_now", "risk": "low", "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:pydantic/pydantic-ai", "score": 8.7, "popularity": 9.0, "stars": null, "momentum": 9.0, "score_components": { "usefulness": 9.0, "novelty": 8.0, "momentum": 9.0, "maturity": 6.9, "open_source_build_quality": 8.4, "evidence": 7.2, "commercial_workflow_potential": 10.0, "setup_ease": 8.8 }, "tier": "Gold", "verdict": "try_now", "risk": "low", "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:pydantic/pydantic-ai", "score": 8.7, "popularity": 9.0, "stars": null, "momentum": 9.0, "score_components": { "usefulness": 9.0, "novelty": 8.0, "momentum": 9.0, "maturity": 6.9, "open_source_build_quality": 8.4, "evidence": 7.2, "commercial_workflow_potential": 10.0, "setup_ease": 8.8 }, "tier": "Gold", "verdict": "try_now", "risk": "low", "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:pydantic/pydantic-ai", "score": 8.7, "popularity": 9.0, "stars": null, "momentum": 9.0, "score_components": { "usefulness": 9.0, "novelty": 8.0, "momentum": 9.0, "maturity": 6.9, "open_source_build_quality": 8.4, "evidence": 7.2, "commercial_workflow_potential": 10.0, "setup_ease": 8.8 }, "tier": "Gold", "verdict": "try_now", "risk": "low", "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:pydantic/pydantic-ai", "score": 8.7, "popularity": 9.0, "stars": null, "momentum": 9.0, "score_components": { "usefulness": 9.0, "novelty": 8.0, "momentum": 9.0, "maturity": 6.9, "open_source_build_quality": 8.4, "evidence": 7.2, "commercial_workflow_potential": 10.0, "setup_ease": 8.8 }, "tier": "Gold", "verdict": "try_now", "risk": "low", "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:pydantic/pydantic-ai", "score": 8.7, "popularity": 9.0, "stars": null, "momentum": 9.0, "score_components": { "usefulness": 9.0, "novelty": 8.0, "momentum": 9.0, "maturity": 6.9, "open_source_build_quality": 8.4, "evidence": 7.2, "commercial_workflow_potential": 10.0, "setup_ease": 8.8 }, "tier": "Gold", "verdict": "try_now", "risk": "low", "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:pydantic/pydantic-ai", "score": 8.7, "popularity": 9.0, "stars": null, "momentum": 9.0, "score_components": { "usefulness": 9.0, "novelty": 8.0, "momentum": 9.0, "maturity": 6.9, "open_source_build_quality": 8.4, "evidence": 7.2, "commercial_workflow_potential": 10.0, "setup_ease": 8.8 }, "tier": "Gold", "verdict": "try_now", "risk": "low", "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:pydantic/pydantic-ai", "score": 8.7, "popularity": 9.0, "stars": null, "momentum": 9.0, "score_components": { "usefulness": 9.0, "novelty": 8.0, "momentum": 9.0, "maturity": 6.9, "open_source_build_quality": 8.4, "evidence": 7.2, "commercial_workflow_potential": 10.0, "setup_ease": 8.8 }, "tier": "Gold", "verdict": "try_now", "risk": "low", "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:pydantic/pydantic-ai", "score": 8.7, "popularity": 9.0, "stars": 18502, "momentum": 9.0, "score_components": { "usefulness": 9.0, "novelty": 8.0, "momentum": 9.0, "maturity": 6.9, "open_source_build_quality": 8.4, "evidence": 7.2, "commercial_workflow_potential": 10.0, "setup_ease": 8.8 }, "tier": "Gold", "verdict": "try_now", "risk": "low", "verification_stage": "bounded_workflow_tested", "pricing_fingerprint": null, "pricing_summary": null, "pricing_facts": [], "pricing_checked_at": null, "pricing_stale": null, "version": "v2.9.1", "last_release_at": "2026-07-14T02:59:28Z", "last_release_url": "https://github.com/pydantic/pydantic-ai/releases/tag/v2.9.1", "maintenance_status": "active", "integration_fingerprint": null, "integration_count": 0, "integrations": [], "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_09dcc27e66d4f0cb001a7eb9", "version": "obs_39dd94500931ab4a6127a361", "last_release_at": "obs_e842b74fd2aab20b18d5af8f", "last_release_url": "obs_c59d3997d4cab1b736c62deb", "pushed_at": "obs_e6b65c3b704f445a16d939ee", "archived": "obs_037fd095db33a801e6b1b39c", "default_branch": "obs_b8fbda03ad76dcaacd84e4ff", "default_branch_updated_at": "obs_1ddfa115eaccbd048e385aee", "maintenance_status": "obs_647c130013cdc660b12b19ef", "momentum": "obs_cc369d161043cc1c0f93a5ad", "repository_topics": "obs_d85ae54ebe8cc8f650c76216", "integrations": "obs_01404d5c97dd84758975558e", "integration_fingerprint": "obs_e389efc5c6438b322a628b0a", "deployment_models": "obs_3d318f384fff9036b2cccf8a", "extensibility": "obs_bccdc3b3a6eaa257496f825c" }, "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:pydantic/pydantic-ai", "score": 8.7, "popularity": 9.0, "stars": 18616, "momentum": 9.0, "score_components": { "usefulness": 9.0, "novelty": 8.0, "momentum": 9.0, "maturity": 6.9, "open_source_build_quality": 8.4, "evidence": 7.2, "commercial_workflow_potential": 10.0, "setup_ease": 8.8 }, "tier": "Gold", "verdict": "try_now", "risk": "low", "verification_stage": "bounded_workflow_tested", "pricing_fingerprint": null, "pricing_summary": null, "pricing_facts": [], "pricing_checked_at": null, "pricing_stale": null, "version": "v2.12.0", "last_release_at": "2026-07-17T02:37:27Z", "last_release_url": "https://github.com/pydantic/pydantic-ai/releases/tag/v2.12.0", "maintenance_status": "active", "integration_fingerprint": null, "integration_count": 0, "integrations": [], "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_057268a0e32dec47b969573f", "version": "obs_1a10012e50b3d028b65d5caf", "last_release_at": "obs_d19363f291bfdc227b1e2975", "last_release_url": "obs_979a6956a8f2f0e65cbb06e8", "pushed_at": "obs_3e353520bd9ee2e116675480", "archived": "obs_3559509d431c2acd7e453f42", "default_branch": "obs_f3dfab3e90a207d6e81bccdb", "default_branch_updated_at": "obs_bffccd6f39cce1f3c358bf2d", "maintenance_status": "obs_6185b2b3170d63a6b10fe98a", "momentum": "obs_64685b2536ed2c3c29e3363c", "repository_topics": "obs_17265facbb79777e6b6b2801", "integrations": "obs_232ee39773e23fe238355914", "integration_fingerprint": "obs_8942bc83b0da3aef4ec5942d", "deployment_models": "obs_7a7c797153f771f23b06acb8", "extensibility": "obs_8b383092e8422dea186e0314" }, "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:pydantic/pydantic-ai", "score": 8.7, "popularity": 9.0, "stars": 18616, "momentum": 9.0, "score_components": { "usefulness": 9.0, "novelty": 8.0, "momentum": 9.0, "maturity": 6.9, "open_source_build_quality": 8.4, "evidence": 7.2, "commercial_workflow_potential": 10.0, "setup_ease": 8.8 }, "tier": "Gold", "verdict": "try_now", "risk": "low", "verification_stage": "bounded_workflow_tested", "pricing_fingerprint": null, "pricing_summary": null, "pricing_facts": [], "pricing_checked_at": null, "pricing_stale": null, "version": "v2.12.0", "last_release_at": "2026-07-17T02:37:27Z", "last_release_url": "https://github.com/pydantic/pydantic-ai/releases/tag/v2.12.0", "maintenance_status": "active", "integration_fingerprint": null, "integration_count": 0, "integrations": [], "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_057268a0e32dec47b969573f", "version": "obs_1a10012e50b3d028b65d5caf", "last_release_at": "obs_d19363f291bfdc227b1e2975", "last_release_url": "obs_979a6956a8f2f0e65cbb06e8", "pushed_at": "obs_3e353520bd9ee2e116675480", "archived": "obs_3559509d431c2acd7e453f42", "default_branch": "obs_f3dfab3e90a207d6e81bccdb", "default_branch_updated_at": "obs_bffccd6f39cce1f3c358bf2d", "maintenance_status": "obs_6185b2b3170d63a6b10fe98a", "momentum": "obs_64685b2536ed2c3c29e3363c", "repository_topics": "obs_17265facbb79777e6b6b2801", "integrations": "obs_232ee39773e23fe238355914", "integration_fingerprint": "obs_8942bc83b0da3aef4ec5942d", "deployment_models": "obs_7a7c797153f771f23b06acb8", "extensibility": "obs_8b383092e8422dea186e0314" }, "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:pydantic/pydantic-ai", "score": 8.7, "popularity": 9.0, "stars": 18616, "momentum": 9.0, "score_components": { "usefulness": 9.0, "novelty": 8.0, "momentum": 9.0, "maturity": 6.9, "open_source_build_quality": 8.4, "evidence": 7.2, "commercial_workflow_potential": 10.0, "setup_ease": 8.8 }, "tier": "Gold", "verdict": "try_now", "risk": "low", "verification_stage": "bounded_workflow_tested", "pricing_fingerprint": null, "pricing_summary": null, "pricing_facts": [], "pricing_checked_at": null, "pricing_stale": null, "version": "v2.12.0", "last_release_at": "2026-07-17T02:37:27Z", "last_release_url": "https://github.com/pydantic/pydantic-ai/releases/tag/v2.12.0", "maintenance_status": "active", "integration_fingerprint": null, "integration_count": 0, "integrations": [], "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_057268a0e32dec47b969573f", "version": "obs_1a10012e50b3d028b65d5caf", "last_release_at": "obs_d19363f291bfdc227b1e2975", "last_release_url": "obs_979a6956a8f2f0e65cbb06e8", "pushed_at": "obs_3e353520bd9ee2e116675480", "archived": "obs_3559509d431c2acd7e453f42", "default_branch": "obs_f3dfab3e90a207d6e81bccdb", "default_branch_updated_at": "obs_bffccd6f39cce1f3c358bf2d", "maintenance_status": "obs_6185b2b3170d63a6b10fe98a", "momentum": "obs_64685b2536ed2c3c29e3363c", "repository_topics": "obs_17265facbb79777e6b6b2801", "integrations": "obs_232ee39773e23fe238355914", "integration_fingerprint": "obs_8942bc83b0da3aef4ec5942d", "deployment_models": "obs_7a7c797153f771f23b06acb8", "extensibility": "obs_8b383092e8422dea186e0314" }, "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:pydantic/pydantic-ai", "score": 8.7, "popularity": 9.0, "stars": 18616, "momentum": 9.0, "score_components": { "usefulness": 9.0, "novelty": 8.0, "momentum": 9.0, "maturity": 6.9, "open_source_build_quality": 8.4, "evidence": 7.2, "commercial_workflow_potential": 10.0, "setup_ease": 8.8 }, "tier": "Gold", "verdict": "try_now", "risk": "low", "verification_stage": "bounded_workflow_tested", "pricing_fingerprint": null, "pricing_summary": null, "pricing_facts": [], "pricing_checked_at": null, "pricing_stale": null, "version": "v2.12.0", "last_release_at": "2026-07-17T02:37:27Z", "last_release_url": "https://github.com/pydantic/pydantic-ai/releases/tag/v2.12.0", "maintenance_status": "active", "integration_fingerprint": null, "integration_count": 0, "integrations": [], "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_057268a0e32dec47b969573f", "version": "obs_1a10012e50b3d028b65d5caf", "last_release_at": "obs_d19363f291bfdc227b1e2975", "last_release_url": "obs_979a6956a8f2f0e65cbb06e8", "pushed_at": "obs_3e353520bd9ee2e116675480", "archived": "obs_3559509d431c2acd7e453f42", "default_branch": "obs_f3dfab3e90a207d6e81bccdb", "default_branch_updated_at": "obs_bffccd6f39cce1f3c358bf2d", "maintenance_status": "obs_6185b2b3170d63a6b10fe98a", "momentum": "obs_64685b2536ed2c3c29e3363c", "repository_topics": "obs_17265facbb79777e6b6b2801", "integrations": "obs_232ee39773e23fe238355914", "integration_fingerprint": "obs_8942bc83b0da3aef4ec5942d", "deployment_models": "obs_7a7c797153f771f23b06acb8", "extensibility": "obs_8b383092e8422dea186e0314" }, "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:pydantic/pydantic-ai", "score": 8.7, "popularity": 9.0, "stars": 18616, "momentum": 9.0, "score_components": { "usefulness": 9.0, "novelty": 8.0, "momentum": 9.0, "maturity": 6.9, "open_source_build_quality": 8.4, "evidence": 7.2, "commercial_workflow_potential": 10.0, "setup_ease": 8.8 }, "tier": "Gold", "verdict": "try_now", "risk": "low", "verification_stage": "bounded_workflow_tested", "pricing_fingerprint": null, "pricing_summary": null, "pricing_facts": [], "pricing_checked_at": null, "pricing_stale": null, "version": "v2.12.0", "last_release_at": "2026-07-17T02:37:27Z", "last_release_url": "https://github.com/pydantic/pydantic-ai/releases/tag/v2.12.0", "maintenance_status": "active", "integration_fingerprint": null, "integration_count": 0, "integrations": [], "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_057268a0e32dec47b969573f", "version": "obs_1a10012e50b3d028b65d5caf", "last_release_at": "obs_d19363f291bfdc227b1e2975", "last_release_url": "obs_979a6956a8f2f0e65cbb06e8", "pushed_at": "obs_3e353520bd9ee2e116675480", "archived": "obs_3559509d431c2acd7e453f42", "default_branch": "obs_f3dfab3e90a207d6e81bccdb", "default_branch_updated_at": "obs_bffccd6f39cce1f3c358bf2d", "maintenance_status": "obs_6185b2b3170d63a6b10fe98a", "momentum": "obs_64685b2536ed2c3c29e3363c", "repository_topics": "obs_17265facbb79777e6b6b2801", "integrations": "obs_232ee39773e23fe238355914", "integration_fingerprint": "obs_8942bc83b0da3aef4ec5942d", "deployment_models": "obs_7a7c797153f771f23b06acb8", "extensibility": "obs_8b383092e8422dea186e0314" }, "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:pydantic/pydantic-ai", "score": 8.7, "popularity": 9.0, "stars": 18857, "momentum": 9.0, "score_components": { "usefulness": 9.0, "novelty": 8.0, "momentum": 9.0, "maturity": 6.9, "open_source_build_quality": 8.4, "evidence": 7.2, "commercial_workflow_potential": 10.0, "setup_ease": 8.8 }, "tier": "Gold", "verdict": "try_now", "risk": "low", "verification_stage": "bounded_workflow_tested", "pricing_fingerprint": null, "pricing_summary": null, "pricing_facts": [], "pricing_checked_at": null, "pricing_stale": null, "version": "v2.19.0", "last_release_at": "2026-07-28T03:27:21Z", "last_release_url": "https://github.com/pydantic/pydantic-ai/releases/tag/v2.19.0", "maintenance_status": "active", "integration_fingerprint": null, "integration_count": 0, "integrations": [], "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_764b976472841147773c64fb", "version": "obs_8f0cda55e7fdbded1795c452", "last_release_at": "obs_71abc3965fa4389663267c62", "last_release_url": "obs_bf40b8a17e6904fc35fb2b7a", "pushed_at": "obs_47a77bbc05379f042c10f87d", "archived": "obs_15be6efd0fbbd11102ca3219", "default_branch": "obs_b7b94a90aab2049677db6a62", "default_branch_updated_at": "obs_2839a77ea6c4308d4da3187b", "maintenance_status": "obs_6f116a8922d5cfd1787e5dd8", "momentum": "obs_c2c7f1a0803c15d97f6d7e44", "repository_topics": "obs_e5f5052bb8aa788ffd0bba61", "integrations": "obs_8370326544f7074e923cbdcb", "integration_fingerprint": "obs_d2652e106f80175c04c644ef", "deployment_models": "obs_7bfae1b32784b1a4d2fc72d9", "extensibility": "obs_1aacad6014b177f0efc852fc" }, "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:pydantic/pydantic-ai", "score": 8.7, "popularity": 9.0, "stars": 18876, "momentum": 9.6, "score_components": { "usefulness": 9.0, "novelty": 8.0, "momentum": 9.0, "maturity": 6.9, "open_source_build_quality": 8.4, "evidence": 7.2, "commercial_workflow_potential": 10.0, "setup_ease": 8.8 }, "tier": "Gold", "verdict": "try_now", "risk": "low", "verification_stage": "bounded_workflow_tested", "pricing_fingerprint": null, "pricing_summary": null, "pricing_facts": [], "pricing_checked_at": null, "pricing_stale": null, "version": "v2.20.0", "last_release_at": "2026-07-29T03:26:46Z", "last_release_url": "https://github.com/pydantic/pydantic-ai/releases/tag/v2.20.0", "maintenance_status": "active", "integration_fingerprint": null, "integration_count": 0, "integrations": [], "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_c37bf17b0139eff457d5780d", "version": "obs_5f5334be5eb14185cb7e94d3", "last_release_at": "obs_894f74570694de1219ab1cf6", "last_release_url": "obs_6b64f0b4763a91672ea4688e", "pushed_at": "obs_a569ff98f0206a8401765ffb", "archived": "obs_3a8f4163e189ed68dc59666b", "default_branch": "obs_d1a2caf35e03412277513f37", "default_branch_updated_at": "obs_8c27846fcca49ca0ecadb7ee", "maintenance_status": "obs_289a69e2ffed7e55155075b1", "momentum": "obs_4a60a25847851dc87071120d", "repository_topics": "obs_008bfcd580360fa092c88c33", "integrations": "obs_9138a7bebeaa7e2a9cf83015", "integration_fingerprint": "obs_5bbbe60f9e83fce82c89ca0a", "deployment_models": "obs_f1b256904cd242c0d8f65cd2", "extensibility": "obs_2448983c31b426e97cfb0070" }, "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:pydantic/pydantic-ai", "score": 8.7, "popularity": 9.0, "stars": null, "momentum": 9.0, "score_components": { "usefulness": 9.0, "novelty": 8.0, "momentum": 9.0, "maturity": 6.9, "open_source_build_quality": 8.4, "evidence": 7.2, "commercial_workflow_potential": 10.0, "setup_ease": 8.8 }, "tier": "Gold", "verdict": "try_now", "risk": "low", "verification_stage": "bounded_workflow_tested", "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:pydantic/pydantic-ai", "score": 8.7, "popularity": 9.0, "stars": null, "momentum": 9.0, "score_components": { "usefulness": 9.0, "novelty": 8.0, "momentum": 9.0, "maturity": 6.9, "open_source_build_quality": 8.4, "evidence": 7.2, "commercial_workflow_potential": 10.0, "setup_ease": 8.8 }, "tier": "Gold", "verdict": "try_now", "risk": "low", "verification_stage": "bounded_workflow_tested", "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:pydantic/pydantic-ai", "score": 8.7, "popularity": 9.0, "stars": 18939, "momentum": 9.0, "score_components": { "usefulness": 9.0, "novelty": 8.0, "momentum": 9.0, "maturity": 6.9, "open_source_build_quality": 8.4, "evidence": 7.2, "commercial_workflow_potential": 10.0, "setup_ease": 8.8 }, "tier": "Gold", "verdict": "try_now", "risk": "low", "verification_stage": "bounded_workflow_tested", "pricing_fingerprint": null, "pricing_summary": null, "pricing_facts": [], "pricing_checked_at": null, "pricing_stale": null, "version": "v2.22.0", "last_release_at": "2026-08-01T02:27:46Z", "last_release_url": "https://github.com/pydantic/pydantic-ai/releases/tag/v2.22.0", "maintenance_status": "active", "integration_fingerprint": null, "integration_count": 0, "integrations": [], "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_296e0c7cd1503b9adca15a62", "version": "obs_a65df2d5143b823dfb2c8f96", "last_release_at": "obs_919cf392bc1282974ba2343d", "last_release_url": "obs_41a0b77dacbea69de1fb6caa", "pushed_at": "obs_e80890ba2bee9a0c0a3684d0", "archived": "obs_24edbcfc0ef2ed6cb08096f6", "default_branch": "obs_df29671e398ff6a5915ef8b4", "default_branch_updated_at": "obs_f46338b48ca1aa8d45fac3fc", "maintenance_status": "obs_824e29837be666d885e97148", "momentum": "obs_2b705851dc64ac8742645ef9", "repository_topics": "obs_e67d2045b23475155e441cb1", "integrations": "obs_fb6199412da3ae6a4dc7a084", "integration_fingerprint": "obs_57f24b83887e05e0619d7b24", "deployment_models": "obs_85664138ed2ec3eaf9e534d7", "extensibility": "obs_06bf8c49871a69255d7e4e49" }, "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:pydantic/pydantic-ai", "score": 8.7, "popularity": 9.0, "stars": 18979, "momentum": 9.6, "score_components": { "usefulness": 9.0, "novelty": 8.0, "momentum": 9.0, "maturity": 6.9, "open_source_build_quality": 8.4, "evidence": 7.2, "commercial_workflow_potential": 10.0, "setup_ease": 8.8 }, "tier": "Gold", "verdict": "try_now", "risk": "low", "verification_stage": "bounded_workflow_tested", "pricing_fingerprint": null, "pricing_summary": null, "pricing_facts": [], "pricing_checked_at": null, "pricing_stale": null, "version": "v2.22.0", "last_release_at": "2026-08-01T02:27:46Z", "last_release_url": "https://github.com/pydantic/pydantic-ai/releases/tag/v2.22.0", "maintenance_status": "active", "integration_fingerprint": null, "integration_count": 0, "integrations": [], "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_adc3433edddd01fe4bf8d292", "version": "obs_0bf46df4013b251e9ed8744a", "last_release_at": "obs_c016cd0dd445fe1ed129c458", "last_release_url": "obs_aa7e834854d213c527b7fd63", "pushed_at": "obs_d2a6bfb015bdc32dd4f46a43", "archived": "obs_5ccffb8d4b4b173710b159e3", "default_branch": "obs_3c642df78686347aca753b55", "default_branch_updated_at": "obs_d4323d3e8cca88f1920dddba", "maintenance_status": "obs_dd8910df3ed99eefb7c885a2", "momentum": "obs_6057dd736ffe444cd4b7d453", "repository_topics": "obs_4c22e53e2169c84a302ecf35", "integrations": "obs_fff401d56c1596f9e71fac4b", "integration_fingerprint": "obs_c203d9bad60f3ce9a176842b", "deployment_models": "obs_7ae99b30fcd6bf1e1a4c73ca", "extensibility": "obs_f08bfc558dc546c6ff9bc1f4" }, "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:pydantic/pydantic-ai", "score": 8.7, "popularity": 9.0, "stars": 19021, "momentum": 9.6, "score_components": { "usefulness": 9.0, "novelty": 8.0, "momentum": 9.0, "maturity": 6.9, "open_source_build_quality": 8.4, "evidence": 7.2, "commercial_workflow_potential": 10.0, "setup_ease": 8.8 }, "tier": "Gold", "verdict": "try_now", "risk": "low", "verification_stage": "bounded_workflow_tested", "pricing_fingerprint": null, "pricing_summary": null, "pricing_facts": [], "pricing_checked_at": null, "pricing_stale": null, "version": "v2.22.0", "last_release_at": "2026-08-01T02:27:46Z", "last_release_url": "https://github.com/pydantic/pydantic-ai/releases/tag/v2.22.0", "maintenance_status": "active", "integration_fingerprint": null, "integration_count": 0, "integrations": [], "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_309022c55e1d3cf624aac7ff", "version": "obs_004482bd2232b779bb19095a", "last_release_at": "obs_819e68a19e028cbce321c0cd", "last_release_url": "obs_7b271654c0b3c102ecef29d6", "pushed_at": "obs_e16cc3815a23c6b866f69c7c", "archived": "obs_e2b7a4c93233011db4155b48", "default_branch": "obs_2d2b4e3cd3ac1eb31b948263", "default_branch_updated_at": "obs_1e63d86591789a7987d86bee", "maintenance_status": "obs_21bc804c914b6c6294312c18", "momentum": "obs_d49993b9f90ab0cf61b01eaa", "repository_topics": "obs_a238bb375ff1b7495e63dcec", "integrations": "obs_6a7c7b07790d27ddf0a452dc", "integration_fingerprint": "obs_97710dc37e90af093793b2b7", "deployment_models": "obs_4ae7ddd0e37f96a5de41ee85", "extensibility": "obs_2c8bed6e0247b8d7e9f4b1dc" }, "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:pydantic/pydantic-ai", "score": 8.7, "popularity": 9.0, "stars": 19021, "momentum": 9.6, "score_components": { "usefulness": 9.0, "novelty": 8.0, "momentum": 9.0, "maturity": 6.9, "open_source_build_quality": 8.4, "evidence": 7.2, "commercial_workflow_potential": 10.0, "setup_ease": 8.8 }, "tier": "Gold", "verdict": "try_now", "risk": "low", "verification_stage": "bounded_workflow_tested", "pricing_fingerprint": null, "pricing_summary": null, "pricing_facts": [], "pricing_checked_at": null, "pricing_stale": null, "version": "v2.22.0", "last_release_at": "2026-08-01T02:27:46Z", "last_release_url": "https://github.com/pydantic/pydantic-ai/releases/tag/v2.22.0", "maintenance_status": "active", "integration_fingerprint": null, "integration_count": 0, "integrations": [], "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_309022c55e1d3cf624aac7ff", "version": "obs_004482bd2232b779bb19095a", "last_release_at": "obs_819e68a19e028cbce321c0cd", "last_release_url": "obs_7b271654c0b3c102ecef29d6", "pushed_at": "obs_e16cc3815a23c6b866f69c7c", "archived": "obs_e2b7a4c93233011db4155b48", "default_branch": "obs_2d2b4e3cd3ac1eb31b948263", "default_branch_updated_at": "obs_1e63d86591789a7987d86bee", "maintenance_status": "obs_21bc804c914b6c6294312c18", "momentum": "obs_d49993b9f90ab0cf61b01eaa", "repository_topics": "obs_a238bb375ff1b7495e63dcec", "integrations": "obs_6a7c7b07790d27ddf0a452dc", "integration_fingerprint": "obs_97710dc37e90af093793b2b7", "deployment_models": "obs_4ae7ddd0e37f96a5de41ee85", "extensibility": "obs_2c8bed6e0247b8d7e9f4b1dc" }, "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:pydantic/pydantic-ai", "score": 8.7, "popularity": 9.0, "stars": null, "momentum": 9.0, "score_components": { "usefulness": 9.0, "novelty": 8.0, "momentum": 9.0, "maturity": 6.9, "open_source_build_quality": 8.4, "evidence": 7.2, "commercial_workflow_potential": 10.0, "setup_ease": 8.8 }, "tier": "Gold", "verdict": "try_now", "risk": "low", "verification_stage": "bounded_workflow_tested", "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:pydantic/pydantic-ai", "score": 8.7, "popularity": 9.0, "stars": null, "momentum": 9.0, "score_components": { "usefulness": 9.0, "novelty": 8.0, "momentum": 9.0, "maturity": 6.9, "open_source_build_quality": 8.4, "evidence": 7.2, "commercial_workflow_potential": 10.0, "setup_ease": 8.8 }, "tier": "Gold", "verdict": "try_now", "risk": "low", "verification_stage": "bounded_workflow_tested", "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:pydantic/pydantic-ai", "score": 8.7, "popularity": 9.0, "stars": 19021, "momentum": 9.6, "score_components": { "usefulness": 9.0, "novelty": 8.0, "momentum": 9.0, "maturity": 6.9, "open_source_build_quality": 8.4, "evidence": 7.2, "commercial_workflow_potential": 10.0, "setup_ease": 8.8 }, "tier": "Gold", "verdict": "try_now", "risk": "low", "verification_stage": "bounded_workflow_tested", "pricing_fingerprint": null, "pricing_summary": null, "pricing_facts": [], "pricing_checked_at": null, "pricing_stale": null, "version": "v2.22.0", "last_release_at": "2026-08-01T02:27:46Z", "last_release_url": "https://github.com/pydantic/pydantic-ai/releases/tag/v2.22.0", "maintenance_status": "active", "integration_fingerprint": null, "integration_count": 0, "integrations": [], "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_309022c55e1d3cf624aac7ff", "version": "obs_004482bd2232b779bb19095a", "last_release_at": "obs_819e68a19e028cbce321c0cd", "last_release_url": "obs_7b271654c0b3c102ecef29d6", "pushed_at": "obs_e16cc3815a23c6b866f69c7c", "archived": "obs_e2b7a4c93233011db4155b48", "default_branch": "obs_2d2b4e3cd3ac1eb31b948263", "default_branch_updated_at": "obs_1e63d86591789a7987d86bee", "maintenance_status": "obs_21bc804c914b6c6294312c18", "momentum": "obs_d49993b9f90ab0cf61b01eaa", "repository_topics": "obs_a238bb375ff1b7495e63dcec", "integrations": "obs_6a7c7b07790d27ddf0a452dc", "integration_fingerprint": "obs_97710dc37e90af093793b2b7", "deployment_models": "obs_4ae7ddd0e37f96a5de41ee85", "extensibility": "obs_2c8bed6e0247b8d7e9f4b1dc" }, "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:pydantic/pydantic-ai", "score": 8.7, "popularity": 9.0, "stars": 19139, "momentum": 9.6, "score_components": { "usefulness": 9.0, "novelty": 8.0, "momentum": 9.0, "maturity": 6.9, "open_source_build_quality": 8.4, "evidence": 7.2, "commercial_workflow_potential": 10.0, "setup_ease": 8.8 }, "tier": "Gold", "verdict": "try_now", "risk": "low", "verification_stage": "bounded_workflow_tested", "pricing_fingerprint": null, "pricing_summary": null, "pricing_facts": [], "pricing_checked_at": null, "pricing_stale": null, "version": "v1.107.2", "last_release_at": "2026-08-08T03:16:08Z", "last_release_url": "https://github.com/pydantic/pydantic-ai/releases/tag/v1.107.2", "maintenance_status": "active", "integration_fingerprint": null, "integration_count": 0, "integrations": [], "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_e6c4b342105adab97e4baa96", "version": "obs_94bac85f18545e4f601e5dc8", "last_release_at": "obs_0bb1b24cb928ccf9d45c181b", "last_release_url": "obs_4b528d7fbc81834b48d4fa1f", "pushed_at": "obs_c7a7077c000688b1d0d5bbf5", "archived": "obs_4216524c4e11b3ff6f4d0444", "default_branch": "obs_f8cac022e86449aadc002eee", "default_branch_updated_at": "obs_9adeaaf2f0f0a1c9b4883cf8", "maintenance_status": "obs_d84c1a1d87cffc7b65fcf889", "momentum": "obs_c0ce543c708771979f1bd460", "repository_topics": "obs_f9263429db2a3aa62377065d", "integrations": "obs_3ca21fd04b4c330037d9715b", "integration_fingerprint": "obs_973c54ee87e11dc1cf657f97", "deployment_models": "obs_31eb48d7fdc36a504e6337d5", "extensibility": "obs_5220287d26cd744db858ae39" }, "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:pydantic/pydantic-ai", "score": 8.7, "popularity": 9.0, "stars": 19158, "momentum": 9.6, "score_components": { "usefulness": 9.0, "novelty": 8.0, "momentum": 9.0, "maturity": 6.9, "open_source_build_quality": 8.4, "evidence": 7.2, "commercial_workflow_potential": 10.0, "setup_ease": 8.8 }, "tier": "Gold", "verdict": "try_now", "risk": "low", "verification_stage": "bounded_workflow_tested", "pricing_fingerprint": null, "pricing_summary": null, "pricing_facts": [], "pricing_checked_at": null, "pricing_stale": null, "version": "v1.107.2", "last_release_at": "2026-08-08T03:16:08Z", "last_release_url": "https://github.com/pydantic/pydantic-ai/releases/tag/v1.107.2", "maintenance_status": "active", "integration_fingerprint": null, "integration_count": 0, "integrations": [], "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_7405f5433efe389e7cb86a42", "version": "obs_cd55840b4a30f8d4b64d0325", "last_release_at": "obs_662147b9bde64acc26ce9cdc", "last_release_url": "obs_0a012ecab2c3a29bccb5b17c", "pushed_at": "obs_35b3199ab949c501c7814283", "archived": "obs_f23beccb38f10e3268b259ed", "default_branch": "obs_add4c2975cda050775e719cb", "default_branch_updated_at": "obs_f665b5930324dedcf480d63c", "maintenance_status": "obs_5ca830738328aa78dd07b068", "momentum": "obs_6a60b5acd0e46a7af4c537ce", "repository_topics": "obs_899ef1858fdfdd3c2d128d70", "integrations": "obs_3ef85856d60fc52993aee312", "integration_fingerprint": "obs_0cf02b85d332582ad2fc2089", "deployment_models": "obs_c89ea4abd4346d7efcbf76d4", "extensibility": "obs_75b5cc856c6a649329f40d6a" }, "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:pydantic/pydantic-ai", "score": 8.7, "popularity": 9.0, "stars": 19187, "momentum": 9.6, "score_components": { "usefulness": 9.0, "novelty": 8.0, "momentum": 9.0, "maturity": 6.9, "open_source_build_quality": 8.4, "evidence": 7.2, "commercial_workflow_potential": 10.0, "setup_ease": 8.8 }, "tier": "Gold", "verdict": "try_now", "risk": "low", "verification_stage": "bounded_workflow_tested", "pricing_fingerprint": null, "pricing_summary": null, "pricing_facts": [], "pricing_checked_at": null, "pricing_stale": null, "version": "v1.107.2", "last_release_at": "2026-08-08T03:16:08Z", "last_release_url": "https://github.com/pydantic/pydantic-ai/releases/tag/v1.107.2", "maintenance_status": "active", "integration_fingerprint": null, "integration_count": 0, "integrations": [], "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_c278e7218ec4b5cccde09d9b", "version": "obs_bb44b9bfb1dd7076dcb2daf5", "last_release_at": "obs_d2f0a07206b621758720bfa7", "last_release_url": "obs_20e31a5407e23afef88e6875", "pushed_at": "obs_aabe59414ef7af2801ee2428", "archived": "obs_6d2262032c241abc1641c046", "default_branch": "obs_3087e0b385ca3d2681232c9d", "default_branch_updated_at": "obs_4f49e5c4066119cee45b8c70", "maintenance_status": "obs_116699b8830a8b0eeeba5fe8", "momentum": "obs_443970fed6edd5d217807fe6", "repository_topics": "obs_14cc0abf79c70c542f924575", "integrations": "obs_7e73803b83374059b10cbe8b", "integration_fingerprint": "obs_fd1600bc26d380c02a122e52", "deployment_models": "obs_813b40a6dac8475fa3f957b3", "extensibility": "obs_95dfc2df2c81b350b0d60f1f" }, "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:pydantic/pydantic-ai", "score": 8.7, "popularity": 9.0, "stars": 19219, "momentum": 9.6, "score_components": { "usefulness": 9.0, "novelty": 8.0, "momentum": 9.0, "maturity": 6.9, "open_source_build_quality": 8.4, "evidence": 7.2, "commercial_workflow_potential": 10.0, "setup_ease": 8.8 }, "tier": "Gold", "verdict": "try_now", "risk": "low", "verification_stage": "bounded_workflow_tested", "pricing_fingerprint": null, "pricing_summary": null, "pricing_facts": [], "pricing_checked_at": null, "pricing_stale": null, "version": "v2.27.1", "last_release_at": "2026-08-11T02:41:56Z", "last_release_url": "https://github.com/pydantic/pydantic-ai/releases/tag/v2.27.1", "maintenance_status": "active", "integration_fingerprint": null, "integration_count": 0, "integrations": [], "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_cddb9737e2ca5324c6b21f76", "version": "obs_59fc04053ed10b9e846cbd52", "last_release_at": "obs_55c62e8e9988dc665c20a196", "last_release_url": "obs_75e67e7f7e849a47bc640e0d", "pushed_at": "obs_49aef03476f8ba9f686b6e65", "archived": "obs_49a6a2b465f9bf4a182bb931", "default_branch": "obs_73215220ffe6ef5b2a984b11", "default_branch_updated_at": "obs_d01ae8e5014451e99e9e1acc", "maintenance_status": "obs_030c9338219c3fd81a246866", "momentum": "obs_e2614c096fae4236beec2ff1", "repository_topics": "obs_fcdb8a958ab5f283d3f5a319", "integrations": "obs_abe493aa558704704332b014", "integration_fingerprint": "obs_e6e13842bd2a3abd796f8ff8", "deployment_models": "obs_37f5c23e8eae40186bd4c47a", "extensibility": "obs_fbe0868357776b4dbb94077a" }, "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:pydantic/pydantic-ai", "score": 8.7, "popularity": 9.0, "stars": 19247, "momentum": 9.6, "score_components": { "usefulness": 9.0, "novelty": 8.0, "momentum": 9.0, "maturity": 6.9, "open_source_build_quality": 8.4, "evidence": 7.2, "commercial_workflow_potential": 10.0, "setup_ease": 8.8 }, "tier": "Gold", "verdict": "try_now", "risk": "low", "verification_stage": "bounded_workflow_tested", "pricing_fingerprint": null, "pricing_summary": null, "pricing_facts": [], "pricing_checked_at": null, "pricing_stale": null, "version": "v1.107.4", "last_release_at": "2026-08-12T03:39:33Z", "last_release_url": "https://github.com/pydantic/pydantic-ai/releases/tag/v1.107.4", "maintenance_status": "active", "integration_fingerprint": null, "integration_count": 0, "integrations": [], "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_8c85ede4c72ac09d0f6cc244", "version": "obs_a92e8d73707df3acc48ead04", "last_release_at": "obs_3e4e1d8aff537c840c1241e7", "last_release_url": "obs_3a18e73396c9c65a6635905e", "pushed_at": "obs_619092eec0a4e3e9e9ebe320", "archived": "obs_ed40963e23928fbf35eec0d7", "default_branch": "obs_8f8cc152bae0b0f628a1a397", "default_branch_updated_at": "obs_90374bb12a2caf44c36fd492", "maintenance_status": "obs_005943908ee2258c565f7621", "momentum": "obs_3c3a42461d45fe90738418a7", "repository_topics": "obs_530685a56ffd5db51aa348c6", "integrations": "obs_0018ff2c2c866b6dd3b72327", "integration_fingerprint": "obs_162fc85a78e3da56734ebcd0", "deployment_models": "obs_d74f2d8ec4fb63c931cfb07d", "extensibility": "obs_dcdc28fec6ab792a25578450" }, "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:pydantic/pydantic-ai", "score": 8.7, "popularity": 9.0, "stars": 19273, "momentum": 9.6, "score_components": { "usefulness": 9.0, "novelty": 8.0, "momentum": 9.0, "maturity": 6.9, "open_source_build_quality": 8.4, "evidence": 7.2, "commercial_workflow_potential": 10.0, "setup_ease": 8.8 }, "tier": "Gold", "verdict": "try_now", "risk": "low", "verification_stage": "bounded_workflow_tested", "pricing_fingerprint": null, "pricing_summary": null, "pricing_facts": [], "pricing_checked_at": null, "pricing_stale": null, "version": "v2.29.0", "last_release_at": "2026-08-13T04:02:53Z", "last_release_url": "https://github.com/pydantic/pydantic-ai/releases/tag/v2.29.0", "maintenance_status": "active", "integration_fingerprint": null, "integration_count": 0, "integrations": [], "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_6f859e666d5ec48b367e23cb", "version": "obs_99e043c7ecb18efc3f07fb38", "last_release_at": "obs_4d716ec44b2a844b84b02544", "last_release_url": "obs_0ed315137d17f43a0dfd4f0c", "pushed_at": "obs_c9566e19326fa8e48d59370f", "archived": "obs_2efc60e9e3259e0aa8e40811", "default_branch": "obs_5f1d393143b705ab4f419bcd", "default_branch_updated_at": "obs_82e1a83c3bac2a13ecb7353f", "maintenance_status": "obs_5f0f090008b4db520b49005b", "momentum": "obs_912c59a3927cd4567de90163", "repository_topics": "obs_dee308e2012ac038e726eab0", "integrations": "obs_f1ccd153c504bbd1a57e395b", "integration_fingerprint": "obs_c398d75a55512b1ba87a50c1", "deployment_models": "obs_7a81b42f4df0efcc39830a48", "extensibility": "obs_e53ae39f1982f5a9feb6d5fb" }, "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_a1f482aebe774a466a4f", "entity_id": "gh:pydantic/pydantic-ai", "item_url": "/item/pydantic-pydantic-ai/", "title": "pydantic/pydantic-ai", "category": "other", "kind": "version_changed", "occurred_at": "2026-08-13T19:31:03.163686Z", "before": "v1.107.4", "after": "v2.29.0", "explanation": "Version changed: v1.107.4 → v2.29.0.", "explanation_scope": "catalog_snapshot_delta", "evidence_refs": {}, "tier": "Gold", "risk": "low", "verdict": "try_now", "score": 8.7, "entity_kind": "open_source", "verification_stage": "bounded_workflow_tested", "type": "Agent Framework", "section": "AI Agents / Orchestration", "local_ai": false, "local_model_compatible": false, "discovery_topic": "agent_framework", "discovery_topic_status": "unreviewed", "setup_ease": 8.8, "best_for": [ "AI engineers who want a type-safe, model-agnostic Python agent framework with first-class structured outputs", "backend developers building production LLM services who already trust Pydantic for the rest of the stack" ], "risk_categories": [], "search_text": "pydantic/pydantic-ai pydantic open_source other gold low try_now ai engineers who want a type-safe, model-agnostic python agent framework with first-class structured outputs backend developers building production llm services who already trust pydantic for the rest of the stack", "material_mover": false }, { "id": "evt_3d2576949511b1198eba", "entity_id": "gh:pydantic/pydantic-ai", "item_url": "/item/pydantic-pydantic-ai/", "title": "pydantic/pydantic-ai", "category": "other", "kind": "stars_changed", "occurred_at": "2026-08-13T19:31:03.163686Z", "before": 19247, "after": 19273, "explanation": "Stars changed: 19247 → 19273.", "explanation_scope": "catalog_snapshot_delta", "evidence_refs": {}, "tier": "Gold", "risk": "low", "verdict": "try_now", "score": 8.7, "entity_kind": "open_source", "verification_stage": "bounded_workflow_tested", "type": "Agent Framework", "section": "AI Agents / Orchestration", "local_ai": false, "local_model_compatible": false, "discovery_topic": "agent_framework", "discovery_topic_status": "unreviewed", "setup_ease": 8.8, "best_for": [ "AI engineers who want a type-safe, model-agnostic Python agent framework with first-class structured outputs", "backend developers building production LLM services who already trust Pydantic for the rest of the stack" ], "risk_categories": [], "search_text": "pydantic/pydantic-ai pydantic open_source other gold low try_now ai engineers who want a type-safe, model-agnostic python agent framework with first-class structured outputs backend developers building production llm services who already trust pydantic for the rest of the stack", "material_mover": false }, { "id": "evt_ac17835ad44b32614a1d", "entity_id": "gh:pydantic/pydantic-ai", "item_url": "/item/pydantic-pydantic-ai/", "title": "pydantic/pydantic-ai", "category": "other", "kind": "stars_changed", "occurred_at": "2026-08-12T17:38:47.185822Z", "before": 19219, "after": 19247, "explanation": "Stars changed: 19219 → 19247.", "explanation_scope": "catalog_snapshot_delta", "evidence_refs": {}, "tier": "Gold", "risk": "low", "verdict": "try_now", "score": 8.7, "entity_kind": "open_source", "verification_stage": "bounded_workflow_tested", "type": "Agent Framework", "section": "AI Agents / Orchestration", "local_ai": false, "local_model_compatible": false, "discovery_topic": "agent_framework", "discovery_topic_status": "unreviewed", "setup_ease": 8.8, "best_for": [ "AI engineers who want a type-safe, model-agnostic Python agent framework with first-class structured outputs", "backend developers building production LLM services who already trust Pydantic for the rest of the stack" ], "risk_categories": [], "search_text": "pydantic/pydantic-ai pydantic open_source other gold low try_now ai engineers who want a type-safe, model-agnostic python agent framework with first-class structured outputs backend developers building production llm services who already trust pydantic for the rest of the stack", "material_mover": false }, { "id": "evt_0df927f043fa37fe28a0", "entity_id": "gh:pydantic/pydantic-ai", "item_url": "/item/pydantic-pydantic-ai/", "title": "pydantic/pydantic-ai", "category": "other", "kind": "version_changed", "occurred_at": "2026-08-12T17:38:47.185822Z", "before": "v2.27.1", "after": "v1.107.4", "explanation": "Version changed: v2.27.1 → v1.107.4.", "explanation_scope": "catalog_snapshot_delta", "evidence_refs": {}, "tier": "Gold", "risk": "low", "verdict": "try_now", "score": 8.7, "entity_kind": "open_source", "verification_stage": "bounded_workflow_tested", "type": "Agent Framework", "section": "AI Agents / Orchestration", "local_ai": false, "local_model_compatible": false, "discovery_topic": "agent_framework", "discovery_topic_status": "unreviewed", "setup_ease": 8.8, "best_for": [ "AI engineers who want a type-safe, model-agnostic Python agent framework with first-class structured outputs", "backend developers building production LLM services who already trust Pydantic for the rest of the stack" ], "risk_categories": [], "search_text": "pydantic/pydantic-ai pydantic open_source other gold low try_now ai engineers who want a type-safe, model-agnostic python agent framework with first-class structured outputs backend developers building production llm services who already trust pydantic for the rest of the stack", "material_mover": false }, { "id": "evt_ffdb2db7dd8d4a0106b6", "entity_id": "gh:pydantic/pydantic-ai", "item_url": "/item/pydantic-pydantic-ai/", "title": "pydantic/pydantic-ai", "category": "other", "kind": "stars_changed", "occurred_at": "2026-08-11T10:17:40.749121Z", "before": 19187, "after": 19219, "explanation": "Stars changed: 19187 → 19219.", "explanation_scope": "catalog_snapshot_delta", "evidence_refs": {}, "tier": "Gold", "risk": "low", "verdict": "try_now", "score": 8.7, "entity_kind": "open_source", "verification_stage": "bounded_workflow_tested", "type": "Agent Framework", "section": "AI Agents / Orchestration", "local_ai": false, "local_model_compatible": false, "discovery_topic": "agent_framework", "discovery_topic_status": "unreviewed", "setup_ease": 8.8, "best_for": [ "AI engineers who want a type-safe, model-agnostic Python agent framework with first-class structured outputs", "backend developers building production LLM services who already trust Pydantic for the rest of the stack" ], "risk_categories": [], "search_text": "pydantic/pydantic-ai pydantic open_source other gold low try_now ai engineers who want a type-safe, model-agnostic python agent framework with first-class structured outputs backend developers building production llm services who already trust pydantic for the rest of the stack", "material_mover": false }, { "id": "evt_78c07528286a704c302f", "entity_id": "gh:pydantic/pydantic-ai", "item_url": "/item/pydantic-pydantic-ai/", "title": "pydantic/pydantic-ai", "category": "other", "kind": "version_changed", "occurred_at": "2026-08-11T10:17:40.749121Z", "before": "v1.107.2", "after": "v2.27.1", "explanation": "Version changed: v1.107.2 → v2.27.1.", "explanation_scope": "catalog_snapshot_delta", "evidence_refs": {}, "tier": "Gold", "risk": "low", "verdict": "try_now", "score": 8.7, "entity_kind": "open_source", "verification_stage": "bounded_workflow_tested", "type": "Agent Framework", "section": "AI Agents / Orchestration", "local_ai": false, "local_model_compatible": false, "discovery_topic": "agent_framework", "discovery_topic_status": "unreviewed", "setup_ease": 8.8, "best_for": [ "AI engineers who want a type-safe, model-agnostic Python agent framework with first-class structured outputs", "backend developers building production LLM services who already trust Pydantic for the rest of the stack" ], "risk_categories": [], "search_text": "pydantic/pydantic-ai pydantic open_source other gold low try_now ai engineers who want a type-safe, model-agnostic python agent framework with first-class structured outputs backend developers building production llm services who already trust pydantic for the rest of the stack", "material_mover": false }, { "id": "evt_c8e2c1a09bfbce4dcfd0", "entity_id": "gh:pydantic/pydantic-ai", "item_url": "/item/pydantic-pydantic-ai/", "title": "pydantic/pydantic-ai", "category": "other", "kind": "stars_changed", "occurred_at": "2026-08-10T10:18:02.453550Z", "before": 19158, "after": 19187, "explanation": "Stars changed: 19158 → 19187.", "explanation_scope": "catalog_snapshot_delta", "evidence_refs": {}, "tier": "Gold", "risk": "low", "verdict": "try_now", "score": 8.7, "entity_kind": "open_source", "verification_stage": "bounded_workflow_tested", "type": "Agent Framework", "section": "AI Agents / Orchestration", "local_ai": false, "local_model_compatible": false, "discovery_topic": "agent_framework", "discovery_topic_status": "unreviewed", "setup_ease": 8.8, "best_for": [ "AI engineers who want a type-safe, model-agnostic Python agent framework with first-class structured outputs", "backend developers building production LLM services who already trust Pydantic for the rest of the stack" ], "risk_categories": [], "search_text": "pydantic/pydantic-ai pydantic open_source other gold low try_now ai engineers who want a type-safe, model-agnostic python agent framework with first-class structured outputs backend developers building production llm services who already trust pydantic for the rest of the stack", "material_mover": false }, { "id": "evt_890112e8f1b2952de5fd", "entity_id": "gh:pydantic/pydantic-ai", "item_url": "/item/pydantic-pydantic-ai/", "title": "pydantic/pydantic-ai", "category": "other", "kind": "stars_changed", "occurred_at": "2026-08-09T10:18:02.987681Z", "before": 19139, "after": 19158, "explanation": "Stars changed: 19139 → 19158.", "explanation_scope": "catalog_snapshot_delta", "evidence_refs": {}, "tier": "Gold", "risk": "low", "verdict": "try_now", "score": 8.7, "entity_kind": "open_source", "verification_stage": "bounded_workflow_tested", "type": "Agent Framework", "section": "AI Agents / Orchestration", "local_ai": false, "local_model_compatible": false, "discovery_topic": "agent_framework", "discovery_topic_status": "unreviewed", "setup_ease": 8.8, "best_for": [ "AI engineers who want a type-safe, model-agnostic Python agent framework with first-class structured outputs", "backend developers building production LLM services who already trust Pydantic for the rest of the stack" ], "risk_categories": [], "search_text": "pydantic/pydantic-ai pydantic open_source other gold low try_now ai engineers who want a type-safe, model-agnostic python agent framework with first-class structured outputs backend developers building production llm services who already trust pydantic for the rest of the stack", "material_mover": false }, { "id": "evt_e395915ad60a25d460e8", "entity_id": "gh:pydantic/pydantic-ai", "item_url": "/item/pydantic-pydantic-ai/", "title": "pydantic/pydantic-ai", "category": "other", "kind": "stars_changed", "occurred_at": "2026-08-08T10:17:54.011012Z", "before": 19021, "after": 19139, "explanation": "Stars changed: 19021 → 19139.", "explanation_scope": "catalog_snapshot_delta", "evidence_refs": {}, "tier": "Gold", "risk": "low", "verdict": "try_now", "score": 8.7, "entity_kind": "open_source", "verification_stage": "bounded_workflow_tested", "type": "Agent Framework", "section": "AI Agents / Orchestration", "local_ai": false, "local_model_compatible": false, "discovery_topic": "agent_framework", "discovery_topic_status": "unreviewed", "setup_ease": 8.8, "best_for": [ "AI engineers who want a type-safe, model-agnostic Python agent framework with first-class structured outputs", "backend developers building production LLM services who already trust Pydantic for the rest of the stack" ], "risk_categories": [], "search_text": "pydantic/pydantic-ai pydantic open_source other gold low try_now ai engineers who want a type-safe, model-agnostic python agent framework with first-class structured outputs backend developers building production llm services who already trust pydantic for the rest of the stack", "material_mover": false }, { "id": "evt_675807b871d1799f4e06", "entity_id": "gh:pydantic/pydantic-ai", "item_url": "/item/pydantic-pydantic-ai/", "title": "pydantic/pydantic-ai", "category": "other", "kind": "version_changed", "occurred_at": "2026-08-08T10:17:54.011012Z", "before": "v2.22.0", "after": "v1.107.2", "explanation": "Version changed: v2.22.0 → v1.107.2.", "explanation_scope": "catalog_snapshot_delta", "evidence_refs": {}, "tier": "Gold", "risk": "low", "verdict": "try_now", "score": 8.7, "entity_kind": "open_source", "verification_stage": "bounded_workflow_tested", "type": "Agent Framework", "section": "AI Agents / Orchestration", "local_ai": false, "local_model_compatible": false, "discovery_topic": "agent_framework", "discovery_topic_status": "unreviewed", "setup_ease": 8.8, "best_for": [ "AI engineers who want a type-safe, model-agnostic Python agent framework with first-class structured outputs", "backend developers building production LLM services who already trust Pydantic for the rest of the stack" ], "risk_categories": [], "search_text": "pydantic/pydantic-ai pydantic open_source other gold low try_now ai engineers who want a type-safe, model-agnostic python agent framework with first-class structured outputs backend developers building production llm services who already trust pydantic for the rest of the stack", "material_mover": false }, { "id": "evt_6939771a6dc816ebf8c4", "entity_id": "gh:pydantic/pydantic-ai", "item_url": "/item/pydantic-pydantic-ai/", "title": "pydantic/pydantic-ai", "category": "other", "kind": "stars_changed", "occurred_at": "2026-08-03T10:18:05.351909Z", "before": 18979, "after": 19021, "explanation": "Stars changed: 18979 → 19021.", "explanation_scope": "catalog_snapshot_delta", "evidence_refs": {}, "tier": "Gold", "risk": "low", "verdict": "try_now", "score": 8.7, "entity_kind": "open_source", "verification_stage": "bounded_workflow_tested", "type": "Agent Framework", "section": "AI Agents / Orchestration", "local_ai": false, "local_model_compatible": false, "discovery_topic": "agent_framework", "discovery_topic_status": "unreviewed", "setup_ease": 8.8, "best_for": [ "AI engineers who want a type-safe, model-agnostic Python agent framework with first-class structured outputs", "backend developers building production LLM services who already trust Pydantic for the rest of the stack" ], "risk_categories": [], "search_text": "pydantic/pydantic-ai pydantic open_source other gold low try_now ai engineers who want a type-safe, model-agnostic python agent framework with first-class structured outputs backend developers building production llm services who already trust pydantic for the rest of the stack", "material_mover": false }, { "id": "evt_b24cddc2f4062a11b8d3", "entity_id": "gh:pydantic/pydantic-ai", "item_url": "/item/pydantic-pydantic-ai/", "title": "pydantic/pydantic-ai", "category": "other", "kind": "stars_changed", "occurred_at": "2026-08-02T10:17:50.427312Z", "before": 18939, "after": 18979, "explanation": "Stars changed: 18939 → 18979.", "explanation_scope": "catalog_snapshot_delta", "evidence_refs": {}, "tier": "Gold", "risk": "low", "verdict": "try_now", "score": 8.7, "entity_kind": "open_source", "verification_stage": "bounded_workflow_tested", "type": "Agent Framework", "section": "AI Agents / Orchestration", "local_ai": false, "local_model_compatible": false, "discovery_topic": "agent_framework", "discovery_topic_status": "unreviewed", "setup_ease": 8.8, "best_for": [ "AI engineers who want a type-safe, model-agnostic Python agent framework with first-class structured outputs", "backend developers building production LLM services who already trust Pydantic for the rest of the stack" ], "risk_categories": [], "search_text": "pydantic/pydantic-ai pydantic open_source other gold low try_now ai engineers who want a type-safe, model-agnostic python agent framework with first-class structured outputs backend developers building production llm services who already trust pydantic for the rest of the stack", "material_mover": false }, { "id": "evt_4085fc6f6c200095a969", "entity_id": "gh:pydantic/pydantic-ai", "item_url": "/item/pydantic-pydantic-ai/", "title": "pydantic/pydantic-ai", "category": "other", "kind": "stars_changed", "occurred_at": "2026-08-01T10:17:36.135498Z", "before": 18933, "after": 18939, "explanation": "Source-observed stars changed: 18933 → 18939. 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_296e0c7cd1503b9adca15a62", "after_observed_at": "2026-08-01T10:17:36.135498Z", "after_source_path": "repository.stargazerCount", "before_observation_id": "obs_d1ecf47aab4f6ed8e299103f", "before_observed_at": "2026-08-01T00:55:12.768643Z", "before_source_path": "repository.stargazerCount", "entity_source_url": "https://github.com/pydantic/pydantic-ai", "extractor_version": "github-observer-v2", "field": "stars", "source_url": "https://api.github.com/graphql" }, "tier": "Gold", "risk": "low", "verdict": "try_now", "score": 8.7, "entity_kind": "open_source", "verification_stage": "bounded_workflow_tested", "type": "Agent Framework", "section": "AI Agents / Orchestration", "local_ai": false, "local_model_compatible": false, "discovery_topic": "agent_framework", "discovery_topic_status": "unreviewed", "setup_ease": 8.8, "best_for": [ "AI engineers who want a type-safe, model-agnostic Python agent framework with first-class structured outputs", "backend developers building production LLM services who already trust Pydantic for the rest of the stack" ], "risk_categories": [], "search_text": "pydantic/pydantic-ai pydantic open_source other gold low try_now ai engineers who want a type-safe, model-agnostic python agent framework with first-class structured outputs backend developers building production llm services who already trust pydantic for the rest of the stack", "material_mover": false }, { "id": "evt_2a269a7909577853ff99", "entity_id": "gh:pydantic/pydantic-ai", "item_url": "/item/pydantic-pydantic-ai/", "title": "pydantic/pydantic-ai", "category": "other", "kind": "version_changed", "occurred_at": "2026-08-01T10:17:36.135498Z", "before": "v2.21.0", "after": "v2.22.0", "explanation": "Source-observed version changed: v2.21.0 → v2.22.0. Associated release timestamp: 2026-07-30T01:59:06Z → 2026-08-01T02:27:46Z. This reports the retained observation delta and does not infer why the upstream change occurred.", "explanation_scope": "source_observation_delta", "evidence_refs": { "after_last_release_at_observation_id": "obs_919cf392bc1282974ba2343d", "after_last_release_url_observation_id": "obs_41a0b77dacbea69de1fb6caa", "after_methodology_version": "github-release-resolution-v1", "after_observation_id": "obs_a65df2d5143b823dfb2c8f96", "after_observed_at": "2026-08-01T10:17:36.135498Z", "after_source_path": "repository.releases.nodes[0].tagName/name", "before_last_release_at_observation_id": "obs_8f7fd8dfb3cb94d7798e473a", "before_last_release_url_observation_id": "obs_4065a69eb5ca2ce39de39118", "before_methodology_version": "github-release-resolution-v1", "before_observation_id": "obs_71e6f90eecb6a33db90367d1", "before_observed_at": "2026-08-01T00:55:12.768643Z", "before_source_path": "repository.releases.nodes[0].tagName/name", "entity_source_url": "https://github.com/pydantic/pydantic-ai", "extractor_version": "github-observer-v2", "field": "version", "source_url": "https://api.github.com/graphql" }, "tier": "Gold", "risk": "low", "verdict": "try_now", "score": 8.7, "entity_kind": "open_source", "verification_stage": "bounded_workflow_tested", "type": "Agent Framework", "section": "AI Agents / Orchestration", "local_ai": false, "local_model_compatible": false, "discovery_topic": "agent_framework", "discovery_topic_status": "unreviewed", "setup_ease": 8.8, "best_for": [ "AI engineers who want a type-safe, model-agnostic Python agent framework with first-class structured outputs", "backend developers building production LLM services who already trust Pydantic for the rest of the stack" ], "risk_categories": [], "search_text": "pydantic/pydantic-ai pydantic open_source other gold low try_now ai engineers who want a type-safe, model-agnostic python agent framework with first-class structured outputs backend developers building production llm services who already trust pydantic for the rest of the stack", "material_mover": false }, { "id": "evt_fb0c5d839ba6f7eaef51", "entity_id": "gh:pydantic/pydantic-ai", "item_url": "/item/pydantic-pydantic-ai/", "title": "pydantic/pydantic-ai", "category": "other", "kind": "stars_changed", "occurred_at": "2026-07-29T10:17:05.832710Z", "before": 18857, "after": 18876, "explanation": "Stars changed: 18857 → 18876.", "explanation_scope": "catalog_snapshot_delta", "evidence_refs": {}, "tier": "Gold", "risk": "low", "verdict": "try_now", "score": 8.7, "entity_kind": "open_source", "verification_stage": "bounded_workflow_tested", "type": "Agent Framework", "section": "AI Agents / Orchestration", "local_ai": false, "local_model_compatible": false, "discovery_topic": "agent_framework", "discovery_topic_status": "unreviewed", "setup_ease": 8.8, "best_for": [ "AI engineers who want a type-safe, model-agnostic Python agent framework with first-class structured outputs", "backend developers building production LLM services who already trust Pydantic for the rest of the stack" ], "risk_categories": [], "search_text": "pydantic/pydantic-ai pydantic open_source other gold low try_now ai engineers who want a type-safe, model-agnostic python agent framework with first-class structured outputs backend developers building production llm services who already trust pydantic for the rest of the stack", "material_mover": false }, { "id": "evt_acb87c6cf88b6e1453ab", "entity_id": "gh:pydantic/pydantic-ai", "item_url": "/item/pydantic-pydantic-ai/", "title": "pydantic/pydantic-ai", "category": "other", "kind": "version_changed", "occurred_at": "2026-07-29T10:17:05.832710Z", "before": "v2.19.0", "after": "v2.20.0", "explanation": "Version changed: v2.19.0 → v2.20.0.", "explanation_scope": "catalog_snapshot_delta", "evidence_refs": {}, "tier": "Gold", "risk": "low", "verdict": "try_now", "score": 8.7, "entity_kind": "open_source", "verification_stage": "bounded_workflow_tested", "type": "Agent Framework", "section": "AI Agents / Orchestration", "local_ai": false, "local_model_compatible": false, "discovery_topic": "agent_framework", "discovery_topic_status": "unreviewed", "setup_ease": 8.8, "best_for": [ "AI engineers who want a type-safe, model-agnostic Python agent framework with first-class structured outputs", "backend developers building production LLM services who already trust Pydantic for the rest of the stack" ], "risk_categories": [], "search_text": "pydantic/pydantic-ai pydantic open_source other gold low try_now ai engineers who want a type-safe, model-agnostic python agent framework with first-class structured outputs backend developers building production llm services who already trust pydantic for the rest of the stack", "material_mover": false }, { "id": "evt_4261b3bee4c902fe6421", "entity_id": "gh:pydantic/pydantic-ai", "item_url": "/item/pydantic-pydantic-ai/", "title": "pydantic/pydantic-ai", "category": "other", "kind": "stars_changed", "occurred_at": "2026-07-28T10:17:34.274766Z", "before": 18851, "after": 18857, "explanation": "Source-observed stars changed: 18851 → 18857. 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_764b976472841147773c64fb", "after_observed_at": "2026-07-28T10:17:34.274766Z", "after_source_path": "repository.stargazerCount", "before_observation_id": "obs_749243587e756eaa5557d602", "before_observed_at": "2026-07-28T07:11:06.213377Z", "before_source_path": "repository.stargazerCount", "entity_source_url": "https://github.com/pydantic/pydantic-ai", "extractor_version": "github-observer-v2", "field": "stars", "source_url": "https://api.github.com/graphql" }, "tier": "Gold", "risk": "low", "verdict": "try_now", "score": 8.7, "entity_kind": "open_source", "verification_stage": "bounded_workflow_tested", "type": "Agent Framework", "section": "AI Agents / Orchestration", "local_ai": false, "local_model_compatible": false, "discovery_topic": "agent_framework", "discovery_topic_status": "unreviewed", "setup_ease": 8.8, "best_for": [ "AI engineers who want a type-safe, model-agnostic Python agent framework with first-class structured outputs", "backend developers building production LLM services who already trust Pydantic for the rest of the stack" ], "risk_categories": [], "search_text": "pydantic/pydantic-ai pydantic open_source other gold low try_now ai engineers who want a type-safe, model-agnostic python agent framework with first-class structured outputs backend developers building production llm services who already trust pydantic for the rest of the stack", "material_mover": false }, { "id": "evt_8c431405f82cc4dc8316", "entity_id": "gh:pydantic/pydantic-ai", "item_url": "/item/pydantic-pydantic-ai/", "title": "pydantic/pydantic-ai", "category": "other", "kind": "stars_changed", "occurred_at": "2026-07-28T07:11:06.213377Z", "before": 18616, "after": 18851, "explanation": "Stars changed: 18616 → 18851.", "explanation_scope": "catalog_snapshot_delta", "evidence_refs": {}, "tier": "Gold", "risk": "low", "verdict": "try_now", "score": 8.7, "entity_kind": "open_source", "verification_stage": "bounded_workflow_tested", "type": "Agent Framework", "section": "AI Agents / Orchestration", "local_ai": false, "local_model_compatible": false, "discovery_topic": "agent_framework", "discovery_topic_status": "unreviewed", "setup_ease": 8.8, "best_for": [ "AI engineers who want a type-safe, model-agnostic Python agent framework with first-class structured outputs", "backend developers building production LLM services who already trust Pydantic for the rest of the stack" ], "risk_categories": [], "search_text": "pydantic/pydantic-ai pydantic open_source other gold low try_now ai engineers who want a type-safe, model-agnostic python agent framework with first-class structured outputs backend developers building production llm services who already trust pydantic for the rest of the stack", "material_mover": false }, { "id": "evt_4336e9b40491d87a7f94", "entity_id": "gh:pydantic/pydantic-ai", "item_url": "/item/pydantic-pydantic-ai/", "title": "pydantic/pydantic-ai", "category": "other", "kind": "version_changed", "occurred_at": "2026-07-28T07:11:06.213377Z", "before": "v2.12.0", "after": "v2.19.0", "explanation": "Version changed: v2.12.0 → v2.19.0.", "explanation_scope": "catalog_snapshot_delta", "evidence_refs": {}, "tier": "Gold", "risk": "low", "verdict": "try_now", "score": 8.7, "entity_kind": "open_source", "verification_stage": "bounded_workflow_tested", "type": "Agent Framework", "section": "AI Agents / Orchestration", "local_ai": false, "local_model_compatible": false, "discovery_topic": "agent_framework", "discovery_topic_status": "unreviewed", "setup_ease": 8.8, "best_for": [ "AI engineers who want a type-safe, model-agnostic Python agent framework with first-class structured outputs", "backend developers building production LLM services who already trust Pydantic for the rest of the stack" ], "risk_categories": [], "search_text": "pydantic/pydantic-ai pydantic open_source other gold low try_now ai engineers who want a type-safe, model-agnostic python agent framework with first-class structured outputs backend developers building production llm services who already trust pydantic for the rest of the stack", "material_mover": false }, { "id": "evt_0b21c650c63baca5510e", "entity_id": "gh:pydantic/pydantic-ai", "item_url": "/item/pydantic-pydantic-ai/", "title": "pydantic/pydantic-ai", "category": "other", "kind": "stars_changed", "occurred_at": "2026-07-17T12:02:57.061641Z", "before": 18615, "after": 18616, "explanation": "Source-observed stars changed: 18615 → 18616. 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_057268a0e32dec47b969573f", "after_observed_at": "2026-07-17T12:02:57.061641Z", "after_source_path": "repository.stargazerCount", "before_observation_id": "obs_e38be7ec9bfcbbbb478701a5", "before_observed_at": "2026-07-17T10:40:43.045032Z", "before_source_path": "repository.stargazerCount", "entity_source_url": "https://github.com/pydantic/pydantic-ai", "extractor_version": "github-observer-v2", "field": "stars", "source_url": "https://api.github.com/graphql" }, "tier": "Gold", "risk": "low", "verdict": "try_now", "score": 8.7, "entity_kind": "open_source", "verification_stage": "bounded_workflow_tested", "type": "Agent Framework", "section": "AI Agents / Orchestration", "local_ai": false, "local_model_compatible": false, "discovery_topic": "agent_framework", "discovery_topic_status": "unreviewed", "setup_ease": 8.8, "best_for": [ "AI engineers who want a type-safe, model-agnostic Python agent framework with first-class structured outputs", "backend developers building production LLM services who already trust Pydantic for the rest of the stack" ], "risk_categories": [], "search_text": "pydantic/pydantic-ai pydantic open_source other gold low try_now ai engineers who want a type-safe, model-agnostic python agent framework with first-class structured outputs backend developers building production llm services who already trust pydantic for the rest of the stack", "material_mover": false }, { "id": "evt_9b0e8299b5a6cfe395ef", "entity_id": "gh:pydantic/pydantic-ai", "item_url": "/item/pydantic-pydantic-ai/", "title": "pydantic/pydantic-ai", "category": "other", "kind": "stars_changed", "occurred_at": "2026-07-17T10:17:28.381918Z", "before": 18611, "after": 18615, "explanation": "Source-observed stars changed: 18611 → 18615. 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_66afd66fce32c8d899445b62", "after_observed_at": "2026-07-17T10:17:28.381918Z", "after_source_path": "repository.stargazerCount", "before_observation_id": "obs_423031fa15179be464e95475", "before_observed_at": "2026-07-17T09:45:55.725732Z", "before_source_path": "repository.stargazerCount", "entity_source_url": "https://github.com/pydantic/pydantic-ai", "extractor_version": "github-observer-v2", "field": "stars", "source_url": "https://api.github.com/graphql" }, "tier": "Gold", "risk": "low", "verdict": "try_now", "score": 8.7, "entity_kind": "open_source", "verification_stage": "bounded_workflow_tested", "type": "Agent Framework", "section": "AI Agents / Orchestration", "local_ai": false, "local_model_compatible": false, "discovery_topic": "agent_framework", "discovery_topic_status": "unreviewed", "setup_ease": 8.8, "best_for": [ "AI engineers who want a type-safe, model-agnostic Python agent framework with first-class structured outputs", "backend developers building production LLM services who already trust Pydantic for the rest of the stack" ], "risk_categories": [], "search_text": "pydantic/pydantic-ai pydantic open_source other gold low try_now ai engineers who want a type-safe, model-agnostic python agent framework with first-class structured outputs backend developers building production llm services who already trust pydantic for the rest of the stack", "material_mover": false }, { "id": "evt_94be497fe7af0473f927", "entity_id": "gh:pydantic/pydantic-ai", "item_url": "/item/pydantic-pydantic-ai/", "title": "pydantic/pydantic-ai", "category": "other", "kind": "version_changed", "occurred_at": "2026-07-17T09:45:55.725732Z", "before": "v2.9.1", "after": "v2.12.0", "explanation": "Version changed: v2.9.1 → v2.12.0.", "explanation_scope": "catalog_snapshot_delta", "evidence_refs": {}, "tier": "Gold", "risk": "low", "verdict": "try_now", "score": 8.7, "entity_kind": "open_source", "verification_stage": "bounded_workflow_tested", "type": "Agent Framework", "section": "AI Agents / Orchestration", "local_ai": false, "local_model_compatible": false, "discovery_topic": "agent_framework", "discovery_topic_status": "unreviewed", "setup_ease": 8.8, "best_for": [ "AI engineers who want a type-safe, model-agnostic Python agent framework with first-class structured outputs", "backend developers building production LLM services who already trust Pydantic for the rest of the stack" ], "risk_categories": [], "search_text": "pydantic/pydantic-ai pydantic open_source other gold low try_now ai engineers who want a type-safe, model-agnostic python agent framework with first-class structured outputs backend developers building production llm services who already trust pydantic for the rest of the stack", "material_mover": false }, { "id": "evt_00980afedb221d566f22", "entity_id": "gh:pydantic/pydantic-ai", "item_url": "/item/pydantic-pydantic-ai/", "title": "pydantic/pydantic-ai", "category": "other", "kind": "stars_changed", "occurred_at": "2026-07-17T09:45:55.725732Z", "before": 18502, "after": 18611, "explanation": "Stars changed: 18502 → 18611.", "explanation_scope": "catalog_snapshot_delta", "evidence_refs": {}, "tier": "Gold", "risk": "low", "verdict": "try_now", "score": 8.7, "entity_kind": "open_source", "verification_stage": "bounded_workflow_tested", "type": "Agent Framework", "section": "AI Agents / Orchestration", "local_ai": false, "local_model_compatible": false, "discovery_topic": "agent_framework", "discovery_topic_status": "unreviewed", "setup_ease": 8.8, "best_for": [ "AI engineers who want a type-safe, model-agnostic Python agent framework with first-class structured outputs", "backend developers building production LLM services who already trust Pydantic for the rest of the stack" ], "risk_categories": [], "search_text": "pydantic/pydantic-ai pydantic open_source other gold low try_now ai engineers who want a type-safe, model-agnostic python agent framework with first-class structured outputs backend developers building production llm services who already trust pydantic for the rest of the stack", "material_mover": false }, { "id": "evt_bf6eba79c58341cbf5f5", "entity_id": "gh:pydantic/pydantic-ai", "item_url": "/item/pydantic-pydantic-ai/", "title": "pydantic/pydantic-ai", "category": "other", "kind": "verification_changed", "occurred_at": "2026-07-14T07:05:54.350937Z", "before": "discovered", "after": "bounded_workflow_tested", "explanation": "Verification changed: Discovered → 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/2026-07-14.json", "before_snapshot_url": "/data/v1/snapshots/2026-07-13.json", "before_source_build_id": "git-a57439d942f9", "entity_id": "gh:pydantic/pydantic-ai", "latest_supporting_run_completed_at": "2026-07-13T10:35:45.011980Z", "supporting_run_ids": "cohort-20260712-pydantic-ai-testmodel-tool-workflow", "supporting_test_log_urls": "/data/v1/test-logs/run-636f686f72742d32303236303731322d707964616e7469632d61692d746573746d6f64656c2d746f6f6c2d776f726b666c6f77.txt" }, "tier": "Gold", "risk": "low", "verdict": "try_now", "score": 8.7, "entity_kind": "open_source", "verification_stage": "bounded_workflow_tested", "type": "Agent Framework", "section": "AI Agents / Orchestration", "local_ai": false, "local_model_compatible": false, "discovery_topic": "agent_framework", "discovery_topic_status": "unreviewed", "setup_ease": 8.8, "best_for": [ "AI engineers who want a type-safe, model-agnostic Python agent framework with first-class structured outputs", "backend developers building production LLM services who already trust Pydantic for the rest of the stack" ], "risk_categories": [], "search_text": "pydantic/pydantic-ai pydantic open_source other gold low try_now ai engineers who want a type-safe, model-agnostic python agent framework with first-class structured outputs backend developers building production llm services who already trust pydantic for the rest of the stack", "material_mover": false } ] }