{ "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:ferroxlabs/ijfw", "points": [ { "id": "gh:ferroxlabs/ijfw", "score": 8.4, "popularity": 1.0, "stars": null, "momentum": 7.0, "score_components": { "usefulness": 9.0, "novelty": 8.0, "momentum": 7.0, "maturity": 6.6, "open_source_build_quality": 8.4, "evidence": 7.2, "commercial_workflow_potential": 9.9, "setup_ease": 6.4 }, "tier": "Gold", "verdict": "try_now", "risk": "conditional", "verification_stage": "discovered", "pricing_fingerprint": null, "pricing_summary": null, "pricing_facts": [], "pricing_checked_at": null, "pricing_stale": null, "version": null, "last_release_at": null, "last_release_url": null, "maintenance_status": "not_recorded", "integration_fingerprint": null, "integration_count": 0, "integrations": [], "source_observed_at": null, "observation_source_url": null, "observation_extractor_version": null, "observation_refs": {}, "observed_fields": [ "momentum", "popularity", "risk", "score", "score_components", "tier", "verdict" ], "date": "2026-07-01", "source_build_id": "git-619da8b9e717" }, { "id": "gh:ferroxlabs/ijfw", "score": 8.4, "popularity": 1.0, "stars": null, "momentum": 7.0, "score_components": { "usefulness": 9.0, "novelty": 8.0, "momentum": 7.0, "maturity": 6.6, "open_source_build_quality": 8.4, "evidence": 7.2, "commercial_workflow_potential": 9.9, "setup_ease": 6.4 }, "tier": "Gold", "verdict": "try_now", "risk": "conditional", "verification_stage": "discovered", "pricing_fingerprint": null, "pricing_summary": null, "pricing_facts": [], "pricing_checked_at": null, "pricing_stale": null, "version": null, "last_release_at": null, "last_release_url": null, "maintenance_status": "not_recorded", "integration_fingerprint": null, "integration_count": 0, "integrations": [], "source_observed_at": null, "observation_source_url": null, "observation_extractor_version": null, "observation_refs": {}, "observed_fields": [ "momentum", "popularity", "risk", "score", "score_components", "tier", "verdict" ], "date": "2026-07-02", "source_build_id": "git-33d9407acf55" }, { "id": "gh:ferroxlabs/ijfw", "score": 8.4, "popularity": 1.0, "stars": null, "momentum": 7.0, "score_components": { "usefulness": 9.0, "novelty": 8.0, "momentum": 7.0, "maturity": 6.6, "open_source_build_quality": 8.4, "evidence": 7.2, "commercial_workflow_potential": 9.9, "setup_ease": 6.4 }, "tier": "Gold", "verdict": "try_now", "risk": "conditional", "verification_stage": "discovered", "pricing_fingerprint": null, "pricing_summary": null, "pricing_facts": [], "pricing_checked_at": null, "pricing_stale": null, "version": null, "last_release_at": null, "last_release_url": null, "maintenance_status": "not_recorded", "integration_fingerprint": null, "integration_count": 0, "integrations": [], "source_observed_at": null, "observation_source_url": null, "observation_extractor_version": null, "observation_refs": {}, "observed_fields": [ "momentum", "popularity", "risk", "score", "score_components", "tier", "verdict" ], "date": "2026-07-04", "source_build_id": "git-efac775793ac" }, { "id": "gh:ferroxlabs/ijfw", "score": 8.4, "popularity": 1.0, "stars": null, "momentum": 7.0, "score_components": { "usefulness": 9.0, "novelty": 8.0, "momentum": 7.0, "maturity": 6.6, "open_source_build_quality": 8.4, "evidence": 7.2, "commercial_workflow_potential": 9.9, "setup_ease": 6.4 }, "tier": "Gold", "verdict": "try_now", "risk": "conditional", "verification_stage": "discovered", "pricing_fingerprint": null, "pricing_summary": null, "pricing_facts": [], "pricing_checked_at": null, "pricing_stale": null, "version": null, "last_release_at": null, "last_release_url": null, "maintenance_status": "not_recorded", "integration_fingerprint": null, "integration_count": 0, "integrations": [], "source_observed_at": null, "observation_source_url": null, "observation_extractor_version": null, "observation_refs": {}, "observed_fields": [ "momentum", "popularity", "risk", "score", "score_components", "tier", "verdict" ], "date": "2026-07-06", "source_build_id": "git-24d907c97f57" }, { "id": "gh:ferroxlabs/ijfw", "score": 8.4, "popularity": 1.0, "stars": null, "momentum": 7.0, "score_components": { "usefulness": 9.0, "novelty": 8.0, "momentum": 7.0, "maturity": 6.6, "open_source_build_quality": 8.4, "evidence": 7.2, "commercial_workflow_potential": 9.9, "setup_ease": 6.4 }, "tier": "Gold", "verdict": "try_now", "risk": "conditional", "verification_stage": "discovered", "pricing_fingerprint": null, "pricing_summary": null, "pricing_facts": [], "pricing_checked_at": null, "pricing_stale": null, "version": null, "last_release_at": null, "last_release_url": null, "maintenance_status": "not_recorded", "integration_fingerprint": null, "integration_count": 0, "integrations": [], "source_observed_at": null, "observation_source_url": null, "observation_extractor_version": null, "observation_refs": {}, "observed_fields": [ "momentum", "popularity", "risk", "score", "score_components", "tier", "verdict" ], "date": "2026-07-07", "source_build_id": "git-02331cc2fd92" }, { "id": "gh:ferroxlabs/ijfw", "score": 8.4, "popularity": 1.0, "stars": null, "momentum": 7.0, "score_components": { "usefulness": 9.0, "novelty": 8.0, "momentum": 7.0, "maturity": 6.6, "open_source_build_quality": 8.4, "evidence": 7.2, "commercial_workflow_potential": 9.9, "setup_ease": 6.4 }, "tier": "Gold", "verdict": "try_now", "risk": "conditional", "verification_stage": "discovered", "pricing_fingerprint": null, "pricing_summary": null, "pricing_facts": [], "pricing_checked_at": null, "pricing_stale": null, "version": null, "last_release_at": null, "last_release_url": null, "maintenance_status": "not_recorded", "integration_fingerprint": null, "integration_count": 0, "integrations": [], "source_observed_at": null, "observation_source_url": null, "observation_extractor_version": null, "observation_refs": {}, "observed_fields": [ "momentum", "popularity", "risk", "score", "score_components", "tier", "verdict" ], "date": "2026-07-08", "source_build_id": "git-f7e87b713b8f" }, { "id": "gh:ferroxlabs/ijfw", "score": 8.4, "popularity": 1.0, "stars": null, "momentum": 7.0, "score_components": { "usefulness": 9.0, "novelty": 8.0, "momentum": 7.0, "maturity": 6.6, "open_source_build_quality": 8.4, "evidence": 7.2, "commercial_workflow_potential": 9.9, "setup_ease": 6.4 }, "tier": "Gold", "verdict": "try_now", "risk": "conditional", "verification_stage": "discovered", "pricing_fingerprint": null, "pricing_summary": null, "pricing_facts": [], "pricing_checked_at": null, "pricing_stale": null, "version": null, "last_release_at": null, "last_release_url": null, "maintenance_status": "not_recorded", "integration_fingerprint": null, "integration_count": 0, "integrations": [], "source_observed_at": null, "observation_source_url": null, "observation_extractor_version": null, "observation_refs": {}, "observed_fields": [ "momentum", "popularity", "risk", "score", "score_components", "tier", "verdict" ], "date": "2026-07-09", "source_build_id": "git-e0e4145f09c6" }, { "id": "gh:ferroxlabs/ijfw", "score": 8.4, "popularity": 1.0, "stars": null, "momentum": 7.0, "score_components": { "usefulness": 9.0, "novelty": 8.0, "momentum": 7.0, "maturity": 6.6, "open_source_build_quality": 8.4, "evidence": 7.2, "commercial_workflow_potential": 9.9, "setup_ease": 6.4 }, "tier": "Gold", "verdict": "try_now", "risk": "conditional", "verification_stage": "discovered", "pricing_fingerprint": null, "pricing_summary": null, "pricing_facts": [], "pricing_checked_at": null, "pricing_stale": null, "version": null, "last_release_at": null, "last_release_url": null, "maintenance_status": "not_recorded", "integration_fingerprint": null, "integration_count": 0, "integrations": [], "source_observed_at": null, "observation_source_url": null, "observation_extractor_version": null, "observation_refs": {}, "observed_fields": [ "momentum", "popularity", "risk", "score", "score_components", "tier", "verdict" ], "date": "2026-07-10", "source_build_id": "git-fa192ed28ad2" }, { "id": "gh:ferroxlabs/ijfw", "score": 8.4, "popularity": 1.0, "stars": null, "momentum": 7.0, "score_components": { "usefulness": 9.0, "novelty": 8.0, "momentum": 7.0, "maturity": 6.6, "open_source_build_quality": 8.4, "evidence": 7.2, "commercial_workflow_potential": 9.9, "setup_ease": 6.4 }, "tier": "Gold", "verdict": "try_now", "risk": "conditional", "verification_stage": "discovered", "pricing_fingerprint": null, "pricing_summary": null, "pricing_facts": [], "pricing_checked_at": null, "pricing_stale": null, "version": null, "last_release_at": null, "last_release_url": null, "maintenance_status": "not_recorded", "integration_fingerprint": null, "integration_count": 0, "integrations": [], "source_observed_at": null, "observation_source_url": null, "observation_extractor_version": null, "observation_refs": {}, "observed_fields": [ "momentum", "popularity", "risk", "score", "score_components", "tier", "verdict" ], "date": "2026-07-11", "source_build_id": "git-85ab7fbca744" }, { "id": "gh:ferroxlabs/ijfw", "score": 8.4, "popularity": 1.0, "stars": null, "momentum": 7.0, "score_components": { "usefulness": 9.0, "novelty": 8.0, "momentum": 7.0, "maturity": 6.6, "open_source_build_quality": 8.4, "evidence": 7.2, "commercial_workflow_potential": 9.9, "setup_ease": 6.4 }, "tier": "Gold", "verdict": "try_now", "risk": "conditional", "verification_stage": "discovered", "pricing_fingerprint": null, "pricing_summary": null, "pricing_facts": [], "pricing_checked_at": null, "pricing_stale": null, "version": null, "last_release_at": null, "last_release_url": null, "maintenance_status": "not_recorded", "integration_fingerprint": null, "integration_count": 0, "integrations": [], "source_observed_at": null, "observation_source_url": null, "observation_extractor_version": null, "observation_refs": {}, "observed_fields": [ "momentum", "popularity", "risk", "score", "score_components", "tier", "verdict" ], "date": "2026-07-12", "source_build_id": "git-c7c4bf2ba980" }, { "id": "gh:ferroxlabs/ijfw", "score": 8.4, "popularity": 1.0, "stars": null, "momentum": 7.0, "score_components": { "usefulness": 9.0, "novelty": 8.0, "momentum": 7.0, "maturity": 6.6, "open_source_build_quality": 8.4, "evidence": 7.2, "commercial_workflow_potential": 9.9, "setup_ease": 6.4 }, "tier": "Gold", "verdict": "try_now", "risk": "conditional", "verification_stage": "discovered", "pricing_fingerprint": null, "pricing_summary": null, "pricing_facts": [], "pricing_checked_at": null, "pricing_stale": null, "version": null, "last_release_at": null, "last_release_url": null, "maintenance_status": "not_recorded", "integration_fingerprint": null, "integration_count": 0, "integrations": [], "source_observed_at": null, "observation_source_url": null, "observation_extractor_version": null, "observation_refs": {}, "observed_fields": [ "momentum", "popularity", "risk", "score", "score_components", "tier", "verdict" ], "date": "2026-07-13", "source_build_id": "git-a57439d942f9" }, { "id": "gh:ferroxlabs/ijfw", "score": 8.4, "popularity": 1.0, "stars": 197, "momentum": 9.0, "score_components": { "usefulness": 9.0, "novelty": 8.0, "momentum": 7.0, "maturity": 6.6, "open_source_build_quality": 8.4, "evidence": 7.2, "commercial_workflow_potential": 9.9, "setup_ease": 6.4 }, "tier": "Gold", "verdict": "try_now", "risk": "conditional", "verification_stage": "discovered", "pricing_fingerprint": null, "pricing_summary": null, "pricing_facts": [], "pricing_checked_at": null, "pricing_stale": null, "version": "v1.6.5", "last_release_at": "2026-07-11T04:05:09Z", "last_release_url": "https://github.com/FerroxLabs/ijfw/releases/tag/v1.6.5", "maintenance_status": "active", "integration_fingerprint": null, "integration_count": 0, "integrations": [], "source_observed_at": "2026-07-13T12:11:00.324497Z", "observation_source_url": "https://api.github.com/graphql", "observation_extractor_version": "github-observer-v1", "observation_refs": { "stars": "obs_2c266cffe49e77bbc11b3bd6", "version": "obs_fb0f126ca7cd39c9720b9082", "last_release_at": "obs_c2ba0a05fac838b6b1cc5ac9", "last_release_url": "obs_2989e88711cf67aeeafdb0fc", "pushed_at": "obs_a0c9ad222e5feaa5249dc4d3", "archived": "obs_8dadda8f17971ed03b9b430d", "default_branch": "obs_699aaa75fae82a16be4a5d3c", "default_branch_updated_at": "obs_00b589ba37350f09689a6517", "maintenance_status": "obs_1c9eb13f22d9d2fa9ae823d2", "momentum": "obs_cf9bdcd1507d3170c1929fb3" }, "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:ferroxlabs/ijfw", "score": 8.4, "popularity": 1.0, "stars": 200, "momentum": 9.0, "score_components": { "usefulness": 9.0, "novelty": 8.0, "momentum": 7.0, "maturity": 6.6, "open_source_build_quality": 8.4, "evidence": 7.2, "commercial_workflow_potential": 9.9, "setup_ease": 6.4 }, "tier": "Gold", "verdict": "try_now", "risk": "conditional", "verification_stage": "discovered", "pricing_fingerprint": null, "pricing_summary": null, "pricing_facts": [], "pricing_checked_at": null, "pricing_stale": null, "version": "v1.6.5", "last_release_at": "2026-07-11T04:05:09Z", "last_release_url": "https://github.com/FerroxLabs/ijfw/releases/tag/v1.6.5", "maintenance_status": "active", "integration_fingerprint": "ca77f75b2cc4efc3", "integration_count": 3, "integrations": [ "Claude Code", "Model Context Protocol", "OpenAI Codex" ], "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_93cc7ca283ea526ee74efc5f", "version": "obs_2d71b9cdcfa8f50d8caa8578", "last_release_at": "obs_078af4a7ea1d02d758ebfd64", "last_release_url": "obs_547ded37b4a87f17a4fcd376", "pushed_at": "obs_c14986d1571805f03f29b88a", "archived": "obs_2255af64502e67c280574661", "default_branch": "obs_007da8ad2a8208170f357014", "default_branch_updated_at": "obs_b4cdc731ca4d83a7860d91d1", "maintenance_status": "obs_a4cfe8444d0603d16295a597", "momentum": "obs_97b44e1c6cc764818a1cd324", "repository_topics": "obs_491994536b801cc8e682ddc3", "integrations": "obs_f0a22fbbb79f38096bafdc51", "integration_fingerprint": "obs_f0c4ffac7191eeaf90d7aa74", "deployment_models": "obs_dbb4be03c9142e1182ea7dee", "extensibility": "obs_e452eafd41531d199eb95bb0" }, "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:ferroxlabs/ijfw", "score": 8.4, "popularity": 1.0, "stars": 200, "momentum": 9.0, "score_components": { "usefulness": 9.0, "novelty": 8.0, "momentum": 7.0, "maturity": 6.6, "open_source_build_quality": 8.4, "evidence": 7.2, "commercial_workflow_potential": 9.9, "setup_ease": 6.4 }, "tier": "Gold", "verdict": "try_now", "risk": "conditional", "verification_stage": "discovered", "pricing_fingerprint": null, "pricing_summary": null, "pricing_facts": [], "pricing_checked_at": null, "pricing_stale": null, "version": "v1.6.5", "last_release_at": "2026-07-11T04:05:09Z", "last_release_url": "https://github.com/FerroxLabs/ijfw/releases/tag/v1.6.5", "maintenance_status": "active", "integration_fingerprint": "ca77f75b2cc4efc3", "integration_count": 3, "integrations": [ "Claude Code", "Model Context Protocol", "OpenAI Codex" ], "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_93cc7ca283ea526ee74efc5f", "version": "obs_2d71b9cdcfa8f50d8caa8578", "last_release_at": "obs_078af4a7ea1d02d758ebfd64", "last_release_url": "obs_547ded37b4a87f17a4fcd376", "pushed_at": "obs_c14986d1571805f03f29b88a", "archived": "obs_2255af64502e67c280574661", "default_branch": "obs_007da8ad2a8208170f357014", "default_branch_updated_at": "obs_b4cdc731ca4d83a7860d91d1", "maintenance_status": "obs_a4cfe8444d0603d16295a597", "momentum": "obs_97b44e1c6cc764818a1cd324", "repository_topics": "obs_491994536b801cc8e682ddc3", "integrations": "obs_f0a22fbbb79f38096bafdc51", "integration_fingerprint": "obs_f0c4ffac7191eeaf90d7aa74", "deployment_models": "obs_dbb4be03c9142e1182ea7dee", "extensibility": "obs_e452eafd41531d199eb95bb0" }, "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:ferroxlabs/ijfw", "score": 8.4, "popularity": 1.0, "stars": 200, "momentum": 9.0, "score_components": { "usefulness": 9.0, "novelty": 8.0, "momentum": 7.0, "maturity": 6.6, "open_source_build_quality": 8.4, "evidence": 7.2, "commercial_workflow_potential": 9.9, "setup_ease": 6.4 }, "tier": "Gold", "verdict": "try_now", "risk": "conditional", "verification_stage": "discovered", "pricing_fingerprint": null, "pricing_summary": null, "pricing_facts": [], "pricing_checked_at": null, "pricing_stale": null, "version": "v1.6.5", "last_release_at": "2026-07-11T04:05:09Z", "last_release_url": "https://github.com/FerroxLabs/ijfw/releases/tag/v1.6.5", "maintenance_status": "active", "integration_fingerprint": "ca77f75b2cc4efc3", "integration_count": 3, "integrations": [ "Claude Code", "Model Context Protocol", "OpenAI Codex" ], "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_93cc7ca283ea526ee74efc5f", "version": "obs_2d71b9cdcfa8f50d8caa8578", "last_release_at": "obs_078af4a7ea1d02d758ebfd64", "last_release_url": "obs_547ded37b4a87f17a4fcd376", "pushed_at": "obs_c14986d1571805f03f29b88a", "archived": "obs_2255af64502e67c280574661", "default_branch": "obs_007da8ad2a8208170f357014", "default_branch_updated_at": "obs_b4cdc731ca4d83a7860d91d1", "maintenance_status": "obs_a4cfe8444d0603d16295a597", "momentum": "obs_97b44e1c6cc764818a1cd324", "repository_topics": "obs_491994536b801cc8e682ddc3", "integrations": "obs_f0a22fbbb79f38096bafdc51", "integration_fingerprint": "obs_f0c4ffac7191eeaf90d7aa74", "deployment_models": "obs_dbb4be03c9142e1182ea7dee", "extensibility": "obs_e452eafd41531d199eb95bb0" }, "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:ferroxlabs/ijfw", "score": 8.4, "popularity": 1.0, "stars": 200, "momentum": 9.0, "score_components": { "usefulness": 9.0, "novelty": 8.0, "momentum": 7.0, "maturity": 6.6, "open_source_build_quality": 8.4, "evidence": 7.2, "commercial_workflow_potential": 9.9, "setup_ease": 6.4 }, "tier": "Gold", "verdict": "try_now", "risk": "conditional", "verification_stage": "discovered", "pricing_fingerprint": null, "pricing_summary": null, "pricing_facts": [], "pricing_checked_at": null, "pricing_stale": null, "version": "v1.6.5", "last_release_at": "2026-07-11T04:05:09Z", "last_release_url": "https://github.com/FerroxLabs/ijfw/releases/tag/v1.6.5", "maintenance_status": "active", "integration_fingerprint": "ca77f75b2cc4efc3", "integration_count": 3, "integrations": [ "Claude Code", "Model Context Protocol", "OpenAI Codex" ], "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_93cc7ca283ea526ee74efc5f", "version": "obs_2d71b9cdcfa8f50d8caa8578", "last_release_at": "obs_078af4a7ea1d02d758ebfd64", "last_release_url": "obs_547ded37b4a87f17a4fcd376", "pushed_at": "obs_c14986d1571805f03f29b88a", "archived": "obs_2255af64502e67c280574661", "default_branch": "obs_007da8ad2a8208170f357014", "default_branch_updated_at": "obs_b4cdc731ca4d83a7860d91d1", "maintenance_status": "obs_a4cfe8444d0603d16295a597", "momentum": "obs_97b44e1c6cc764818a1cd324", "repository_topics": "obs_491994536b801cc8e682ddc3", "integrations": "obs_f0a22fbbb79f38096bafdc51", "integration_fingerprint": "obs_f0c4ffac7191eeaf90d7aa74", "deployment_models": "obs_dbb4be03c9142e1182ea7dee", "extensibility": "obs_e452eafd41531d199eb95bb0" }, "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:ferroxlabs/ijfw", "score": 8.4, "popularity": 1.0, "stars": 200, "momentum": 9.0, "score_components": { "usefulness": 9.0, "novelty": 8.0, "momentum": 7.0, "maturity": 6.6, "open_source_build_quality": 8.4, "evidence": 7.2, "commercial_workflow_potential": 9.9, "setup_ease": 6.4 }, "tier": "Gold", "verdict": "try_now", "risk": "conditional", "verification_stage": "discovered", "pricing_fingerprint": null, "pricing_summary": null, "pricing_facts": [], "pricing_checked_at": null, "pricing_stale": null, "version": "v1.6.5", "last_release_at": "2026-07-11T04:05:09Z", "last_release_url": "https://github.com/FerroxLabs/ijfw/releases/tag/v1.6.5", "maintenance_status": "active", "integration_fingerprint": "ca77f75b2cc4efc3", "integration_count": 3, "integrations": [ "Claude Code", "Model Context Protocol", "OpenAI Codex" ], "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_93cc7ca283ea526ee74efc5f", "version": "obs_2d71b9cdcfa8f50d8caa8578", "last_release_at": "obs_078af4a7ea1d02d758ebfd64", "last_release_url": "obs_547ded37b4a87f17a4fcd376", "pushed_at": "obs_c14986d1571805f03f29b88a", "archived": "obs_2255af64502e67c280574661", "default_branch": "obs_007da8ad2a8208170f357014", "default_branch_updated_at": "obs_b4cdc731ca4d83a7860d91d1", "maintenance_status": "obs_a4cfe8444d0603d16295a597", "momentum": "obs_97b44e1c6cc764818a1cd324", "repository_topics": "obs_491994536b801cc8e682ddc3", "integrations": "obs_f0a22fbbb79f38096bafdc51", "integration_fingerprint": "obs_f0c4ffac7191eeaf90d7aa74", "deployment_models": "obs_dbb4be03c9142e1182ea7dee", "extensibility": "obs_e452eafd41531d199eb95bb0" }, "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:ferroxlabs/ijfw", "score": 8.4, "popularity": 1.0, "stars": 204, "momentum": 9.0, "score_components": { "usefulness": 9.0, "novelty": 8.0, "momentum": 7.0, "maturity": 6.6, "open_source_build_quality": 8.4, "evidence": 7.2, "commercial_workflow_potential": 9.9, "setup_ease": 6.4 }, "tier": "Gold", "verdict": "try_now", "risk": "conditional", "verification_stage": "discovered", "pricing_fingerprint": null, "pricing_summary": null, "pricing_facts": [], "pricing_checked_at": null, "pricing_stale": null, "version": "v1.6.5", "last_release_at": "2026-07-11T04:05:09Z", "last_release_url": "https://github.com/FerroxLabs/ijfw/releases/tag/v1.6.5", "maintenance_status": "active", "integration_fingerprint": "ca77f75b2cc4efc3", "integration_count": 3, "integrations": [ "Claude Code", "Model Context Protocol", "OpenAI Codex" ], "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_681b967fc4ad2336193e4e6e", "version": "obs_268329c4b7cfe86330f37de7", "last_release_at": "obs_0da4f1a7fcd5bb02b1a13b42", "last_release_url": "obs_f8287828cb25ef76d08fcb9f", "pushed_at": "obs_2df2e7b18fc99164e6c37291", "archived": "obs_a5997d3333aef3e43bb31b12", "default_branch": "obs_1714af1ad9b7efd89a20520b", "default_branch_updated_at": "obs_691fb2e7356613c2803c9ad4", "maintenance_status": "obs_4e3de3d6f007ade362d46e6e", "momentum": "obs_7eb55784daa3eee80a83e1bf", "repository_topics": "obs_ae85c1275d3da204f719f2ff", "integrations": "obs_25b82bc8e6e2f5f340d260b5", "integration_fingerprint": "obs_c7300d8ed03e3459b9b89f14", "deployment_models": "obs_e8ffc65259fc0304406cf3ce", "extensibility": "obs_5d8b2b8b79b6a44d84608eda" }, "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:ferroxlabs/ijfw", "score": 8.4, "popularity": 1.0, "stars": 204, "momentum": 9.0, "score_components": { "usefulness": 9.0, "novelty": 8.0, "momentum": 7.0, "maturity": 6.6, "open_source_build_quality": 8.4, "evidence": 7.2, "commercial_workflow_potential": 9.9, "setup_ease": 6.4 }, "tier": "Gold", "verdict": "try_now", "risk": "conditional", "verification_stage": "discovered", "pricing_fingerprint": null, "pricing_summary": null, "pricing_facts": [], "pricing_checked_at": null, "pricing_stale": null, "version": "v1.6.5", "last_release_at": "2026-07-11T04:05:09Z", "last_release_url": "https://github.com/FerroxLabs/ijfw/releases/tag/v1.6.5", "maintenance_status": "active", "integration_fingerprint": "ca77f75b2cc4efc3", "integration_count": 3, "integrations": [ "Claude Code", "Model Context Protocol", "OpenAI Codex" ], "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_f672456a60f6d511272df418", "version": "obs_3d936f13ec90997cb47a3253", "last_release_at": "obs_cb23ed50ea15568c4f09377a", "last_release_url": "obs_40d2f77f7f0be0c708995e7e", "pushed_at": "obs_9f566e333a82863df3cdbeee", "archived": "obs_d9e0e55c545763b77f472440", "default_branch": "obs_c3423ff87d282554e61df010", "default_branch_updated_at": "obs_b0c03cdfcceb89ba6c872b0f", "maintenance_status": "obs_9542ce5073ef209bb01b14f3", "momentum": "obs_2d99a84635186a48d9f50fad", "repository_topics": "obs_3cc6dca82d3f9241eeef870b", "integrations": "obs_fb3719df446a139633e9eef4", "integration_fingerprint": "obs_926cc902037a6479a79b8e90", "deployment_models": "obs_3143486d2d8c2ef0ba3b31b9", "extensibility": "obs_53ea5eeb57dd075f253abbec" }, "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:ferroxlabs/ijfw", "score": 8.4, "popularity": 1.0, "stars": null, "momentum": 7.0, "score_components": { "usefulness": 9.0, "novelty": 8.0, "momentum": 7.0, "maturity": 6.6, "open_source_build_quality": 8.4, "evidence": 7.2, "commercial_workflow_potential": 9.9, "setup_ease": 6.4 }, "tier": "Gold", "verdict": "try_now", "risk": "conditional", "verification_stage": "discovered", "pricing_fingerprint": null, "pricing_summary": null, "pricing_facts": [], "pricing_checked_at": null, "pricing_stale": null, "version": null, "last_release_at": null, "last_release_url": null, "maintenance_status": "not_recorded", "integration_fingerprint": null, "integration_count": 0, "integrations": [], "source_observed_at": null, "observation_source_url": null, "observation_extractor_version": null, "observation_refs": {}, "observed_fields": [ "momentum", "popularity", "risk", "score", "score_components", "tier", "verdict" ], "date": "2026-07-30", "source_build_id": "git-d6c6d356a593" }, { "id": "gh:ferroxlabs/ijfw", "score": 8.4, "popularity": 1.0, "stars": null, "momentum": 7.0, "score_components": { "usefulness": 9.0, "novelty": 8.0, "momentum": 7.0, "maturity": 6.6, "open_source_build_quality": 8.4, "evidence": 7.2, "commercial_workflow_potential": 9.9, "setup_ease": 6.4 }, "tier": "Gold", "verdict": "try_now", "risk": "conditional", "verification_stage": "discovered", "pricing_fingerprint": null, "pricing_summary": null, "pricing_facts": [], "pricing_checked_at": null, "pricing_stale": null, "version": null, "last_release_at": null, "last_release_url": null, "maintenance_status": "not_recorded", "integration_fingerprint": null, "integration_count": 0, "integrations": [], "source_observed_at": null, "observation_source_url": null, "observation_extractor_version": null, "observation_refs": {}, "observed_fields": [ "momentum", "popularity", "risk", "score", "score_components", "tier", "verdict" ], "date": "2026-07-31", "source_build_id": "git-1f6ab3b153e2" }, { "id": "gh:ferroxlabs/ijfw", "score": 8.4, "popularity": 1.0, "stars": 205, "momentum": 9.0, "score_components": { "usefulness": 9.0, "novelty": 8.0, "momentum": 7.0, "maturity": 6.6, "open_source_build_quality": 8.4, "evidence": 7.2, "commercial_workflow_potential": 9.9, "setup_ease": 6.4 }, "tier": "Gold", "verdict": "try_now", "risk": "conditional", "verification_stage": "discovered", "pricing_fingerprint": null, "pricing_summary": null, "pricing_facts": [], "pricing_checked_at": null, "pricing_stale": null, "version": "v1.6.5", "last_release_at": "2026-07-11T04:05:09Z", "last_release_url": "https://github.com/FerroxLabs/ijfw/releases/tag/v1.6.5", "maintenance_status": "active", "integration_fingerprint": "ca77f75b2cc4efc3", "integration_count": 3, "integrations": [ "Claude Code", "Model Context Protocol", "OpenAI Codex" ], "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_1ad14581242640a570531cfd", "version": "obs_6acb9ef2763f1f36e0a40a1e", "last_release_at": "obs_40f04c0fd69631d3e7e5fd0e", "last_release_url": "obs_aba0f8bdb565f3411c501287", "pushed_at": "obs_860c7677e2277fa9ff732e95", "archived": "obs_0e52c12c423277e9cdd750cb", "default_branch": "obs_4ca260f3fc831dcd5f3fbf8f", "default_branch_updated_at": "obs_e40d5d54010b02340b87b92c", "maintenance_status": "obs_148cbb283808c70672d1949f", "momentum": "obs_4377b5f04e2d8697189ccd2a", "repository_topics": "obs_1bc2f9e67c80597b6d295ea6", "integrations": "obs_61000f4b379572b45f97de4f", "integration_fingerprint": "obs_a739554a134b97c6b083f0cf", "deployment_models": "obs_a79d8c287c65b363bfb2ccce", "extensibility": "obs_80212f6dd101f58507bb2320" }, "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:ferroxlabs/ijfw", "score": 8.4, "popularity": 1.0, "stars": 205, "momentum": 9.0, "score_components": { "usefulness": 9.0, "novelty": 8.0, "momentum": 7.0, "maturity": 6.6, "open_source_build_quality": 8.4, "evidence": 7.2, "commercial_workflow_potential": 9.9, "setup_ease": 6.4 }, "tier": "Gold", "verdict": "try_now", "risk": "conditional", "verification_stage": "discovered", "pricing_fingerprint": null, "pricing_summary": null, "pricing_facts": [], "pricing_checked_at": null, "pricing_stale": null, "version": "v1.6.5", "last_release_at": "2026-07-11T04:05:09Z", "last_release_url": "https://github.com/FerroxLabs/ijfw/releases/tag/v1.6.5", "maintenance_status": "active", "integration_fingerprint": "ca77f75b2cc4efc3", "integration_count": 3, "integrations": [ "Claude Code", "Model Context Protocol", "OpenAI Codex" ], "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_99e82d4ed6bb46b1877e3a04", "version": "obs_4a584c4635ca7e8cb55bd110", "last_release_at": "obs_e47fc3707c8c3d0ab5a54c14", "last_release_url": "obs_21739b29efe8ea3e849e2c78", "pushed_at": "obs_1ecab19dc268baf8e9117b1f", "archived": "obs_4cf215f27c6fd14bb2a4a4a7", "default_branch": "obs_261e4a7747ecf0841ec4ad97", "default_branch_updated_at": "obs_5527ce7e974c1f600144e1c1", "maintenance_status": "obs_5aefd3d67a99d9b8131d45fe", "momentum": "obs_72a7e69f13da97421b3dd871", "repository_topics": "obs_b03c1276996c808b31fac1a9", "integrations": "obs_891fb66ee95873a6c3e04ac3", "integration_fingerprint": "obs_0cf7fbdad6e0c5272fb345e2", "deployment_models": "obs_3f2b0ae4e74a2db748d11dde", "extensibility": "obs_bd7129634a9f2e0c1c31018d" }, "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:ferroxlabs/ijfw", "score": 8.4, "popularity": 1.0, "stars": 205, "momentum": 9.0, "score_components": { "usefulness": 9.0, "novelty": 8.0, "momentum": 7.0, "maturity": 6.6, "open_source_build_quality": 8.4, "evidence": 7.2, "commercial_workflow_potential": 9.9, "setup_ease": 6.4 }, "tier": "Gold", "verdict": "try_now", "risk": "conditional", "verification_stage": "discovered", "pricing_fingerprint": null, "pricing_summary": null, "pricing_facts": [], "pricing_checked_at": null, "pricing_stale": null, "version": "v1.6.5", "last_release_at": "2026-07-11T04:05:09Z", "last_release_url": "https://github.com/FerroxLabs/ijfw/releases/tag/v1.6.5", "maintenance_status": "active", "integration_fingerprint": "ca77f75b2cc4efc3", "integration_count": 3, "integrations": [ "Claude Code", "Model Context Protocol", "OpenAI Codex" ], "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_36f0d5897c4b38bab1c3f301", "version": "obs_335bee55516f6cf09b3aa95c", "last_release_at": "obs_58c90f81fc9e622dcbb14e43", "last_release_url": "obs_07a192daa652e00b10c96467", "pushed_at": "obs_97c6925577bfe3705c5d3dd4", "archived": "obs_e5ffbcfebf89fc18010ed034", "default_branch": "obs_96a4f3ce5e2249c37e678f54", "default_branch_updated_at": "obs_712bb1ba713357b462dcdb34", "maintenance_status": "obs_c3bd8ce200e6bb62ca2ccba3", "momentum": "obs_65d9dc6c0ee583068deecc6a", "repository_topics": "obs_9b71d1993ca4b8f85afd240e", "integrations": "obs_00c9e4aa0ff904c972a72f5c", "integration_fingerprint": "obs_62832232c1139d945dbc7d5c", "deployment_models": "obs_93398ec3a707416d66f1b757", "extensibility": "obs_7ae5f95bab66a946c163435f" }, "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:ferroxlabs/ijfw", "score": 8.4, "popularity": 1.0, "stars": 205, "momentum": 9.0, "score_components": { "usefulness": 9.0, "novelty": 8.0, "momentum": 7.0, "maturity": 6.6, "open_source_build_quality": 8.4, "evidence": 7.2, "commercial_workflow_potential": 9.9, "setup_ease": 6.4 }, "tier": "Gold", "verdict": "try_now", "risk": "conditional", "verification_stage": "discovered", "pricing_fingerprint": null, "pricing_summary": null, "pricing_facts": [], "pricing_checked_at": null, "pricing_stale": null, "version": "v1.6.5", "last_release_at": "2026-07-11T04:05:09Z", "last_release_url": "https://github.com/FerroxLabs/ijfw/releases/tag/v1.6.5", "maintenance_status": "active", "integration_fingerprint": "ca77f75b2cc4efc3", "integration_count": 3, "integrations": [ "Claude Code", "Model Context Protocol", "OpenAI Codex" ], "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_36f0d5897c4b38bab1c3f301", "version": "obs_335bee55516f6cf09b3aa95c", "last_release_at": "obs_58c90f81fc9e622dcbb14e43", "last_release_url": "obs_07a192daa652e00b10c96467", "pushed_at": "obs_97c6925577bfe3705c5d3dd4", "archived": "obs_e5ffbcfebf89fc18010ed034", "default_branch": "obs_96a4f3ce5e2249c37e678f54", "default_branch_updated_at": "obs_712bb1ba713357b462dcdb34", "maintenance_status": "obs_c3bd8ce200e6bb62ca2ccba3", "momentum": "obs_65d9dc6c0ee583068deecc6a", "repository_topics": "obs_9b71d1993ca4b8f85afd240e", "integrations": "obs_00c9e4aa0ff904c972a72f5c", "integration_fingerprint": "obs_62832232c1139d945dbc7d5c", "deployment_models": "obs_93398ec3a707416d66f1b757", "extensibility": "obs_7ae5f95bab66a946c163435f" }, "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:ferroxlabs/ijfw", "score": 8.4, "popularity": 1.0, "stars": null, "momentum": 7.0, "score_components": { "usefulness": 9.0, "novelty": 8.0, "momentum": 7.0, "maturity": 6.6, "open_source_build_quality": 8.4, "evidence": 7.2, "commercial_workflow_potential": 9.9, "setup_ease": 6.4 }, "tier": "Gold", "verdict": "try_now", "risk": "conditional", "verification_stage": "discovered", "pricing_fingerprint": null, "pricing_summary": null, "pricing_facts": [], "pricing_checked_at": null, "pricing_stale": null, "version": null, "last_release_at": null, "last_release_url": null, "maintenance_status": "not_recorded", "integration_fingerprint": null, "integration_count": 0, "integrations": [], "source_observed_at": null, "observation_source_url": null, "observation_extractor_version": null, "observation_refs": {}, "observed_fields": [ "momentum", "popularity", "risk", "score", "score_components", "tier", "verdict" ], "date": "2026-08-05", "source_build_id": "git-e1dfd91c94e6" }, { "id": "gh:ferroxlabs/ijfw", "score": 8.4, "popularity": 1.0, "stars": null, "momentum": 7.0, "score_components": { "usefulness": 9.0, "novelty": 8.0, "momentum": 7.0, "maturity": 6.6, "open_source_build_quality": 8.4, "evidence": 7.2, "commercial_workflow_potential": 9.9, "setup_ease": 6.4 }, "tier": "Gold", "verdict": "try_now", "risk": "conditional", "verification_stage": "discovered", "pricing_fingerprint": null, "pricing_summary": null, "pricing_facts": [], "pricing_checked_at": null, "pricing_stale": null, "version": null, "last_release_at": null, "last_release_url": null, "maintenance_status": "not_recorded", "integration_fingerprint": null, "integration_count": 0, "integrations": [], "source_observed_at": null, "observation_source_url": null, "observation_extractor_version": null, "observation_refs": {}, "observed_fields": [ "momentum", "popularity", "risk", "score", "score_components", "tier", "verdict" ], "date": "2026-08-06", "source_build_id": "git-0d13b053d175" }, { "id": "gh:ferroxlabs/ijfw", "score": 8.4, "popularity": 1.0, "stars": 205, "momentum": 9.0, "score_components": { "usefulness": 9.0, "novelty": 8.0, "momentum": 7.0, "maturity": 6.6, "open_source_build_quality": 8.4, "evidence": 7.2, "commercial_workflow_potential": 9.9, "setup_ease": 6.4 }, "tier": "Gold", "verdict": "try_now", "risk": "conditional", "verification_stage": "discovered", "pricing_fingerprint": null, "pricing_summary": null, "pricing_facts": [], "pricing_checked_at": null, "pricing_stale": null, "version": "v1.6.5", "last_release_at": "2026-07-11T04:05:09Z", "last_release_url": "https://github.com/FerroxLabs/ijfw/releases/tag/v1.6.5", "maintenance_status": "active", "integration_fingerprint": "ca77f75b2cc4efc3", "integration_count": 3, "integrations": [ "Claude Code", "Model Context Protocol", "OpenAI Codex" ], "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_36f0d5897c4b38bab1c3f301", "version": "obs_335bee55516f6cf09b3aa95c", "last_release_at": "obs_58c90f81fc9e622dcbb14e43", "last_release_url": "obs_07a192daa652e00b10c96467", "pushed_at": "obs_97c6925577bfe3705c5d3dd4", "archived": "obs_e5ffbcfebf89fc18010ed034", "default_branch": "obs_96a4f3ce5e2249c37e678f54", "default_branch_updated_at": "obs_712bb1ba713357b462dcdb34", "maintenance_status": "obs_c3bd8ce200e6bb62ca2ccba3", "momentum": "obs_65d9dc6c0ee583068deecc6a", "repository_topics": "obs_9b71d1993ca4b8f85afd240e", "integrations": "obs_00c9e4aa0ff904c972a72f5c", "integration_fingerprint": "obs_62832232c1139d945dbc7d5c", "deployment_models": "obs_93398ec3a707416d66f1b757", "extensibility": "obs_7ae5f95bab66a946c163435f" }, "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:ferroxlabs/ijfw", "score": 8.4, "popularity": 1.0, "stars": 205, "momentum": 9.0, "score_components": { "usefulness": 9.0, "novelty": 8.0, "momentum": 7.0, "maturity": 6.6, "open_source_build_quality": 8.4, "evidence": 7.2, "commercial_workflow_potential": 9.9, "setup_ease": 6.4 }, "tier": "Gold", "verdict": "try_now", "risk": "conditional", "verification_stage": "discovered", "pricing_fingerprint": null, "pricing_summary": null, "pricing_facts": [], "pricing_checked_at": null, "pricing_stale": null, "version": "v1.6.5", "last_release_at": "2026-07-11T04:05:09Z", "last_release_url": "https://github.com/FerroxLabs/ijfw/releases/tag/v1.6.5", "maintenance_status": "active", "integration_fingerprint": "ca77f75b2cc4efc3", "integration_count": 3, "integrations": [ "Claude Code", "Model Context Protocol", "OpenAI Codex" ], "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_61480ea2249a80e0fc8a6822", "version": "obs_e396abda2590aef60eae8fc7", "last_release_at": "obs_9d482b4826216a47b987d268", "last_release_url": "obs_52581df113ba5847f56441fa", "pushed_at": "obs_4b9677422ddb4454a91d7d86", "archived": "obs_39b710f865711da84d392f84", "default_branch": "obs_da7b4a5ace3eebff5f1567fa", "default_branch_updated_at": "obs_0bf4d990f04ea8cc077104bd", "maintenance_status": "obs_bb071da770b26b8c9d713220", "momentum": "obs_523bcb3eab8ecf7c2e7a7968", "repository_topics": "obs_493aadb2334c9bc163645662", "integrations": "obs_d0f08e2c8f670d707809f879", "integration_fingerprint": "obs_b44e57415b0932b8b6d73ec5", "deployment_models": "obs_a79395010cb4d1d23a1763ff", "extensibility": "obs_1f504fd0cc75f80f97f1ad07" }, "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:ferroxlabs/ijfw", "score": 8.4, "popularity": 1.0, "stars": 205, "momentum": 9.0, "score_components": { "usefulness": 9.0, "novelty": 8.0, "momentum": 7.0, "maturity": 6.6, "open_source_build_quality": 8.4, "evidence": 7.2, "commercial_workflow_potential": 9.9, "setup_ease": 6.4 }, "tier": "Gold", "verdict": "try_now", "risk": "conditional", "verification_stage": "discovered", "pricing_fingerprint": null, "pricing_summary": null, "pricing_facts": [], "pricing_checked_at": null, "pricing_stale": null, "version": "v1.6.5", "last_release_at": "2026-07-11T04:05:09Z", "last_release_url": "https://github.com/FerroxLabs/ijfw/releases/tag/v1.6.5", "maintenance_status": "active", "integration_fingerprint": "ca77f75b2cc4efc3", "integration_count": 3, "integrations": [ "Claude Code", "Model Context Protocol", "OpenAI Codex" ], "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_f83dc29e6f131a46a17a4326", "version": "obs_202c377f9f38a57c3a5f3a34", "last_release_at": "obs_b16e87c6be9fb9e28ff511ca", "last_release_url": "obs_66557819c620d612a32fd610", "pushed_at": "obs_60677443a05b9099e552442e", "archived": "obs_0256f870082a7f17538f1784", "default_branch": "obs_15120df0a78a2b21feaacb85", "default_branch_updated_at": "obs_8c6834d9b221dfe68997bc35", "maintenance_status": "obs_56831dbe939817e241cb1fc6", "momentum": "obs_985d54323f832e1477f26e76", "repository_topics": "obs_385e585d8cef780983396504", "integrations": "obs_ba6bd172abe4f3836dcc8a13", "integration_fingerprint": "obs_0f48b431a90edf95abb8cb99", "deployment_models": "obs_dadc1980750bfcbf61271d44", "extensibility": "obs_e95df61568fac022ddddc5c6" }, "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:ferroxlabs/ijfw", "score": 8.4, "popularity": 1.0, "stars": 204, "momentum": 8.5, "score_components": { "usefulness": 9.0, "novelty": 8.0, "momentum": 7.0, "maturity": 6.6, "open_source_build_quality": 8.4, "evidence": 7.2, "commercial_workflow_potential": 9.9, "setup_ease": 6.4 }, "tier": "Gold", "verdict": "try_now", "risk": "conditional", "verification_stage": "discovered", "pricing_fingerprint": null, "pricing_summary": null, "pricing_facts": [], "pricing_checked_at": null, "pricing_stale": null, "version": "v1.6.5", "last_release_at": "2026-07-11T04:05:09Z", "last_release_url": "https://github.com/FerroxLabs/ijfw/releases/tag/v1.6.5", "maintenance_status": "active", "integration_fingerprint": "ca77f75b2cc4efc3", "integration_count": 3, "integrations": [ "Claude Code", "Model Context Protocol", "OpenAI Codex" ], "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_7e57937ad738d46ec64d6a3b", "version": "obs_3724011a193589ff5acece0c", "last_release_at": "obs_bb9478f8bdf6aa8a2999552d", "last_release_url": "obs_98547372d645e2dacb1c53ab", "pushed_at": "obs_baf7ed68512b4e8754f85e10", "archived": "obs_6ae186b649e1ca112453d6b9", "default_branch": "obs_98ba743ef270a4a991f26844", "default_branch_updated_at": "obs_417e411fbcda7272c1be4623", "maintenance_status": "obs_e0b71126b4626c5715e71488", "momentum": "obs_3216d1c479e6da0c4d825985", "repository_topics": "obs_52acd3bc86173cd69c1e6bef", "integrations": "obs_78ba07bbc04e0254a4e45fee", "integration_fingerprint": "obs_0bbb33e2c86129842e4c15ab", "deployment_models": "obs_e969443a5f7759f7555fe87e", "extensibility": "obs_8652015adde58e42e63a1519" }, "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:ferroxlabs/ijfw", "score": 8.4, "popularity": 1.0, "stars": 204, "momentum": 9.0, "score_components": { "usefulness": 9.0, "novelty": 8.0, "momentum": 7.0, "maturity": 6.6, "open_source_build_quality": 8.4, "evidence": 7.2, "commercial_workflow_potential": 9.9, "setup_ease": 6.4 }, "tier": "Gold", "verdict": "try_now", "risk": "conditional", "verification_stage": "discovered", "pricing_fingerprint": null, "pricing_summary": null, "pricing_facts": [], "pricing_checked_at": null, "pricing_stale": null, "version": "v1.6.5", "last_release_at": "2026-07-11T04:05:09Z", "last_release_url": "https://github.com/FerroxLabs/ijfw/releases/tag/v1.6.5", "maintenance_status": "active", "integration_fingerprint": "ca77f75b2cc4efc3", "integration_count": 3, "integrations": [ "Claude Code", "Model Context Protocol", "OpenAI Codex" ], "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_ab570aa116ce4c5838402e80", "version": "obs_f5ead44f35e3c0248a99be69", "last_release_at": "obs_321359f522781e7edbcdd910", "last_release_url": "obs_9406a992f611845efaaaa563", "pushed_at": "obs_7102a2b60573ba517e1adddd", "archived": "obs_ebf40abb589c26cd0dabc555", "default_branch": "obs_6edc48812dec3f81cc8014c6", "default_branch_updated_at": "obs_8e3f5593a6393bbd1ccf0ff1", "maintenance_status": "obs_374f6943f6705e4a4c1f0803", "momentum": "obs_f6c6f55abffe294726ed265d", "repository_topics": "obs_94077b0eea753e43ba2f56ad", "integrations": "obs_880f14a7ddd1062abfae7085", "integration_fingerprint": "obs_fc7ddef1e98405aecf7f3d4b", "deployment_models": "obs_5df7ea7ee0e14ed36b6759ea", "extensibility": "obs_4c644f9bbbaa125b9b696e4e" }, "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:ferroxlabs/ijfw", "score": 8.4, "popularity": 1.0, "stars": 204, "momentum": 9.0, "score_components": { "usefulness": 9.0, "novelty": 8.0, "momentum": 7.0, "maturity": 6.6, "open_source_build_quality": 8.4, "evidence": 7.2, "commercial_workflow_potential": 9.9, "setup_ease": 6.4 }, "tier": "Gold", "verdict": "try_now", "risk": "conditional", "verification_stage": "discovered", "pricing_fingerprint": null, "pricing_summary": null, "pricing_facts": [], "pricing_checked_at": null, "pricing_stale": null, "version": "v1.6.5", "last_release_at": "2026-07-11T04:05:09Z", "last_release_url": "https://github.com/FerroxLabs/ijfw/releases/tag/v1.6.5", "maintenance_status": "active", "integration_fingerprint": "ca77f75b2cc4efc3", "integration_count": 3, "integrations": [ "Claude Code", "Model Context Protocol", "OpenAI Codex" ], "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_bd70faec87da33e03a92907b", "version": "obs_851ff526728e98a353e0b242", "last_release_at": "obs_b10c8559d8fb4fe1f989af99", "last_release_url": "obs_994b6e61921a3efa25c16ade", "pushed_at": "obs_601cb6b8dceeed8678784068", "archived": "obs_4f05e4b64a14038dc0518f82", "default_branch": "obs_e1232020285f70e7533af578", "default_branch_updated_at": "obs_d520c9ef1ac688c6465b93fb", "maintenance_status": "obs_b8ec1ef5e34badda97482655", "momentum": "obs_11c04427fdc6a5c0ee8082e7", "repository_topics": "obs_dd6224aa2cdb76322f1a7ebd", "integrations": "obs_3b1f66e71b199e1f1139e6e2", "integration_fingerprint": "obs_cd5881633a26f90e555c5e77", "deployment_models": "obs_9059601cbd9c853a8550b65c", "extensibility": "obs_bb1c66179e720ab77298ccd6" }, "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:ferroxlabs/ijfw", "score": 8.4, "popularity": 1.0, "stars": 205, "momentum": 9.0, "score_components": { "usefulness": 9.0, "novelty": 8.0, "momentum": 7.0, "maturity": 6.6, "open_source_build_quality": 8.4, "evidence": 7.2, "commercial_workflow_potential": 9.9, "setup_ease": 6.4 }, "tier": "Gold", "verdict": "try_now", "risk": "conditional", "verification_stage": "discovered", "pricing_fingerprint": null, "pricing_summary": null, "pricing_facts": [], "pricing_checked_at": null, "pricing_stale": null, "version": "v1.6.5", "last_release_at": "2026-07-11T04:05:09Z", "last_release_url": "https://github.com/FerroxLabs/ijfw/releases/tag/v1.6.5", "maintenance_status": "active", "integration_fingerprint": "ca77f75b2cc4efc3", "integration_count": 3, "integrations": [ "Claude Code", "Model Context Protocol", "OpenAI Codex" ], "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_08b82911c98bb56aa891eac5", "version": "obs_608fd7265f71409a3095c8a9", "last_release_at": "obs_91e321bb65172c1ce5456006", "last_release_url": "obs_3b033d4fdcf358365722be20", "pushed_at": "obs_abecde6bbf27331f5539e978", "archived": "obs_fba7324e5a8b11f35b131559", "default_branch": "obs_5cac52ab3d677c614b67d859", "default_branch_updated_at": "obs_ac183c7d80269f37ff03f498", "maintenance_status": "obs_759bcf9cbd775cea2fa6ad41", "momentum": "obs_ebfa311a9b79c3d783da5689", "repository_topics": "obs_299273125a1d81a16f8113ab", "integrations": "obs_899cc1b294d2bf01d9fcacdb", "integration_fingerprint": "obs_d2e9cccb916ace5b3367d180", "deployment_models": "obs_9a6925fbf3bf1fef9913f6ad", "extensibility": "obs_ae5a10a3cf75614c6355a3cb" }, "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_4d20c6937d3dd0cb0ccf", "entity_id": "gh:ferroxlabs/ijfw", "item_url": "/item/ferroxlabs-ijfw/", "title": "FerroxLabs/ijfw", "category": "other", "kind": "stars_changed", "occurred_at": "2026-08-13T19:31:03.163686Z", "before": 204, "after": 205, "explanation": "Stars changed: 204 → 205.", "explanation_scope": "catalog_snapshot_delta", "evidence_refs": {}, "tier": "Gold", "risk": "conditional", "verdict": "try_now", "score": 8.4, "entity_kind": "open_source", "verification_stage": "discovered", "type": "Developer Tool", "section": "Developer Workflow", "local_ai": false, "local_model_compatible": false, "discovery_topic": "agent_framework", "discovery_topic_status": "candidate", "setup_ease": 6.4, "best_for": [ "Developers switching between Claude Code, Codex, Cursor, and similar agent CLIs", "Teams that want persistent cross-session memory without locking into one agent vendor" ], "risk_categories": [], "search_text": "ferroxlabs/ijfw ferroxlabs open_source other agent_framework gold conditional try_now developers switching between claude code, codex, cursor, and similar agent clis teams that want persistent cross-session memory without locking into one agent vendor claude code model context protocol openai codex model context protocol", "material_mover": false }, { "id": "evt_c0a9ce32460803f561f5", "entity_id": "gh:ferroxlabs/ijfw", "item_url": "/item/ferroxlabs-ijfw/", "title": "FerroxLabs/ijfw", "category": "other", "kind": "stars_changed", "occurred_at": "2026-08-10T10:18:02.453550Z", "before": 205, "after": 204, "explanation": "Stars changed: 205 → 204.", "explanation_scope": "catalog_snapshot_delta", "evidence_refs": {}, "tier": "Gold", "risk": "conditional", "verdict": "try_now", "score": 8.4, "entity_kind": "open_source", "verification_stage": "discovered", "type": "Developer Tool", "section": "Developer Workflow", "local_ai": false, "local_model_compatible": false, "discovery_topic": "agent_framework", "discovery_topic_status": "candidate", "setup_ease": 6.4, "best_for": [ "Developers switching between Claude Code, Codex, Cursor, and similar agent CLIs", "Teams that want persistent cross-session memory without locking into one agent vendor" ], "risk_categories": [], "search_text": "ferroxlabs/ijfw ferroxlabs open_source other agent_framework gold conditional try_now developers switching between claude code, codex, cursor, and similar agent clis teams that want persistent cross-session memory without locking into one agent vendor claude code model context protocol openai codex model context protocol", "material_mover": false }, { "id": "evt_51953b6f61aca1b51067", "entity_id": "gh:ferroxlabs/ijfw", "item_url": "/item/ferroxlabs-ijfw/", "title": "FerroxLabs/ijfw", "category": "other", "kind": "stars_changed", "occurred_at": "2026-07-28T07:11:06.213377Z", "before": 200, "after": 204, "explanation": "Stars changed: 200 → 204.", "explanation_scope": "catalog_snapshot_delta", "evidence_refs": {}, "tier": "Gold", "risk": "conditional", "verdict": "try_now", "score": 8.4, "entity_kind": "open_source", "verification_stage": "discovered", "type": "Developer Tool", "section": "Developer Workflow", "local_ai": false, "local_model_compatible": false, "discovery_topic": "agent_framework", "discovery_topic_status": "candidate", "setup_ease": 6.4, "best_for": [ "Developers switching between Claude Code, Codex, Cursor, and similar agent CLIs", "Teams that want persistent cross-session memory without locking into one agent vendor" ], "risk_categories": [], "search_text": "ferroxlabs/ijfw ferroxlabs open_source other agent_framework gold conditional try_now developers switching between claude code, codex, cursor, and similar agent clis teams that want persistent cross-session memory without locking into one agent vendor claude code model context protocol openai codex model context protocol", "material_mover": false }, { "id": "evt_6811f25d465557250baa", "entity_id": "gh:ferroxlabs/ijfw", "item_url": "/item/ferroxlabs-ijfw/", "title": "FerroxLabs/ijfw", "category": "other", "kind": "stars_changed", "occurred_at": "2026-07-17T09:45:55.725732Z", "before": 197, "after": 200, "explanation": "Stars changed: 197 → 200.", "explanation_scope": "catalog_snapshot_delta", "evidence_refs": {}, "tier": "Gold", "risk": "conditional", "verdict": "try_now", "score": 8.4, "entity_kind": "open_source", "verification_stage": "discovered", "type": "Developer Tool", "section": "Developer Workflow", "local_ai": false, "local_model_compatible": false, "discovery_topic": "agent_framework", "discovery_topic_status": "candidate", "setup_ease": 6.4, "best_for": [ "Developers switching between Claude Code, Codex, Cursor, and similar agent CLIs", "Teams that want persistent cross-session memory without locking into one agent vendor" ], "risk_categories": [], "search_text": "ferroxlabs/ijfw ferroxlabs open_source other agent_framework gold conditional try_now developers switching between claude code, codex, cursor, and similar agent clis teams that want persistent cross-session memory without locking into one agent vendor claude code model context protocol openai codex model context protocol", "material_mover": false } ] }