{
  "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:memodb-io/acontext",
  "points": [
    {
      "id": "gh:memodb-io/acontext",
      "score": 8.2,
      "popularity": 8.4,
      "stars": null,
      "momentum": 8.0,
      "score_components": {
        "usefulness": 8.0,
        "novelty": 8.0,
        "momentum": 8.0,
        "maturity": 6.6,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.7,
        "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:memodb-io/acontext",
      "score": 8.2,
      "popularity": 8.4,
      "stars": null,
      "momentum": 8.0,
      "score_components": {
        "usefulness": 8.0,
        "novelty": 8.0,
        "momentum": 8.0,
        "maturity": 6.6,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.7,
        "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:memodb-io/acontext",
      "score": 8.2,
      "popularity": 8.4,
      "stars": null,
      "momentum": 8.0,
      "score_components": {
        "usefulness": 8.0,
        "novelty": 8.0,
        "momentum": 8.0,
        "maturity": 6.6,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.7,
        "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:memodb-io/acontext",
      "score": 8.2,
      "popularity": 8.4,
      "stars": null,
      "momentum": 8.0,
      "score_components": {
        "usefulness": 8.0,
        "novelty": 8.0,
        "momentum": 8.0,
        "maturity": 6.6,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.7,
        "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:memodb-io/acontext",
      "score": 8.2,
      "popularity": 8.4,
      "stars": null,
      "momentum": 8.0,
      "score_components": {
        "usefulness": 8.0,
        "novelty": 8.0,
        "momentum": 8.0,
        "maturity": 6.6,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.7,
        "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:memodb-io/acontext",
      "score": 8.2,
      "popularity": 8.4,
      "stars": null,
      "momentum": 8.0,
      "score_components": {
        "usefulness": 8.0,
        "novelty": 8.0,
        "momentum": 8.0,
        "maturity": 6.6,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.7,
        "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:memodb-io/acontext",
      "score": 8.2,
      "popularity": 8.4,
      "stars": null,
      "momentum": 8.0,
      "score_components": {
        "usefulness": 8.0,
        "novelty": 8.0,
        "momentum": 8.0,
        "maturity": 6.6,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.7,
        "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:memodb-io/acontext",
      "score": 8.2,
      "popularity": 8.4,
      "stars": null,
      "momentum": 8.0,
      "score_components": {
        "usefulness": 8.0,
        "novelty": 8.0,
        "momentum": 8.0,
        "maturity": 6.6,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.7,
        "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:memodb-io/acontext",
      "score": 8.2,
      "popularity": 8.4,
      "stars": null,
      "momentum": 8.0,
      "score_components": {
        "usefulness": 8.0,
        "novelty": 8.0,
        "momentum": 8.0,
        "maturity": 6.6,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.7,
        "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:memodb-io/acontext",
      "score": 8.2,
      "popularity": 8.4,
      "stars": null,
      "momentum": 8.0,
      "score_components": {
        "usefulness": 8.0,
        "novelty": 8.0,
        "momentum": 8.0,
        "maturity": 6.6,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.7,
        "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:memodb-io/acontext",
      "score": 8.2,
      "popularity": 8.4,
      "stars": null,
      "momentum": 8.0,
      "score_components": {
        "usefulness": 8.0,
        "novelty": 8.0,
        "momentum": 8.0,
        "maturity": 6.6,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.7,
        "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:memodb-io/acontext",
      "score": 8.2,
      "popularity": 8.4,
      "stars": null,
      "momentum": 8.0,
      "score_components": {
        "usefulness": 8.0,
        "novelty": 8.0,
        "momentum": 8.0,
        "maturity": 6.6,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.7,
        "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:memodb-io/acontext",
      "score": 8.2,
      "popularity": 8.4,
      "stars": null,
      "momentum": 8.0,
      "score_components": {
        "usefulness": 8.0,
        "novelty": 8.0,
        "momentum": 8.0,
        "maturity": 6.6,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.7,
        "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:memodb-io/acontext",
      "score": 8.2,
      "popularity": 8.4,
      "stars": null,
      "momentum": 8.0,
      "score_components": {
        "usefulness": 8.0,
        "novelty": 8.0,
        "momentum": 8.0,
        "maturity": 6.6,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.7,
        "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:memodb-io/acontext",
      "score": 8.2,
      "popularity": 8.4,
      "stars": null,
      "momentum": 8.0,
      "score_components": {
        "usefulness": 8.0,
        "novelty": 8.0,
        "momentum": 8.0,
        "maturity": 6.6,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.7,
        "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:memodb-io/acontext",
      "score": 8.2,
      "popularity": 8.4,
      "stars": null,
      "momentum": 8.0,
      "score_components": {
        "usefulness": 8.0,
        "novelty": 8.0,
        "momentum": 8.0,
        "maturity": 6.6,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.7,
        "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:memodb-io/acontext",
      "score": 8.2,
      "popularity": 8.4,
      "stars": null,
      "momentum": 8.0,
      "score_components": {
        "usefulness": 8.0,
        "novelty": 8.0,
        "momentum": 8.0,
        "maturity": 6.6,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.7,
        "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:memodb-io/acontext",
      "score": 8.2,
      "popularity": 8.4,
      "stars": null,
      "momentum": 8.0,
      "score_components": {
        "usefulness": 8.0,
        "novelty": 8.0,
        "momentum": 8.0,
        "maturity": 6.6,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.7,
        "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:memodb-io/acontext",
      "score": 8.2,
      "popularity": 8.4,
      "stars": null,
      "momentum": 8.0,
      "score_components": {
        "usefulness": 8.0,
        "novelty": 8.0,
        "momentum": 8.0,
        "maturity": 6.6,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.7,
        "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:memodb-io/acontext",
      "score": 8.2,
      "popularity": 8.4,
      "stars": null,
      "momentum": 8.0,
      "score_components": {
        "usefulness": 8.0,
        "novelty": 8.0,
        "momentum": 8.0,
        "maturity": 6.6,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.7,
        "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:memodb-io/acontext",
      "score": 8.2,
      "popularity": 8.4,
      "stars": null,
      "momentum": 8.0,
      "score_components": {
        "usefulness": 8.0,
        "novelty": 8.0,
        "momentum": 8.0,
        "maturity": 6.6,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.7,
        "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:memodb-io/acontext",
      "score": 8.2,
      "popularity": 8.4,
      "stars": 3577,
      "momentum": 7.5,
      "score_components": {
        "usefulness": 8.0,
        "novelty": 8.0,
        "momentum": 8.0,
        "maturity": 6.6,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.7,
        "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": "sdk-ts/v0.1.21",
      "last_release_at": "2026-04-08T11:27:27Z",
      "last_release_url": "https://github.com/memodb-io/Acontext/releases/tag/sdk-ts/v0.1.21",
      "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_c722e54f1915a68523f9657a",
        "version": "obs_6079507b063d33254ed4b4f4",
        "last_release_at": "obs_1f5d92d6d567adc2668bbdea",
        "last_release_url": "obs_e62e5c68ca904abe9438b72e",
        "pushed_at": "obs_1f23f1d6ddce84d10254c2e8",
        "archived": "obs_1e1bd78fc68adde5aae2905c",
        "default_branch": "obs_e68a999fe5fc3a71e4cf7d56",
        "default_branch_updated_at": "obs_140031d2733cff2f52797fac",
        "maintenance_status": "obs_280b39526fd8e55265c33f43",
        "momentum": "obs_5f36be5ebab55e59bf6fdf2c"
      },
      "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:memodb-io/acontext",
      "score": 8.2,
      "popularity": 8.4,
      "stars": 3580,
      "momentum": 9.0,
      "score_components": {
        "usefulness": 8.0,
        "novelty": 8.0,
        "momentum": 8.0,
        "maturity": 6.6,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.7,
        "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": "sdk-ts/v0.1.21",
      "last_release_at": "2026-04-08T11:27:27Z",
      "last_release_url": "https://github.com/memodb-io/Acontext/releases/tag/sdk-ts/v0.1.21",
      "maintenance_status": "active",
      "integration_fingerprint": "8b6bda962c8aeac7",
      "integration_count": 2,
      "integrations": [
        "Anthropic",
        "OpenAI"
      ],
      "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_acc0ed862e0601f86bdeecc7",
        "version": "obs_ec2fc6aa413fdcf365b282a8",
        "last_release_at": "obs_7a0c3e7af64245695f976e44",
        "last_release_url": "obs_3dc4c7a52258fe322d99c2fe",
        "pushed_at": "obs_35aea0614bd88a3fe3c5084a",
        "archived": "obs_83de7a8620d378373aea8f22",
        "default_branch": "obs_9f219660207a44a44eff9a36",
        "default_branch_updated_at": "obs_33d9274c07be15d856868ecf",
        "maintenance_status": "obs_65c4535b64824e48c8d4231f",
        "momentum": "obs_f171988cd302c390cfe632d4",
        "repository_topics": "obs_7e66dfd3af1e6ab5ba4ee506",
        "integrations": "obs_78319e78fb46993481133673",
        "integration_fingerprint": "obs_14e29880c43cc01fe998beae",
        "deployment_models": "obs_4e3fa8ac0d5e953eee6746ad",
        "extensibility": "obs_90f5f96a2ca233626f9279af"
      },
      "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:memodb-io/acontext",
      "score": 8.2,
      "popularity": 8.4,
      "stars": 3580,
      "momentum": 9.0,
      "score_components": {
        "usefulness": 8.0,
        "novelty": 8.0,
        "momentum": 8.0,
        "maturity": 6.6,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.7,
        "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": "sdk-ts/v0.1.21",
      "last_release_at": "2026-04-08T11:27:27Z",
      "last_release_url": "https://github.com/memodb-io/Acontext/releases/tag/sdk-ts/v0.1.21",
      "maintenance_status": "active",
      "integration_fingerprint": "8b6bda962c8aeac7",
      "integration_count": 2,
      "integrations": [
        "Anthropic",
        "OpenAI"
      ],
      "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_acc0ed862e0601f86bdeecc7",
        "version": "obs_ec2fc6aa413fdcf365b282a8",
        "last_release_at": "obs_7a0c3e7af64245695f976e44",
        "last_release_url": "obs_3dc4c7a52258fe322d99c2fe",
        "pushed_at": "obs_35aea0614bd88a3fe3c5084a",
        "archived": "obs_83de7a8620d378373aea8f22",
        "default_branch": "obs_9f219660207a44a44eff9a36",
        "default_branch_updated_at": "obs_33d9274c07be15d856868ecf",
        "maintenance_status": "obs_65c4535b64824e48c8d4231f",
        "momentum": "obs_f171988cd302c390cfe632d4",
        "repository_topics": "obs_7e66dfd3af1e6ab5ba4ee506",
        "integrations": "obs_78319e78fb46993481133673",
        "integration_fingerprint": "obs_14e29880c43cc01fe998beae",
        "deployment_models": "obs_4e3fa8ac0d5e953eee6746ad",
        "extensibility": "obs_90f5f96a2ca233626f9279af"
      },
      "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:memodb-io/acontext",
      "score": 8.2,
      "popularity": 8.4,
      "stars": 3580,
      "momentum": 9.0,
      "score_components": {
        "usefulness": 8.0,
        "novelty": 8.0,
        "momentum": 8.0,
        "maturity": 6.6,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.7,
        "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": "sdk-ts/v0.1.21",
      "last_release_at": "2026-04-08T11:27:27Z",
      "last_release_url": "https://github.com/memodb-io/Acontext/releases/tag/sdk-ts/v0.1.21",
      "maintenance_status": "active",
      "integration_fingerprint": "8b6bda962c8aeac7",
      "integration_count": 2,
      "integrations": [
        "Anthropic",
        "OpenAI"
      ],
      "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_acc0ed862e0601f86bdeecc7",
        "version": "obs_ec2fc6aa413fdcf365b282a8",
        "last_release_at": "obs_7a0c3e7af64245695f976e44",
        "last_release_url": "obs_3dc4c7a52258fe322d99c2fe",
        "pushed_at": "obs_35aea0614bd88a3fe3c5084a",
        "archived": "obs_83de7a8620d378373aea8f22",
        "default_branch": "obs_9f219660207a44a44eff9a36",
        "default_branch_updated_at": "obs_33d9274c07be15d856868ecf",
        "maintenance_status": "obs_65c4535b64824e48c8d4231f",
        "momentum": "obs_f171988cd302c390cfe632d4",
        "repository_topics": "obs_7e66dfd3af1e6ab5ba4ee506",
        "integrations": "obs_78319e78fb46993481133673",
        "integration_fingerprint": "obs_14e29880c43cc01fe998beae",
        "deployment_models": "obs_4e3fa8ac0d5e953eee6746ad",
        "extensibility": "obs_90f5f96a2ca233626f9279af"
      },
      "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:memodb-io/acontext",
      "score": 8.2,
      "popularity": 8.4,
      "stars": 3580,
      "momentum": 9.0,
      "score_components": {
        "usefulness": 8.0,
        "novelty": 8.0,
        "momentum": 8.0,
        "maturity": 6.6,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.7,
        "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": "sdk-ts/v0.1.21",
      "last_release_at": "2026-04-08T11:27:27Z",
      "last_release_url": "https://github.com/memodb-io/Acontext/releases/tag/sdk-ts/v0.1.21",
      "maintenance_status": "active",
      "integration_fingerprint": "8b6bda962c8aeac7",
      "integration_count": 2,
      "integrations": [
        "Anthropic",
        "OpenAI"
      ],
      "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_acc0ed862e0601f86bdeecc7",
        "version": "obs_ec2fc6aa413fdcf365b282a8",
        "last_release_at": "obs_7a0c3e7af64245695f976e44",
        "last_release_url": "obs_3dc4c7a52258fe322d99c2fe",
        "pushed_at": "obs_35aea0614bd88a3fe3c5084a",
        "archived": "obs_83de7a8620d378373aea8f22",
        "default_branch": "obs_9f219660207a44a44eff9a36",
        "default_branch_updated_at": "obs_33d9274c07be15d856868ecf",
        "maintenance_status": "obs_65c4535b64824e48c8d4231f",
        "momentum": "obs_f171988cd302c390cfe632d4",
        "repository_topics": "obs_7e66dfd3af1e6ab5ba4ee506",
        "integrations": "obs_78319e78fb46993481133673",
        "integration_fingerprint": "obs_14e29880c43cc01fe998beae",
        "deployment_models": "obs_4e3fa8ac0d5e953eee6746ad",
        "extensibility": "obs_90f5f96a2ca233626f9279af"
      },
      "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:memodb-io/acontext",
      "score": 8.2,
      "popularity": 8.4,
      "stars": 3580,
      "momentum": 9.0,
      "score_components": {
        "usefulness": 8.0,
        "novelty": 8.0,
        "momentum": 8.0,
        "maturity": 6.6,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.7,
        "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": "sdk-ts/v0.1.21",
      "last_release_at": "2026-04-08T11:27:27Z",
      "last_release_url": "https://github.com/memodb-io/Acontext/releases/tag/sdk-ts/v0.1.21",
      "maintenance_status": "active",
      "integration_fingerprint": "8b6bda962c8aeac7",
      "integration_count": 2,
      "integrations": [
        "Anthropic",
        "OpenAI"
      ],
      "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_acc0ed862e0601f86bdeecc7",
        "version": "obs_ec2fc6aa413fdcf365b282a8",
        "last_release_at": "obs_7a0c3e7af64245695f976e44",
        "last_release_url": "obs_3dc4c7a52258fe322d99c2fe",
        "pushed_at": "obs_35aea0614bd88a3fe3c5084a",
        "archived": "obs_83de7a8620d378373aea8f22",
        "default_branch": "obs_9f219660207a44a44eff9a36",
        "default_branch_updated_at": "obs_33d9274c07be15d856868ecf",
        "maintenance_status": "obs_65c4535b64824e48c8d4231f",
        "momentum": "obs_f171988cd302c390cfe632d4",
        "repository_topics": "obs_7e66dfd3af1e6ab5ba4ee506",
        "integrations": "obs_78319e78fb46993481133673",
        "integration_fingerprint": "obs_14e29880c43cc01fe998beae",
        "deployment_models": "obs_4e3fa8ac0d5e953eee6746ad",
        "extensibility": "obs_90f5f96a2ca233626f9279af"
      },
      "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:memodb-io/acontext",
      "score": 8.2,
      "popularity": 8.4,
      "stars": 3586,
      "momentum": 7.5,
      "score_components": {
        "usefulness": 8.0,
        "novelty": 8.0,
        "momentum": 8.0,
        "maturity": 6.6,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.7,
        "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": "sdk-ts/v0.1.21",
      "last_release_at": "2026-04-08T11:27:27Z",
      "last_release_url": "https://github.com/memodb-io/Acontext/releases/tag/sdk-ts/v0.1.21",
      "maintenance_status": "active",
      "integration_fingerprint": "8b6bda962c8aeac7",
      "integration_count": 2,
      "integrations": [
        "Anthropic",
        "OpenAI"
      ],
      "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_c7284ad11ee4605fd26f7612",
        "version": "obs_fdc1be2fda82357b65b50983",
        "last_release_at": "obs_e36037da49e01e4a52705d33",
        "last_release_url": "obs_d0000c624b826343e8fd7e1f",
        "pushed_at": "obs_13231896f92aa64f90b15448",
        "archived": "obs_1cc07c2e4156c4cf0a91289b",
        "default_branch": "obs_6253d9635a7d402eec483733",
        "default_branch_updated_at": "obs_02d5223151b9e39f99d8a428",
        "maintenance_status": "obs_b73af1f22659034ec34f981d",
        "momentum": "obs_6e948581a50bdaed2cbf29b8",
        "repository_topics": "obs_d103358a18efb31700b0b434",
        "integrations": "obs_1c364d2f26e4434fca215db4",
        "integration_fingerprint": "obs_4c740a4d79978222470ec939",
        "deployment_models": "obs_2b7ecc991e420e0ee73ac866",
        "extensibility": "obs_10790a753393a301a0cd49a1"
      },
      "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:memodb-io/acontext",
      "score": 8.2,
      "popularity": 8.4,
      "stars": 3589,
      "momentum": 7.8,
      "score_components": {
        "usefulness": 8.0,
        "novelty": 8.0,
        "momentum": 8.0,
        "maturity": 6.6,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.7,
        "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": "sdk-ts/v0.1.21",
      "last_release_at": "2026-04-08T11:27:27Z",
      "last_release_url": "https://github.com/memodb-io/Acontext/releases/tag/sdk-ts/v0.1.21",
      "maintenance_status": "active",
      "integration_fingerprint": "8b6bda962c8aeac7",
      "integration_count": 2,
      "integrations": [
        "Anthropic",
        "OpenAI"
      ],
      "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_78bed95eb3f54e3ca61afbdd",
        "version": "obs_1c397677fd01effda98f03ac",
        "last_release_at": "obs_724e41f51980326dd3896f23",
        "last_release_url": "obs_fe75b8d79daca9bacdaa2356",
        "pushed_at": "obs_52d07809877a0e6d5e9b1392",
        "archived": "obs_73b0906f39699d90ecbab824",
        "default_branch": "obs_445c5eed859389d71c34e309",
        "default_branch_updated_at": "obs_46295273d77a1142f6153b87",
        "maintenance_status": "obs_20308af74480b19ccbe62bde",
        "momentum": "obs_dd7c847cd702ebc27c307b75",
        "repository_topics": "obs_7c13653ea54e7c5e87277b13",
        "integrations": "obs_91fc71ca3d3cfbf55f3883bb",
        "integration_fingerprint": "obs_4b19c008b8a7adf393a174b9",
        "deployment_models": "obs_72017882e492c5e8e9e6b470",
        "extensibility": "obs_6a0f71ce62f478a373a1db49"
      },
      "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:memodb-io/acontext",
      "score": 8.2,
      "popularity": 8.4,
      "stars": null,
      "momentum": 8.0,
      "score_components": {
        "usefulness": 8.0,
        "novelty": 8.0,
        "momentum": 8.0,
        "maturity": 6.6,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.7,
        "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": "2026-07-30",
      "source_build_id": "git-d6c6d356a593"
    },
    {
      "id": "gh:memodb-io/acontext",
      "score": 8.2,
      "popularity": 8.4,
      "stars": null,
      "momentum": 8.0,
      "score_components": {
        "usefulness": 8.0,
        "novelty": 8.0,
        "momentum": 8.0,
        "maturity": 6.6,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.7,
        "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": "2026-07-31",
      "source_build_id": "git-1f6ab3b153e2"
    },
    {
      "id": "gh:memodb-io/acontext",
      "score": 8.2,
      "popularity": 8.4,
      "stars": 3594,
      "momentum": 7.5,
      "score_components": {
        "usefulness": 8.0,
        "novelty": 8.0,
        "momentum": 8.0,
        "maturity": 6.6,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.7,
        "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": "sdk-ts/v0.1.21",
      "last_release_at": "2026-04-08T11:27:27Z",
      "last_release_url": "https://github.com/memodb-io/Acontext/releases/tag/sdk-ts/v0.1.21",
      "maintenance_status": "active",
      "integration_fingerprint": "8b6bda962c8aeac7",
      "integration_count": 2,
      "integrations": [
        "Anthropic",
        "OpenAI"
      ],
      "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_eade0abeac9143a622883355",
        "version": "obs_2d23a68903e78abebac7c6cf",
        "last_release_at": "obs_e7d65278e2b0e50343c05914",
        "last_release_url": "obs_2bee757b729c05986233fd36",
        "pushed_at": "obs_08237c11e32445d64cb89c94",
        "archived": "obs_7b7637d68cda94f4f838df7e",
        "default_branch": "obs_e8f262fa1d1cfe2b879d5645",
        "default_branch_updated_at": "obs_546fcc730e6ca93a2985e26a",
        "maintenance_status": "obs_b9226dff4ed689a61a653455",
        "momentum": "obs_c6b76ad1d677d3d2b68efb17",
        "repository_topics": "obs_8fa50e22a91678c0528f76f4",
        "integrations": "obs_c56e2663c63d95996d31c63d",
        "integration_fingerprint": "obs_51415777569bc297dfc02d76",
        "deployment_models": "obs_3018c61eea1b1e516ed31c0f",
        "extensibility": "obs_ca7e460ab2ed94877a8f3d1e"
      },
      "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:memodb-io/acontext",
      "score": 8.2,
      "popularity": 8.4,
      "stars": 3631,
      "momentum": 8.1,
      "score_components": {
        "usefulness": 8.0,
        "novelty": 8.0,
        "momentum": 8.0,
        "maturity": 6.6,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.7,
        "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": "sdk-ts/v0.1.21",
      "last_release_at": "2026-04-08T11:27:27Z",
      "last_release_url": "https://github.com/memodb-io/Acontext/releases/tag/sdk-ts/v0.1.21",
      "maintenance_status": "active",
      "integration_fingerprint": "8b6bda962c8aeac7",
      "integration_count": 2,
      "integrations": [
        "Anthropic",
        "OpenAI"
      ],
      "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_43e3c0f925388008c593dccb",
        "version": "obs_4ca5d97ac727b6ccbc6799bf",
        "last_release_at": "obs_22b8d03c9f9cc2b566cdf8fd",
        "last_release_url": "obs_f9d983eef9934600daeee124",
        "pushed_at": "obs_3da302bff61bb042b3fe2f6c",
        "archived": "obs_70eb97aac0d1f57803fbc34f",
        "default_branch": "obs_51f03b31b7b94cc137040a8b",
        "default_branch_updated_at": "obs_25d233cf006cf5505b10f23f",
        "maintenance_status": "obs_3f56916eb42e3178540f871c",
        "momentum": "obs_46792310103a2892dd4cf8d9",
        "repository_topics": "obs_305b49fe8a2ff0dd44fc0f6a",
        "integrations": "obs_7fa3dfaa42e4b9a859941534",
        "integration_fingerprint": "obs_51975e889b5a9afc38956f34",
        "deployment_models": "obs_7ca937a21bbd8d063e263d2a",
        "extensibility": "obs_4347ef831375cf9a0a75d41a"
      },
      "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:memodb-io/acontext",
      "score": 8.2,
      "popularity": 8.4,
      "stars": 3644,
      "momentum": 8.1,
      "score_components": {
        "usefulness": 8.0,
        "novelty": 8.0,
        "momentum": 8.0,
        "maturity": 6.6,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.7,
        "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": "sdk-ts/v0.1.21",
      "last_release_at": "2026-04-08T11:27:27Z",
      "last_release_url": "https://github.com/memodb-io/Acontext/releases/tag/sdk-ts/v0.1.21",
      "maintenance_status": "active",
      "integration_fingerprint": "8b6bda962c8aeac7",
      "integration_count": 2,
      "integrations": [
        "Anthropic",
        "OpenAI"
      ],
      "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_89840af2fafcd5918fa681b9",
        "version": "obs_7e1d24ae5b1ecb493480199f",
        "last_release_at": "obs_15ca1d329e464fb3da075c55",
        "last_release_url": "obs_d2f739b979d585a284aadcdc",
        "pushed_at": "obs_9295375b592f240ad2636e08",
        "archived": "obs_9188c64687dba24e9561105a",
        "default_branch": "obs_f0441a2f8f6da893b65f932b",
        "default_branch_updated_at": "obs_a15c4133ec9e4cb0c63b6a97",
        "maintenance_status": "obs_d1d555012683e777e660c4b9",
        "momentum": "obs_d8f2cc4c702e4e356507cca5",
        "repository_topics": "obs_9653bee4fab2b12091b90310",
        "integrations": "obs_4855c79545de59d8a1a7f56b",
        "integration_fingerprint": "obs_abaa016f02f57384880ef943",
        "deployment_models": "obs_3253cda5d425d05fe1eda751",
        "extensibility": "obs_43a98d79c9b1d8de6577b69d"
      },
      "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:memodb-io/acontext",
      "score": 8.2,
      "popularity": 8.4,
      "stars": 3644,
      "momentum": 8.1,
      "score_components": {
        "usefulness": 8.0,
        "novelty": 8.0,
        "momentum": 8.0,
        "maturity": 6.6,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.7,
        "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": "sdk-ts/v0.1.21",
      "last_release_at": "2026-04-08T11:27:27Z",
      "last_release_url": "https://github.com/memodb-io/Acontext/releases/tag/sdk-ts/v0.1.21",
      "maintenance_status": "active",
      "integration_fingerprint": "8b6bda962c8aeac7",
      "integration_count": 2,
      "integrations": [
        "Anthropic",
        "OpenAI"
      ],
      "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_89840af2fafcd5918fa681b9",
        "version": "obs_7e1d24ae5b1ecb493480199f",
        "last_release_at": "obs_15ca1d329e464fb3da075c55",
        "last_release_url": "obs_d2f739b979d585a284aadcdc",
        "pushed_at": "obs_9295375b592f240ad2636e08",
        "archived": "obs_9188c64687dba24e9561105a",
        "default_branch": "obs_f0441a2f8f6da893b65f932b",
        "default_branch_updated_at": "obs_a15c4133ec9e4cb0c63b6a97",
        "maintenance_status": "obs_d1d555012683e777e660c4b9",
        "momentum": "obs_d8f2cc4c702e4e356507cca5",
        "repository_topics": "obs_9653bee4fab2b12091b90310",
        "integrations": "obs_4855c79545de59d8a1a7f56b",
        "integration_fingerprint": "obs_abaa016f02f57384880ef943",
        "deployment_models": "obs_3253cda5d425d05fe1eda751",
        "extensibility": "obs_43a98d79c9b1d8de6577b69d"
      },
      "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:memodb-io/acontext",
      "score": 8.2,
      "popularity": 8.4,
      "stars": null,
      "momentum": 8.0,
      "score_components": {
        "usefulness": 8.0,
        "novelty": 8.0,
        "momentum": 8.0,
        "maturity": 6.6,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.7,
        "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": "2026-08-05",
      "source_build_id": "git-e1dfd91c94e6"
    },
    {
      "id": "gh:memodb-io/acontext",
      "score": 8.2,
      "popularity": 8.4,
      "stars": null,
      "momentum": 8.0,
      "score_components": {
        "usefulness": 8.0,
        "novelty": 8.0,
        "momentum": 8.0,
        "maturity": 6.6,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.7,
        "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": "2026-08-06",
      "source_build_id": "git-0d13b053d175"
    },
    {
      "id": "gh:memodb-io/acontext",
      "score": 8.2,
      "popularity": 8.4,
      "stars": 3644,
      "momentum": 8.1,
      "score_components": {
        "usefulness": 8.0,
        "novelty": 8.0,
        "momentum": 8.0,
        "maturity": 6.6,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.7,
        "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": "sdk-ts/v0.1.21",
      "last_release_at": "2026-04-08T11:27:27Z",
      "last_release_url": "https://github.com/memodb-io/Acontext/releases/tag/sdk-ts/v0.1.21",
      "maintenance_status": "active",
      "integration_fingerprint": "8b6bda962c8aeac7",
      "integration_count": 2,
      "integrations": [
        "Anthropic",
        "OpenAI"
      ],
      "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_89840af2fafcd5918fa681b9",
        "version": "obs_7e1d24ae5b1ecb493480199f",
        "last_release_at": "obs_15ca1d329e464fb3da075c55",
        "last_release_url": "obs_d2f739b979d585a284aadcdc",
        "pushed_at": "obs_9295375b592f240ad2636e08",
        "archived": "obs_9188c64687dba24e9561105a",
        "default_branch": "obs_f0441a2f8f6da893b65f932b",
        "default_branch_updated_at": "obs_a15c4133ec9e4cb0c63b6a97",
        "maintenance_status": "obs_d1d555012683e777e660c4b9",
        "momentum": "obs_d8f2cc4c702e4e356507cca5",
        "repository_topics": "obs_9653bee4fab2b12091b90310",
        "integrations": "obs_4855c79545de59d8a1a7f56b",
        "integration_fingerprint": "obs_abaa016f02f57384880ef943",
        "deployment_models": "obs_3253cda5d425d05fe1eda751",
        "extensibility": "obs_43a98d79c9b1d8de6577b69d"
      },
      "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:memodb-io/acontext",
      "score": 8.2,
      "popularity": 8.4,
      "stars": 3663,
      "momentum": 7.8,
      "score_components": {
        "usefulness": 8.0,
        "novelty": 8.0,
        "momentum": 8.0,
        "maturity": 6.6,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.7,
        "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": "sdk-ts/v0.1.21",
      "last_release_at": "2026-04-08T11:27:27Z",
      "last_release_url": "https://github.com/memodb-io/Acontext/releases/tag/sdk-ts/v0.1.21",
      "maintenance_status": "active",
      "integration_fingerprint": "8b6bda962c8aeac7",
      "integration_count": 2,
      "integrations": [
        "Anthropic",
        "OpenAI"
      ],
      "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_456b5d28addca4456e339e64",
        "version": "obs_2f3c85cc8a8b53fcaa9e7caa",
        "last_release_at": "obs_4a3d69f6590636ace27adfa2",
        "last_release_url": "obs_4674023f246cad28fc265ae5",
        "pushed_at": "obs_fb4cdb705b07794edbdfd24f",
        "archived": "obs_1022f9a2bf64670650a52ec3",
        "default_branch": "obs_e49adc371ca947d579168189",
        "default_branch_updated_at": "obs_4c94ef44d3dbe52bac9ba743",
        "maintenance_status": "obs_f218fed8fa2ebf5938fd1f09",
        "momentum": "obs_5adb93f8dea40f559d9f10f8",
        "repository_topics": "obs_2df36ab2506a1d6c456ef0d0",
        "integrations": "obs_147aa84fa18743b6a8eb74a8",
        "integration_fingerprint": "obs_415b4e2e2ef6d36eaabd3aea",
        "deployment_models": "obs_e5d79229e7cc604a474385f1",
        "extensibility": "obs_fbc0e1942e329378c42e5d24"
      },
      "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:memodb-io/acontext",
      "score": 8.2,
      "popularity": 8.4,
      "stars": 3664,
      "momentum": 7.5,
      "score_components": {
        "usefulness": 8.0,
        "novelty": 8.0,
        "momentum": 8.0,
        "maturity": 6.6,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.7,
        "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": "sdk-ts/v0.1.21",
      "last_release_at": "2026-04-08T11:27:27Z",
      "last_release_url": "https://github.com/memodb-io/Acontext/releases/tag/sdk-ts/v0.1.21",
      "maintenance_status": "active",
      "integration_fingerprint": "8b6bda962c8aeac7",
      "integration_count": 2,
      "integrations": [
        "Anthropic",
        "OpenAI"
      ],
      "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_2252c9b74e16fe346700d93b",
        "version": "obs_7ac18d0711d5270b18925d68",
        "last_release_at": "obs_db8a215a27a1f639ccbbd79f",
        "last_release_url": "obs_a6bb13a3ad43ad82e6e898f4",
        "pushed_at": "obs_7e4a353a5e999b4afcf874f5",
        "archived": "obs_4b6d8932a233145a92a5ada8",
        "default_branch": "obs_52ee6679a35965ebbc37a4cf",
        "default_branch_updated_at": "obs_4bd09dd54be66515cc9c718f",
        "maintenance_status": "obs_5b002d74e3dcd73cbf3c8998",
        "momentum": "obs_b985b96c64b006922b3e58eb",
        "repository_topics": "obs_41c77c004baa2cef109917fd",
        "integrations": "obs_413d78af4a4708bdbb172b5e",
        "integration_fingerprint": "obs_e99cdf646ba0c3e2e686e9fc",
        "deployment_models": "obs_576d9a78584f4ff91aa6092f",
        "extensibility": "obs_f83f4e6be941b01d2fe1ddd3"
      },
      "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:memodb-io/acontext",
      "score": 8.2,
      "popularity": 8.4,
      "stars": 3664,
      "momentum": 7.5,
      "score_components": {
        "usefulness": 8.0,
        "novelty": 8.0,
        "momentum": 8.0,
        "maturity": 6.6,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.7,
        "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": "sdk-ts/v0.1.21",
      "last_release_at": "2026-04-08T11:27:27Z",
      "last_release_url": "https://github.com/memodb-io/Acontext/releases/tag/sdk-ts/v0.1.21",
      "maintenance_status": "active",
      "integration_fingerprint": "8b6bda962c8aeac7",
      "integration_count": 2,
      "integrations": [
        "Anthropic",
        "OpenAI"
      ],
      "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_193cfdae36463fb60d416393",
        "version": "obs_708ba2bd7dadabc970ea2414",
        "last_release_at": "obs_b921e6ad2451d1ef912e088c",
        "last_release_url": "obs_d2bc3d3c10f826426d185ef2",
        "pushed_at": "obs_b30b41c45044c81a804ec535",
        "archived": "obs_efc22beecbaa0621afe586c7",
        "default_branch": "obs_9b832d617e3b821a3b20d40b",
        "default_branch_updated_at": "obs_ecebc1f56507abd36c0c93f9",
        "maintenance_status": "obs_5279b34ad729b30b81afb3fe",
        "momentum": "obs_abb9e715791db39c4d3281d0",
        "repository_topics": "obs_66c8d9977ee45fc7719fb274",
        "integrations": "obs_114a879eec08c1b376bbab13",
        "integration_fingerprint": "obs_2b32470c30135cf72ae6b57c",
        "deployment_models": "obs_dcb7f8b93b78d6ed30a053c4",
        "extensibility": "obs_7a89eb218d22e972727bce2c"
      },
      "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:memodb-io/acontext",
      "score": 8.2,
      "popularity": 8.4,
      "stars": 3665,
      "momentum": 7.8,
      "score_components": {
        "usefulness": 8.0,
        "novelty": 8.0,
        "momentum": 8.0,
        "maturity": 6.6,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.7,
        "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": "sdk-ts/v0.1.21",
      "last_release_at": "2026-04-08T11:27:27Z",
      "last_release_url": "https://github.com/memodb-io/Acontext/releases/tag/sdk-ts/v0.1.21",
      "maintenance_status": "active",
      "integration_fingerprint": "8b6bda962c8aeac7",
      "integration_count": 2,
      "integrations": [
        "Anthropic",
        "OpenAI"
      ],
      "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_2ffb6055773e4d401a996285",
        "version": "obs_97b097705c8a7232f8632db4",
        "last_release_at": "obs_989656736c9e756a0ac51be0",
        "last_release_url": "obs_40fa82d91398823b0bee79bd",
        "pushed_at": "obs_af762bb321fa1322a21aef67",
        "archived": "obs_6b060faff2e5ca58923bfd16",
        "default_branch": "obs_269851c66d125f3106b108ff",
        "default_branch_updated_at": "obs_c4f31e74d48bfc388b055d15",
        "maintenance_status": "obs_5381fba998feba1785bfc0c9",
        "momentum": "obs_05395db4837e2b2c38a89591",
        "repository_topics": "obs_89bea2edbb2b1a9ffb31b0ba",
        "integrations": "obs_9a0004e3bfa2556f9858240e",
        "integration_fingerprint": "obs_c95490064d7dc7b201eaa7cf",
        "deployment_models": "obs_8e320c26d8a0b188e6b028e3",
        "extensibility": "obs_c3e591bcd67f18978e314039"
      },
      "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:memodb-io/acontext",
      "score": 8.2,
      "popularity": 8.4,
      "stars": 3666,
      "momentum": 7.5,
      "score_components": {
        "usefulness": 8.0,
        "novelty": 8.0,
        "momentum": 8.0,
        "maturity": 6.6,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.7,
        "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": "sdk-ts/v0.1.21",
      "last_release_at": "2026-04-08T11:27:27Z",
      "last_release_url": "https://github.com/memodb-io/Acontext/releases/tag/sdk-ts/v0.1.21",
      "maintenance_status": "active",
      "integration_fingerprint": "8b6bda962c8aeac7",
      "integration_count": 2,
      "integrations": [
        "Anthropic",
        "OpenAI"
      ],
      "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_2a8b9b04ee51b3e63e51b7b3",
        "version": "obs_f2cf92eafaf49fd533c722d6",
        "last_release_at": "obs_a65c4f5ebde860ba7c80a96f",
        "last_release_url": "obs_14733c6f1edfce0f490a1ca5",
        "pushed_at": "obs_74455952a7c3fc488e32b59a",
        "archived": "obs_b6fac424a8901d4e1308e868",
        "default_branch": "obs_cc797651aa02d533bf5596b0",
        "default_branch_updated_at": "obs_670772683f5fd2c722f180cf",
        "maintenance_status": "obs_7b10dc72a98231b26eb17917",
        "momentum": "obs_4a798402e864f264b609712f",
        "repository_topics": "obs_61a5ac98ddd9ec6b5d55ed05",
        "integrations": "obs_90d61bd803cdb4df95bff3be",
        "integration_fingerprint": "obs_588f2ad60653d17f96eaad28",
        "deployment_models": "obs_53c92a6dd05711d7e8b5f6aa",
        "extensibility": "obs_1a6f8d759764281fc8ff9888"
      },
      "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:memodb-io/acontext",
      "score": 8.2,
      "popularity": 8.4,
      "stars": 3668,
      "momentum": 5.8,
      "score_components": {
        "usefulness": 8.0,
        "novelty": 8.0,
        "momentum": 8.0,
        "maturity": 6.6,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.7,
        "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": "sdk-ts/v0.1.21",
      "last_release_at": "2026-04-08T11:27:27Z",
      "last_release_url": "https://github.com/memodb-io/Acontext/releases/tag/sdk-ts/v0.1.21",
      "maintenance_status": "maintained",
      "integration_fingerprint": "8b6bda962c8aeac7",
      "integration_count": 2,
      "integrations": [
        "Anthropic",
        "OpenAI"
      ],
      "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_04a0c99d8c48ce87355d60bf",
        "version": "obs_f4ff1b086b3a93fe939b98e5",
        "last_release_at": "obs_77fde6f7675cb0e468924e0f",
        "last_release_url": "obs_9d7247ed12859d1debb17159",
        "pushed_at": "obs_b4677e5f05e21c1d1c9d9979",
        "archived": "obs_160092aaa52feb91186636cb",
        "default_branch": "obs_512227547645d28b66c8e275",
        "default_branch_updated_at": "obs_86a3f34ac268943b21dc594f",
        "maintenance_status": "obs_9a3b1087487db5a63ed4f84f",
        "momentum": "obs_5dd99cfdbec3da4b23cc2811",
        "repository_topics": "obs_45b9226a9f347d97a3fe7b43",
        "integrations": "obs_916ee23c75dbf2bfb94b6816",
        "integration_fingerprint": "obs_9a2baed72f3333da2fa96a87",
        "deployment_models": "obs_49b32c20f5f7e25cbff06773",
        "extensibility": "obs_f95fdd532919adb91607913c"
      },
      "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_cec665f22041104b1ead",
      "entity_id": "gh:memodb-io/acontext",
      "item_url": "/item/memodb-io-acontext/",
      "title": "memodb-io/Acontext",
      "category": "other",
      "kind": "maintenance_changed",
      "occurred_at": "2026-08-13T19:31:03.163686Z",
      "before": "active",
      "after": "maintained",
      "explanation": "Maintenance changed: active → maintained.",
      "explanation_scope": "catalog_snapshot_delta",
      "evidence_refs": {},
      "tier": "Gold",
      "risk": "low",
      "verdict": "try_now",
      "score": 8.2,
      "entity_kind": "open_source",
      "verification_stage": "discovered",
      "type": "Tool / Service",
      "section": "AI Agents / Agent Memory and Skills",
      "local_ai": false,
      "local_model_compatible": false,
      "discovery_topic": "rag_knowledge",
      "discovery_topic_status": "unreviewed",
      "setup_ease": 8.8,
      "best_for": [
        "AI agent builders who need an Apache-2.0-licensed, open-source context-data platform that turns agent skills and",
        "platform engineering teams who want an OSS agent-memory backend that captures skill state, context, and learning"
      ],
      "risk_categories": [],
      "search_text": "memodb-io/acontext memodb-io open_source other gold low try_now ai agent builders who need an apache-2.0-licensed, open-source context-data platform that turns agent skills and self-evolving memory into a first-class runtime layer for ai agents platform engineering teams who want an oss agent-memory backend that captures skill state, context, and learning ac",
      "material_mover": false
    },
    {
      "id": "evt_1c0fb79863fca189e1bc",
      "entity_id": "gh:memodb-io/acontext",
      "item_url": "/item/memodb-io-acontext/",
      "title": "memodb-io/Acontext",
      "category": "other",
      "kind": "stars_changed",
      "occurred_at": "2026-08-13T19:31:03.163686Z",
      "before": 3666,
      "after": 3668,
      "explanation": "Stars changed: 3666 → 3668.",
      "explanation_scope": "catalog_snapshot_delta",
      "evidence_refs": {},
      "tier": "Gold",
      "risk": "low",
      "verdict": "try_now",
      "score": 8.2,
      "entity_kind": "open_source",
      "verification_stage": "discovered",
      "type": "Tool / Service",
      "section": "AI Agents / Agent Memory and Skills",
      "local_ai": false,
      "local_model_compatible": false,
      "discovery_topic": "rag_knowledge",
      "discovery_topic_status": "unreviewed",
      "setup_ease": 8.8,
      "best_for": [
        "AI agent builders who need an Apache-2.0-licensed, open-source context-data platform that turns agent skills and",
        "platform engineering teams who want an OSS agent-memory backend that captures skill state, context, and learning"
      ],
      "risk_categories": [],
      "search_text": "memodb-io/acontext memodb-io open_source other gold low try_now ai agent builders who need an apache-2.0-licensed, open-source context-data platform that turns agent skills and self-evolving memory into a first-class runtime layer for ai agents platform engineering teams who want an oss agent-memory backend that captures skill state, context, and learning ac",
      "material_mover": false
    },
    {
      "id": "evt_7f4c4a98ab47099db333",
      "entity_id": "gh:memodb-io/acontext",
      "item_url": "/item/memodb-io-acontext/",
      "title": "memodb-io/Acontext",
      "category": "other",
      "kind": "stars_changed",
      "occurred_at": "2026-08-12T17:38:47.185822Z",
      "before": 3665,
      "after": 3666,
      "explanation": "Stars changed: 3665 → 3666.",
      "explanation_scope": "catalog_snapshot_delta",
      "evidence_refs": {},
      "tier": "Gold",
      "risk": "low",
      "verdict": "try_now",
      "score": 8.2,
      "entity_kind": "open_source",
      "verification_stage": "discovered",
      "type": "Tool / Service",
      "section": "AI Agents / Agent Memory and Skills",
      "local_ai": false,
      "local_model_compatible": false,
      "discovery_topic": "rag_knowledge",
      "discovery_topic_status": "unreviewed",
      "setup_ease": 8.8,
      "best_for": [
        "AI agent builders who need an Apache-2.0-licensed, open-source context-data platform that turns agent skills and",
        "platform engineering teams who want an OSS agent-memory backend that captures skill state, context, and learning"
      ],
      "risk_categories": [],
      "search_text": "memodb-io/acontext memodb-io open_source other gold low try_now ai agent builders who need an apache-2.0-licensed, open-source context-data platform that turns agent skills and self-evolving memory into a first-class runtime layer for ai agents platform engineering teams who want an oss agent-memory backend that captures skill state, context, and learning ac",
      "material_mover": false
    },
    {
      "id": "evt_e641eb15c455efe4be36",
      "entity_id": "gh:memodb-io/acontext",
      "item_url": "/item/memodb-io-acontext/",
      "title": "memodb-io/Acontext",
      "category": "other",
      "kind": "stars_changed",
      "occurred_at": "2026-08-11T10:17:40.749121Z",
      "before": 3664,
      "after": 3665,
      "explanation": "Stars changed: 3664 → 3665.",
      "explanation_scope": "catalog_snapshot_delta",
      "evidence_refs": {},
      "tier": "Gold",
      "risk": "low",
      "verdict": "try_now",
      "score": 8.2,
      "entity_kind": "open_source",
      "verification_stage": "discovered",
      "type": "Tool / Service",
      "section": "AI Agents / Agent Memory and Skills",
      "local_ai": false,
      "local_model_compatible": false,
      "discovery_topic": "rag_knowledge",
      "discovery_topic_status": "unreviewed",
      "setup_ease": 8.8,
      "best_for": [
        "AI agent builders who need an Apache-2.0-licensed, open-source context-data platform that turns agent skills and",
        "platform engineering teams who want an OSS agent-memory backend that captures skill state, context, and learning"
      ],
      "risk_categories": [],
      "search_text": "memodb-io/acontext memodb-io open_source other gold low try_now ai agent builders who need an apache-2.0-licensed, open-source context-data platform that turns agent skills and self-evolving memory into a first-class runtime layer for ai agents platform engineering teams who want an oss agent-memory backend that captures skill state, context, and learning ac",
      "material_mover": false
    },
    {
      "id": "evt_07eb073d959ac1a3b8f0",
      "entity_id": "gh:memodb-io/acontext",
      "item_url": "/item/memodb-io-acontext/",
      "title": "memodb-io/Acontext",
      "category": "other",
      "kind": "stars_changed",
      "occurred_at": "2026-08-09T10:18:02.987681Z",
      "before": 3663,
      "after": 3664,
      "explanation": "Stars changed: 3663 → 3664.",
      "explanation_scope": "catalog_snapshot_delta",
      "evidence_refs": {},
      "tier": "Gold",
      "risk": "low",
      "verdict": "try_now",
      "score": 8.2,
      "entity_kind": "open_source",
      "verification_stage": "discovered",
      "type": "Tool / Service",
      "section": "AI Agents / Agent Memory and Skills",
      "local_ai": false,
      "local_model_compatible": false,
      "discovery_topic": "rag_knowledge",
      "discovery_topic_status": "unreviewed",
      "setup_ease": 8.8,
      "best_for": [
        "AI agent builders who need an Apache-2.0-licensed, open-source context-data platform that turns agent skills and",
        "platform engineering teams who want an OSS agent-memory backend that captures skill state, context, and learning"
      ],
      "risk_categories": [],
      "search_text": "memodb-io/acontext memodb-io open_source other gold low try_now ai agent builders who need an apache-2.0-licensed, open-source context-data platform that turns agent skills and self-evolving memory into a first-class runtime layer for ai agents platform engineering teams who want an oss agent-memory backend that captures skill state, context, and learning ac",
      "material_mover": false
    },
    {
      "id": "evt_ac6b4b2518321041fd2c",
      "entity_id": "gh:memodb-io/acontext",
      "item_url": "/item/memodb-io-acontext/",
      "title": "memodb-io/Acontext",
      "category": "other",
      "kind": "stars_changed",
      "occurred_at": "2026-08-08T10:17:54.011012Z",
      "before": 3644,
      "after": 3663,
      "explanation": "Stars changed: 3644 → 3663.",
      "explanation_scope": "catalog_snapshot_delta",
      "evidence_refs": {},
      "tier": "Gold",
      "risk": "low",
      "verdict": "try_now",
      "score": 8.2,
      "entity_kind": "open_source",
      "verification_stage": "discovered",
      "type": "Tool / Service",
      "section": "AI Agents / Agent Memory and Skills",
      "local_ai": false,
      "local_model_compatible": false,
      "discovery_topic": "rag_knowledge",
      "discovery_topic_status": "unreviewed",
      "setup_ease": 8.8,
      "best_for": [
        "AI agent builders who need an Apache-2.0-licensed, open-source context-data platform that turns agent skills and",
        "platform engineering teams who want an OSS agent-memory backend that captures skill state, context, and learning"
      ],
      "risk_categories": [],
      "search_text": "memodb-io/acontext memodb-io open_source other gold low try_now ai agent builders who need an apache-2.0-licensed, open-source context-data platform that turns agent skills and self-evolving memory into a first-class runtime layer for ai agents platform engineering teams who want an oss agent-memory backend that captures skill state, context, and learning ac",
      "material_mover": false
    },
    {
      "id": "evt_f47bd5748ccd629a7291",
      "entity_id": "gh:memodb-io/acontext",
      "item_url": "/item/memodb-io-acontext/",
      "title": "memodb-io/Acontext",
      "category": "other",
      "kind": "stars_changed",
      "occurred_at": "2026-08-03T10:18:05.351909Z",
      "before": 3631,
      "after": 3644,
      "explanation": "Stars changed: 3631 → 3644.",
      "explanation_scope": "catalog_snapshot_delta",
      "evidence_refs": {},
      "tier": "Gold",
      "risk": "low",
      "verdict": "try_now",
      "score": 8.2,
      "entity_kind": "open_source",
      "verification_stage": "discovered",
      "type": "Tool / Service",
      "section": "AI Agents / Agent Memory and Skills",
      "local_ai": false,
      "local_model_compatible": false,
      "discovery_topic": "rag_knowledge",
      "discovery_topic_status": "unreviewed",
      "setup_ease": 8.8,
      "best_for": [
        "AI agent builders who need an Apache-2.0-licensed, open-source context-data platform that turns agent skills and",
        "platform engineering teams who want an OSS agent-memory backend that captures skill state, context, and learning"
      ],
      "risk_categories": [],
      "search_text": "memodb-io/acontext memodb-io open_source other gold low try_now ai agent builders who need an apache-2.0-licensed, open-source context-data platform that turns agent skills and self-evolving memory into a first-class runtime layer for ai agents platform engineering teams who want an oss agent-memory backend that captures skill state, context, and learning ac",
      "material_mover": false
    },
    {
      "id": "evt_4e57a88dadf506c4aa65",
      "entity_id": "gh:memodb-io/acontext",
      "item_url": "/item/memodb-io-acontext/",
      "title": "memodb-io/Acontext",
      "category": "other",
      "kind": "stars_changed",
      "occurred_at": "2026-08-02T10:17:50.427312Z",
      "before": 3594,
      "after": 3631,
      "explanation": "Stars changed: 3594 → 3631.",
      "explanation_scope": "catalog_snapshot_delta",
      "evidence_refs": {},
      "tier": "Gold",
      "risk": "low",
      "verdict": "try_now",
      "score": 8.2,
      "entity_kind": "open_source",
      "verification_stage": "discovered",
      "type": "Tool / Service",
      "section": "AI Agents / Agent Memory and Skills",
      "local_ai": false,
      "local_model_compatible": false,
      "discovery_topic": "rag_knowledge",
      "discovery_topic_status": "unreviewed",
      "setup_ease": 8.8,
      "best_for": [
        "AI agent builders who need an Apache-2.0-licensed, open-source context-data platform that turns agent skills and",
        "platform engineering teams who want an OSS agent-memory backend that captures skill state, context, and learning"
      ],
      "risk_categories": [],
      "search_text": "memodb-io/acontext memodb-io open_source other gold low try_now ai agent builders who need an apache-2.0-licensed, open-source context-data platform that turns agent skills and self-evolving memory into a first-class runtime layer for ai agents platform engineering teams who want an oss agent-memory backend that captures skill state, context, and learning ac",
      "material_mover": false
    },
    {
      "id": "evt_2533cdd8297e92c58059",
      "entity_id": "gh:memodb-io/acontext",
      "item_url": "/item/memodb-io-acontext/",
      "title": "memodb-io/Acontext",
      "category": "other",
      "kind": "stars_changed",
      "occurred_at": "2026-08-01T10:17:36.135498Z",
      "before": 3590,
      "after": 3594,
      "explanation": "Source-observed stars changed: 3590 → 3594. 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_eade0abeac9143a622883355",
        "after_observed_at": "2026-08-01T10:17:36.135498Z",
        "after_source_path": "repository.stargazerCount",
        "before_observation_id": "obs_32bab87aea7f540967c9b2c5",
        "before_observed_at": "2026-08-01T00:55:12.768643Z",
        "before_source_path": "repository.stargazerCount",
        "entity_source_url": "https://github.com/memodb-io/Acontext",
        "extractor_version": "github-observer-v2",
        "field": "stars",
        "source_url": "https://api.github.com/graphql"
      },
      "tier": "Gold",
      "risk": "low",
      "verdict": "try_now",
      "score": 8.2,
      "entity_kind": "open_source",
      "verification_stage": "discovered",
      "type": "Tool / Service",
      "section": "AI Agents / Agent Memory and Skills",
      "local_ai": false,
      "local_model_compatible": false,
      "discovery_topic": "rag_knowledge",
      "discovery_topic_status": "unreviewed",
      "setup_ease": 8.8,
      "best_for": [
        "AI agent builders who need an Apache-2.0-licensed, open-source context-data platform that turns agent skills and",
        "platform engineering teams who want an OSS agent-memory backend that captures skill state, context, and learning"
      ],
      "risk_categories": [],
      "search_text": "memodb-io/acontext memodb-io open_source other gold low try_now ai agent builders who need an apache-2.0-licensed, open-source context-data platform that turns agent skills and self-evolving memory into a first-class runtime layer for ai agents platform engineering teams who want an oss agent-memory backend that captures skill state, context, and learning ac",
      "material_mover": false
    },
    {
      "id": "evt_95decc3d4b0b4ddbdada",
      "entity_id": "gh:memodb-io/acontext",
      "item_url": "/item/memodb-io-acontext/",
      "title": "memodb-io/Acontext",
      "category": "other",
      "kind": "stars_changed",
      "occurred_at": "2026-07-29T10:17:05.832710Z",
      "before": 3586,
      "after": 3589,
      "explanation": "Stars changed: 3586 → 3589.",
      "explanation_scope": "catalog_snapshot_delta",
      "evidence_refs": {},
      "tier": "Gold",
      "risk": "low",
      "verdict": "try_now",
      "score": 8.2,
      "entity_kind": "open_source",
      "verification_stage": "discovered",
      "type": "Tool / Service",
      "section": "AI Agents / Agent Memory and Skills",
      "local_ai": false,
      "local_model_compatible": false,
      "discovery_topic": "rag_knowledge",
      "discovery_topic_status": "unreviewed",
      "setup_ease": 8.8,
      "best_for": [
        "AI agent builders who need an Apache-2.0-licensed, open-source context-data platform that turns agent skills and",
        "platform engineering teams who want an OSS agent-memory backend that captures skill state, context, and learning"
      ],
      "risk_categories": [],
      "search_text": "memodb-io/acontext memodb-io open_source other gold low try_now ai agent builders who need an apache-2.0-licensed, open-source context-data platform that turns agent skills and self-evolving memory into a first-class runtime layer for ai agents platform engineering teams who want an oss agent-memory backend that captures skill state, context, and learning ac",
      "material_mover": false
    },
    {
      "id": "evt_95506e2a92cfa3e11f31",
      "entity_id": "gh:memodb-io/acontext",
      "item_url": "/item/memodb-io-acontext/",
      "title": "memodb-io/Acontext",
      "category": "other",
      "kind": "stars_changed",
      "occurred_at": "2026-07-28T07:11:06.213377Z",
      "before": 3580,
      "after": 3586,
      "explanation": "Stars changed: 3580 → 3586.",
      "explanation_scope": "catalog_snapshot_delta",
      "evidence_refs": {},
      "tier": "Gold",
      "risk": "low",
      "verdict": "try_now",
      "score": 8.2,
      "entity_kind": "open_source",
      "verification_stage": "discovered",
      "type": "Tool / Service",
      "section": "AI Agents / Agent Memory and Skills",
      "local_ai": false,
      "local_model_compatible": false,
      "discovery_topic": "rag_knowledge",
      "discovery_topic_status": "unreviewed",
      "setup_ease": 8.8,
      "best_for": [
        "AI agent builders who need an Apache-2.0-licensed, open-source context-data platform that turns agent skills and",
        "platform engineering teams who want an OSS agent-memory backend that captures skill state, context, and learning"
      ],
      "risk_categories": [],
      "search_text": "memodb-io/acontext memodb-io open_source other gold low try_now ai agent builders who need an apache-2.0-licensed, open-source context-data platform that turns agent skills and self-evolving memory into a first-class runtime layer for ai agents platform engineering teams who want an oss agent-memory backend that captures skill state, context, and learning ac",
      "material_mover": false
    },
    {
      "id": "evt_15242f1178c6ecc29cc6",
      "entity_id": "gh:memodb-io/acontext",
      "item_url": "/item/memodb-io-acontext/",
      "title": "memodb-io/Acontext",
      "category": "other",
      "kind": "stars_changed",
      "occurred_at": "2026-07-17T09:45:55.725732Z",
      "before": 3577,
      "after": 3580,
      "explanation": "Stars changed: 3577 → 3580.",
      "explanation_scope": "catalog_snapshot_delta",
      "evidence_refs": {},
      "tier": "Gold",
      "risk": "low",
      "verdict": "try_now",
      "score": 8.2,
      "entity_kind": "open_source",
      "verification_stage": "discovered",
      "type": "Tool / Service",
      "section": "AI Agents / Agent Memory and Skills",
      "local_ai": false,
      "local_model_compatible": false,
      "discovery_topic": "rag_knowledge",
      "discovery_topic_status": "unreviewed",
      "setup_ease": 8.8,
      "best_for": [
        "AI agent builders who need an Apache-2.0-licensed, open-source context-data platform that turns agent skills and",
        "platform engineering teams who want an OSS agent-memory backend that captures skill state, context, and learning"
      ],
      "risk_categories": [],
      "search_text": "memodb-io/acontext memodb-io open_source other gold low try_now ai agent builders who need an apache-2.0-licensed, open-source context-data platform that turns agent skills and self-evolving memory into a first-class runtime layer for ai agents platform engineering teams who want an oss agent-memory backend that captures skill state, context, and learning ac",
      "material_mover": false
    }
  ]
}
