{
  "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:hkuds/lightrag",
  "points": [
    {
      "id": "gh:hkuds/lightrag",
      "score": 8.6,
      "popularity": 79.0,
      "stars": null,
      "momentum": 8.0,
      "score_components": {
        "usefulness": 8.0,
        "novelty": 8.0,
        "momentum": 8.0,
        "maturity": 8.3,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.7,
        "setup_ease": 4.2
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "conditional",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": null,
      "last_release_at": null,
      "last_release_url": null,
      "maintenance_status": "not_recorded",
      "integration_fingerprint": null,
      "integration_count": 0,
      "integrations": [],
      "source_observed_at": null,
      "observation_source_url": null,
      "observation_extractor_version": null,
      "observation_refs": {},
      "observed_fields": [
        "momentum",
        "popularity",
        "risk",
        "score",
        "score_components",
        "tier",
        "verdict"
      ],
      "date": "2026-06-19",
      "source_build_id": "git-081a54f8ee2f"
    },
    {
      "id": "gh:hkuds/lightrag",
      "score": 8.6,
      "popularity": 79.0,
      "stars": null,
      "momentum": 8.0,
      "score_components": {
        "usefulness": 8.0,
        "novelty": 8.0,
        "momentum": 8.0,
        "maturity": 8.3,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.7,
        "setup_ease": 4.2
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "conditional",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": null,
      "last_release_at": null,
      "last_release_url": null,
      "maintenance_status": "not_recorded",
      "integration_fingerprint": null,
      "integration_count": 0,
      "integrations": [],
      "source_observed_at": null,
      "observation_source_url": null,
      "observation_extractor_version": null,
      "observation_refs": {},
      "observed_fields": [
        "momentum",
        "popularity",
        "risk",
        "score",
        "score_components",
        "tier",
        "verdict"
      ],
      "date": "2026-06-20",
      "source_build_id": "git-db15d0944655"
    },
    {
      "id": "gh:hkuds/lightrag",
      "score": 8.6,
      "popularity": 79.0,
      "stars": null,
      "momentum": 8.0,
      "score_components": {
        "usefulness": 8.0,
        "novelty": 8.0,
        "momentum": 8.0,
        "maturity": 8.3,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.7,
        "setup_ease": 4.2
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "conditional",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": null,
      "last_release_at": null,
      "last_release_url": null,
      "maintenance_status": "not_recorded",
      "integration_fingerprint": null,
      "integration_count": 0,
      "integrations": [],
      "source_observed_at": null,
      "observation_source_url": null,
      "observation_extractor_version": null,
      "observation_refs": {},
      "observed_fields": [
        "momentum",
        "popularity",
        "risk",
        "score",
        "score_components",
        "tier",
        "verdict"
      ],
      "date": "2026-06-21",
      "source_build_id": "git-b5e9ccbdcc82"
    },
    {
      "id": "gh:hkuds/lightrag",
      "score": 8.6,
      "popularity": 79.0,
      "stars": null,
      "momentum": 8.0,
      "score_components": {
        "usefulness": 8.0,
        "novelty": 8.0,
        "momentum": 8.0,
        "maturity": 8.3,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.7,
        "setup_ease": 4.2
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "conditional",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": null,
      "last_release_at": null,
      "last_release_url": null,
      "maintenance_status": "not_recorded",
      "integration_fingerprint": null,
      "integration_count": 0,
      "integrations": [],
      "source_observed_at": null,
      "observation_source_url": null,
      "observation_extractor_version": null,
      "observation_refs": {},
      "observed_fields": [
        "momentum",
        "popularity",
        "risk",
        "score",
        "score_components",
        "tier",
        "verdict"
      ],
      "date": "2026-06-22",
      "source_build_id": "git-42b3a8a1b49f"
    },
    {
      "id": "gh:hkuds/lightrag",
      "score": 8.6,
      "popularity": 79.0,
      "stars": null,
      "momentum": 8.0,
      "score_components": {
        "usefulness": 8.0,
        "novelty": 8.0,
        "momentum": 8.0,
        "maturity": 8.3,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.7,
        "setup_ease": 4.2
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "conditional",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": null,
      "last_release_at": null,
      "last_release_url": null,
      "maintenance_status": "not_recorded",
      "integration_fingerprint": null,
      "integration_count": 0,
      "integrations": [],
      "source_observed_at": null,
      "observation_source_url": null,
      "observation_extractor_version": null,
      "observation_refs": {},
      "observed_fields": [
        "momentum",
        "popularity",
        "risk",
        "score",
        "score_components",
        "tier",
        "verdict"
      ],
      "date": "2026-06-23",
      "source_build_id": "git-34cc33171399"
    },
    {
      "id": "gh:hkuds/lightrag",
      "score": 8.6,
      "popularity": 79.0,
      "stars": null,
      "momentum": 8.0,
      "score_components": {
        "usefulness": 8.0,
        "novelty": 8.0,
        "momentum": 8.0,
        "maturity": 8.3,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.7,
        "setup_ease": 4.2
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "conditional",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": null,
      "last_release_at": null,
      "last_release_url": null,
      "maintenance_status": "not_recorded",
      "integration_fingerprint": null,
      "integration_count": 0,
      "integrations": [],
      "source_observed_at": null,
      "observation_source_url": null,
      "observation_extractor_version": null,
      "observation_refs": {},
      "observed_fields": [
        "momentum",
        "popularity",
        "risk",
        "score",
        "score_components",
        "tier",
        "verdict"
      ],
      "date": "2026-06-24",
      "source_build_id": "git-dd88e3f44878"
    },
    {
      "id": "gh:hkuds/lightrag",
      "score": 8.6,
      "popularity": 79.0,
      "stars": null,
      "momentum": 8.0,
      "score_components": {
        "usefulness": 8.0,
        "novelty": 8.0,
        "momentum": 8.0,
        "maturity": 8.3,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.7,
        "setup_ease": 4.2
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "conditional",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": null,
      "last_release_at": null,
      "last_release_url": null,
      "maintenance_status": "not_recorded",
      "integration_fingerprint": null,
      "integration_count": 0,
      "integrations": [],
      "source_observed_at": null,
      "observation_source_url": null,
      "observation_extractor_version": null,
      "observation_refs": {},
      "observed_fields": [
        "momentum",
        "popularity",
        "risk",
        "score",
        "score_components",
        "tier",
        "verdict"
      ],
      "date": "2026-06-25",
      "source_build_id": "git-17520e21684b"
    },
    {
      "id": "gh:hkuds/lightrag",
      "score": 8.6,
      "popularity": 79.0,
      "stars": null,
      "momentum": 8.0,
      "score_components": {
        "usefulness": 8.0,
        "novelty": 8.0,
        "momentum": 8.0,
        "maturity": 8.3,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.7,
        "setup_ease": 4.2
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "conditional",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": null,
      "last_release_at": null,
      "last_release_url": null,
      "maintenance_status": "not_recorded",
      "integration_fingerprint": null,
      "integration_count": 0,
      "integrations": [],
      "source_observed_at": null,
      "observation_source_url": null,
      "observation_extractor_version": null,
      "observation_refs": {},
      "observed_fields": [
        "momentum",
        "popularity",
        "risk",
        "score",
        "score_components",
        "tier",
        "verdict"
      ],
      "date": "2026-06-26",
      "source_build_id": "git-41f9c4678c11"
    },
    {
      "id": "gh:hkuds/lightrag",
      "score": 8.6,
      "popularity": 79.0,
      "stars": null,
      "momentum": 8.0,
      "score_components": {
        "usefulness": 8.0,
        "novelty": 8.0,
        "momentum": 8.0,
        "maturity": 8.3,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.7,
        "setup_ease": 4.2
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "conditional",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": null,
      "last_release_at": null,
      "last_release_url": null,
      "maintenance_status": "not_recorded",
      "integration_fingerprint": null,
      "integration_count": 0,
      "integrations": [],
      "source_observed_at": null,
      "observation_source_url": null,
      "observation_extractor_version": null,
      "observation_refs": {},
      "observed_fields": [
        "momentum",
        "popularity",
        "risk",
        "score",
        "score_components",
        "tier",
        "verdict"
      ],
      "date": "2026-06-27",
      "source_build_id": "git-f62e47b29839"
    },
    {
      "id": "gh:hkuds/lightrag",
      "score": 8.6,
      "popularity": 79.0,
      "stars": null,
      "momentum": 8.0,
      "score_components": {
        "usefulness": 8.0,
        "novelty": 8.0,
        "momentum": 8.0,
        "maturity": 8.3,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.7,
        "setup_ease": 4.2
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "conditional",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": null,
      "last_release_at": null,
      "last_release_url": null,
      "maintenance_status": "not_recorded",
      "integration_fingerprint": null,
      "integration_count": 0,
      "integrations": [],
      "source_observed_at": null,
      "observation_source_url": null,
      "observation_extractor_version": null,
      "observation_refs": {},
      "observed_fields": [
        "momentum",
        "popularity",
        "risk",
        "score",
        "score_components",
        "tier",
        "verdict"
      ],
      "date": "2026-06-28",
      "source_build_id": "git-dda8a1bc99bd"
    },
    {
      "id": "gh:hkuds/lightrag",
      "score": 8.6,
      "popularity": 79.0,
      "stars": null,
      "momentum": 8.0,
      "score_components": {
        "usefulness": 8.0,
        "novelty": 8.0,
        "momentum": 8.0,
        "maturity": 8.3,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.7,
        "setup_ease": 4.2
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "conditional",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": null,
      "last_release_at": null,
      "last_release_url": null,
      "maintenance_status": "not_recorded",
      "integration_fingerprint": null,
      "integration_count": 0,
      "integrations": [],
      "source_observed_at": null,
      "observation_source_url": null,
      "observation_extractor_version": null,
      "observation_refs": {},
      "observed_fields": [
        "momentum",
        "popularity",
        "risk",
        "score",
        "score_components",
        "tier",
        "verdict"
      ],
      "date": "2026-06-29",
      "source_build_id": "git-adcee0316afe"
    },
    {
      "id": "gh:hkuds/lightrag",
      "score": 8.6,
      "popularity": 79.0,
      "stars": null,
      "momentum": 8.0,
      "score_components": {
        "usefulness": 8.0,
        "novelty": 8.0,
        "momentum": 8.0,
        "maturity": 8.3,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.7,
        "setup_ease": 4.2
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "conditional",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": null,
      "last_release_at": null,
      "last_release_url": null,
      "maintenance_status": "not_recorded",
      "integration_fingerprint": null,
      "integration_count": 0,
      "integrations": [],
      "source_observed_at": null,
      "observation_source_url": null,
      "observation_extractor_version": null,
      "observation_refs": {},
      "observed_fields": [
        "momentum",
        "popularity",
        "risk",
        "score",
        "score_components",
        "tier",
        "verdict"
      ],
      "date": "2026-06-30",
      "source_build_id": "git-e3be25ca9846"
    },
    {
      "id": "gh:hkuds/lightrag",
      "score": 8.6,
      "popularity": 79.0,
      "stars": null,
      "momentum": 8.0,
      "score_components": {
        "usefulness": 8.0,
        "novelty": 8.0,
        "momentum": 8.0,
        "maturity": 8.3,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.7,
        "setup_ease": 4.2
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "conditional",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": null,
      "last_release_at": null,
      "last_release_url": null,
      "maintenance_status": "not_recorded",
      "integration_fingerprint": null,
      "integration_count": 0,
      "integrations": [],
      "source_observed_at": null,
      "observation_source_url": null,
      "observation_extractor_version": null,
      "observation_refs": {},
      "observed_fields": [
        "momentum",
        "popularity",
        "risk",
        "score",
        "score_components",
        "tier",
        "verdict"
      ],
      "date": "2026-07-01",
      "source_build_id": "git-619da8b9e717"
    },
    {
      "id": "gh:hkuds/lightrag",
      "score": 8.6,
      "popularity": 79.0,
      "stars": null,
      "momentum": 8.0,
      "score_components": {
        "usefulness": 8.0,
        "novelty": 8.0,
        "momentum": 8.0,
        "maturity": 8.3,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.7,
        "setup_ease": 4.2
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "conditional",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": null,
      "last_release_at": null,
      "last_release_url": null,
      "maintenance_status": "not_recorded",
      "integration_fingerprint": null,
      "integration_count": 0,
      "integrations": [],
      "source_observed_at": null,
      "observation_source_url": null,
      "observation_extractor_version": null,
      "observation_refs": {},
      "observed_fields": [
        "momentum",
        "popularity",
        "risk",
        "score",
        "score_components",
        "tier",
        "verdict"
      ],
      "date": "2026-07-02",
      "source_build_id": "git-33d9407acf55"
    },
    {
      "id": "gh:hkuds/lightrag",
      "score": 8.6,
      "popularity": 79.0,
      "stars": null,
      "momentum": 8.0,
      "score_components": {
        "usefulness": 8.0,
        "novelty": 8.0,
        "momentum": 8.0,
        "maturity": 8.3,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.7,
        "setup_ease": 4.2
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "conditional",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": null,
      "last_release_at": null,
      "last_release_url": null,
      "maintenance_status": "not_recorded",
      "integration_fingerprint": null,
      "integration_count": 0,
      "integrations": [],
      "source_observed_at": null,
      "observation_source_url": null,
      "observation_extractor_version": null,
      "observation_refs": {},
      "observed_fields": [
        "momentum",
        "popularity",
        "risk",
        "score",
        "score_components",
        "tier",
        "verdict"
      ],
      "date": "2026-07-04",
      "source_build_id": "git-efac775793ac"
    },
    {
      "id": "gh:hkuds/lightrag",
      "score": 8.6,
      "popularity": 79.0,
      "stars": null,
      "momentum": 8.0,
      "score_components": {
        "usefulness": 8.0,
        "novelty": 8.0,
        "momentum": 8.0,
        "maturity": 8.3,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.7,
        "setup_ease": 4.2
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "conditional",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": null,
      "last_release_at": null,
      "last_release_url": null,
      "maintenance_status": "not_recorded",
      "integration_fingerprint": null,
      "integration_count": 0,
      "integrations": [],
      "source_observed_at": null,
      "observation_source_url": null,
      "observation_extractor_version": null,
      "observation_refs": {},
      "observed_fields": [
        "momentum",
        "popularity",
        "risk",
        "score",
        "score_components",
        "tier",
        "verdict"
      ],
      "date": "2026-07-06",
      "source_build_id": "git-24d907c97f57"
    },
    {
      "id": "gh:hkuds/lightrag",
      "score": 8.6,
      "popularity": 79.0,
      "stars": null,
      "momentum": 8.0,
      "score_components": {
        "usefulness": 8.0,
        "novelty": 8.0,
        "momentum": 8.0,
        "maturity": 8.3,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.7,
        "setup_ease": 4.2
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "conditional",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": null,
      "last_release_at": null,
      "last_release_url": null,
      "maintenance_status": "not_recorded",
      "integration_fingerprint": null,
      "integration_count": 0,
      "integrations": [],
      "source_observed_at": null,
      "observation_source_url": null,
      "observation_extractor_version": null,
      "observation_refs": {},
      "observed_fields": [
        "momentum",
        "popularity",
        "risk",
        "score",
        "score_components",
        "tier",
        "verdict"
      ],
      "date": "2026-07-07",
      "source_build_id": "git-02331cc2fd92"
    },
    {
      "id": "gh:hkuds/lightrag",
      "score": 8.6,
      "popularity": 79.0,
      "stars": null,
      "momentum": 8.0,
      "score_components": {
        "usefulness": 8.0,
        "novelty": 8.0,
        "momentum": 8.0,
        "maturity": 8.3,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.7,
        "setup_ease": 4.2
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "conditional",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": null,
      "last_release_at": null,
      "last_release_url": null,
      "maintenance_status": "not_recorded",
      "integration_fingerprint": null,
      "integration_count": 0,
      "integrations": [],
      "source_observed_at": null,
      "observation_source_url": null,
      "observation_extractor_version": null,
      "observation_refs": {},
      "observed_fields": [
        "momentum",
        "popularity",
        "risk",
        "score",
        "score_components",
        "tier",
        "verdict"
      ],
      "date": "2026-07-08",
      "source_build_id": "git-f7e87b713b8f"
    },
    {
      "id": "gh:hkuds/lightrag",
      "score": 8.6,
      "popularity": 79.0,
      "stars": null,
      "momentum": 8.0,
      "score_components": {
        "usefulness": 8.0,
        "novelty": 8.0,
        "momentum": 8.0,
        "maturity": 8.3,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.7,
        "setup_ease": 4.2
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "conditional",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": null,
      "last_release_at": null,
      "last_release_url": null,
      "maintenance_status": "not_recorded",
      "integration_fingerprint": null,
      "integration_count": 0,
      "integrations": [],
      "source_observed_at": null,
      "observation_source_url": null,
      "observation_extractor_version": null,
      "observation_refs": {},
      "observed_fields": [
        "momentum",
        "popularity",
        "risk",
        "score",
        "score_components",
        "tier",
        "verdict"
      ],
      "date": "2026-07-09",
      "source_build_id": "git-e0e4145f09c6"
    },
    {
      "id": "gh:hkuds/lightrag",
      "score": 8.6,
      "popularity": 79.0,
      "stars": null,
      "momentum": 8.0,
      "score_components": {
        "usefulness": 8.0,
        "novelty": 8.0,
        "momentum": 8.0,
        "maturity": 8.3,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.7,
        "setup_ease": 4.2
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "conditional",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": null,
      "last_release_at": null,
      "last_release_url": null,
      "maintenance_status": "not_recorded",
      "integration_fingerprint": null,
      "integration_count": 0,
      "integrations": [],
      "source_observed_at": null,
      "observation_source_url": null,
      "observation_extractor_version": null,
      "observation_refs": {},
      "observed_fields": [
        "momentum",
        "popularity",
        "risk",
        "score",
        "score_components",
        "tier",
        "verdict"
      ],
      "date": "2026-07-10",
      "source_build_id": "git-fa192ed28ad2"
    },
    {
      "id": "gh:hkuds/lightrag",
      "score": 8.6,
      "popularity": 79.0,
      "stars": null,
      "momentum": 8.0,
      "score_components": {
        "usefulness": 8.0,
        "novelty": 8.0,
        "momentum": 8.0,
        "maturity": 8.3,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.7,
        "setup_ease": 4.2
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "conditional",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": null,
      "last_release_at": null,
      "last_release_url": null,
      "maintenance_status": "not_recorded",
      "integration_fingerprint": null,
      "integration_count": 0,
      "integrations": [],
      "source_observed_at": null,
      "observation_source_url": null,
      "observation_extractor_version": null,
      "observation_refs": {},
      "observed_fields": [
        "momentum",
        "popularity",
        "risk",
        "score",
        "score_components",
        "tier",
        "verdict"
      ],
      "date": "2026-07-11",
      "source_build_id": "git-85ab7fbca744"
    },
    {
      "id": "gh:hkuds/lightrag",
      "score": 8.6,
      "popularity": 79.0,
      "stars": null,
      "momentum": 8.0,
      "score_components": {
        "usefulness": 8.0,
        "novelty": 8.0,
        "momentum": 8.0,
        "maturity": 8.3,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.7,
        "setup_ease": 4.2
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "conditional",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": null,
      "last_release_at": null,
      "last_release_url": null,
      "maintenance_status": "not_recorded",
      "integration_fingerprint": null,
      "integration_count": 0,
      "integrations": [],
      "source_observed_at": null,
      "observation_source_url": null,
      "observation_extractor_version": null,
      "observation_refs": {},
      "observed_fields": [
        "momentum",
        "popularity",
        "risk",
        "score",
        "score_components",
        "tier",
        "verdict"
      ],
      "date": "2026-07-12",
      "source_build_id": "git-c7c4bf2ba980"
    },
    {
      "id": "gh:hkuds/lightrag",
      "score": 8.6,
      "popularity": 79.0,
      "stars": null,
      "momentum": 8.0,
      "score_components": {
        "usefulness": 8.0,
        "novelty": 8.0,
        "momentum": 8.0,
        "maturity": 8.3,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.7,
        "setup_ease": 4.2
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "conditional",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": null,
      "last_release_at": null,
      "last_release_url": null,
      "maintenance_status": "not_recorded",
      "integration_fingerprint": null,
      "integration_count": 0,
      "integrations": [],
      "source_observed_at": null,
      "observation_source_url": null,
      "observation_extractor_version": null,
      "observation_refs": {},
      "observed_fields": [
        "momentum",
        "popularity",
        "risk",
        "score",
        "score_components",
        "tier",
        "verdict"
      ],
      "date": "2026-07-13",
      "source_build_id": "git-a57439d942f9"
    },
    {
      "id": "gh:hkuds/lightrag",
      "score": 8.6,
      "popularity": 79.0,
      "stars": 37616,
      "momentum": 9.0,
      "score_components": {
        "usefulness": 8.0,
        "novelty": 8.0,
        "momentum": 8.0,
        "maturity": 8.3,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.7,
        "setup_ease": 4.2
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "conditional",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": "v1.5.4",
      "last_release_at": "2026-06-24T10:24:01Z",
      "last_release_url": "https://github.com/HKUDS/LightRAG/releases/tag/v1.5.4",
      "maintenance_status": "active",
      "integration_fingerprint": null,
      "integration_count": 0,
      "integrations": [],
      "source_observed_at": "2026-07-13T12:19:39.107338Z",
      "observation_source_url": "https://api.github.com/graphql",
      "observation_extractor_version": "github-observer-v1",
      "observation_refs": {
        "stars": "obs_7b19f5209fb7613d63e233fd",
        "version": "obs_bfd40544e6f9db4d62fd5e87",
        "last_release_at": "obs_3c5ed880f1e16224b5d6a5e6",
        "last_release_url": "obs_d29d1a09716e05e0f5d5f523",
        "pushed_at": "obs_66b21e5cbd918608ad4b70ea",
        "archived": "obs_c914c4012102a64f9625416f",
        "default_branch": "obs_086d272b240772cd372154a7",
        "default_branch_updated_at": "obs_e39ea8b1bb6e1781cff7a9eb",
        "maintenance_status": "obs_5e7d38f4efb67b781d209996",
        "momentum": "obs_81b2b7119bf0257ab1336655"
      },
      "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:hkuds/lightrag",
      "score": 8.6,
      "popularity": 79.0,
      "stars": 37763,
      "momentum": 9.0,
      "score_components": {
        "usefulness": 8.0,
        "novelty": 8.0,
        "momentum": 8.0,
        "maturity": 8.3,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.7,
        "setup_ease": 4.2
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "conditional",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": "v1.5.5rc1",
      "last_release_at": "2026-07-13T19:33:37Z",
      "last_release_url": "https://github.com/HKUDS/LightRAG/releases/tag/v1.5.5rc1",
      "maintenance_status": "active",
      "integration_fingerprint": null,
      "integration_count": 0,
      "integrations": [],
      "source_observed_at": "2026-07-17T12:02:57.061641Z",
      "observation_source_url": "https://api.github.com/graphql",
      "observation_extractor_version": "github-observer-v2",
      "observation_refs": {
        "stars": "obs_3a4dbbe58665745fc40abeef",
        "version": "obs_5e8d521c6488b6c8f95bcfd9",
        "last_release_at": "obs_b8b0ae47fdf5b29258c69719",
        "last_release_url": "obs_f6a5b101f104818119de455f",
        "pushed_at": "obs_a9f6e8c0701b9e92159e732c",
        "archived": "obs_649dcb0e7cbd1223cd47a25d",
        "default_branch": "obs_9c4cc38652cb6118795d85ef",
        "default_branch_updated_at": "obs_356e3039e34cc2918aefc9d0",
        "maintenance_status": "obs_596efa5c785b8473d097d81c",
        "momentum": "obs_d030fde973504969473baeee",
        "repository_topics": "obs_917501350529012428df054b",
        "integrations": "obs_f29889c576daec1315967843",
        "integration_fingerprint": "obs_bbe81d8533b993f2c5b4f920",
        "deployment_models": "obs_1b5b815edc6424e5be7aaa51",
        "extensibility": "obs_4167d07502cb61c06c298a90"
      },
      "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:hkuds/lightrag",
      "score": 8.6,
      "popularity": 79.0,
      "stars": 37763,
      "momentum": 9.0,
      "score_components": {
        "usefulness": 8.0,
        "novelty": 8.0,
        "momentum": 8.0,
        "maturity": 8.3,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.7,
        "setup_ease": 4.2
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "conditional",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": "v1.5.5rc1",
      "last_release_at": "2026-07-13T19:33:37Z",
      "last_release_url": "https://github.com/HKUDS/LightRAG/releases/tag/v1.5.5rc1",
      "maintenance_status": "active",
      "integration_fingerprint": null,
      "integration_count": 0,
      "integrations": [],
      "source_observed_at": "2026-07-17T12:02:57.061641Z",
      "observation_source_url": "https://api.github.com/graphql",
      "observation_extractor_version": "github-observer-v2",
      "observation_refs": {
        "stars": "obs_3a4dbbe58665745fc40abeef",
        "version": "obs_5e8d521c6488b6c8f95bcfd9",
        "last_release_at": "obs_b8b0ae47fdf5b29258c69719",
        "last_release_url": "obs_f6a5b101f104818119de455f",
        "pushed_at": "obs_a9f6e8c0701b9e92159e732c",
        "archived": "obs_649dcb0e7cbd1223cd47a25d",
        "default_branch": "obs_9c4cc38652cb6118795d85ef",
        "default_branch_updated_at": "obs_356e3039e34cc2918aefc9d0",
        "maintenance_status": "obs_596efa5c785b8473d097d81c",
        "momentum": "obs_d030fde973504969473baeee",
        "repository_topics": "obs_917501350529012428df054b",
        "integrations": "obs_f29889c576daec1315967843",
        "integration_fingerprint": "obs_bbe81d8533b993f2c5b4f920",
        "deployment_models": "obs_1b5b815edc6424e5be7aaa51",
        "extensibility": "obs_4167d07502cb61c06c298a90"
      },
      "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:hkuds/lightrag",
      "score": 8.6,
      "popularity": 79.0,
      "stars": 37763,
      "momentum": 9.0,
      "score_components": {
        "usefulness": 8.0,
        "novelty": 8.0,
        "momentum": 8.0,
        "maturity": 8.3,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.7,
        "setup_ease": 4.2
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "conditional",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": "v1.5.5rc1",
      "last_release_at": "2026-07-13T19:33:37Z",
      "last_release_url": "https://github.com/HKUDS/LightRAG/releases/tag/v1.5.5rc1",
      "maintenance_status": "active",
      "integration_fingerprint": null,
      "integration_count": 0,
      "integrations": [],
      "source_observed_at": "2026-07-17T12:02:57.061641Z",
      "observation_source_url": "https://api.github.com/graphql",
      "observation_extractor_version": "github-observer-v2",
      "observation_refs": {
        "stars": "obs_3a4dbbe58665745fc40abeef",
        "version": "obs_5e8d521c6488b6c8f95bcfd9",
        "last_release_at": "obs_b8b0ae47fdf5b29258c69719",
        "last_release_url": "obs_f6a5b101f104818119de455f",
        "pushed_at": "obs_a9f6e8c0701b9e92159e732c",
        "archived": "obs_649dcb0e7cbd1223cd47a25d",
        "default_branch": "obs_9c4cc38652cb6118795d85ef",
        "default_branch_updated_at": "obs_356e3039e34cc2918aefc9d0",
        "maintenance_status": "obs_596efa5c785b8473d097d81c",
        "momentum": "obs_d030fde973504969473baeee",
        "repository_topics": "obs_917501350529012428df054b",
        "integrations": "obs_f29889c576daec1315967843",
        "integration_fingerprint": "obs_bbe81d8533b993f2c5b4f920",
        "deployment_models": "obs_1b5b815edc6424e5be7aaa51",
        "extensibility": "obs_4167d07502cb61c06c298a90"
      },
      "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:hkuds/lightrag",
      "score": 8.6,
      "popularity": 79.0,
      "stars": 37763,
      "momentum": 9.0,
      "score_components": {
        "usefulness": 8.0,
        "novelty": 8.0,
        "momentum": 8.0,
        "maturity": 8.3,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.7,
        "setup_ease": 4.2
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "conditional",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": "v1.5.5rc1",
      "last_release_at": "2026-07-13T19:33:37Z",
      "last_release_url": "https://github.com/HKUDS/LightRAG/releases/tag/v1.5.5rc1",
      "maintenance_status": "active",
      "integration_fingerprint": null,
      "integration_count": 0,
      "integrations": [],
      "source_observed_at": "2026-07-17T12:02:57.061641Z",
      "observation_source_url": "https://api.github.com/graphql",
      "observation_extractor_version": "github-observer-v2",
      "observation_refs": {
        "stars": "obs_3a4dbbe58665745fc40abeef",
        "version": "obs_5e8d521c6488b6c8f95bcfd9",
        "last_release_at": "obs_b8b0ae47fdf5b29258c69719",
        "last_release_url": "obs_f6a5b101f104818119de455f",
        "pushed_at": "obs_a9f6e8c0701b9e92159e732c",
        "archived": "obs_649dcb0e7cbd1223cd47a25d",
        "default_branch": "obs_9c4cc38652cb6118795d85ef",
        "default_branch_updated_at": "obs_356e3039e34cc2918aefc9d0",
        "maintenance_status": "obs_596efa5c785b8473d097d81c",
        "momentum": "obs_d030fde973504969473baeee",
        "repository_topics": "obs_917501350529012428df054b",
        "integrations": "obs_f29889c576daec1315967843",
        "integration_fingerprint": "obs_bbe81d8533b993f2c5b4f920",
        "deployment_models": "obs_1b5b815edc6424e5be7aaa51",
        "extensibility": "obs_4167d07502cb61c06c298a90"
      },
      "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:hkuds/lightrag",
      "score": 8.6,
      "popularity": 79.0,
      "stars": 37763,
      "momentum": 9.0,
      "score_components": {
        "usefulness": 8.0,
        "novelty": 8.0,
        "momentum": 8.0,
        "maturity": 8.3,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.7,
        "setup_ease": 4.2
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "conditional",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": "v1.5.5rc1",
      "last_release_at": "2026-07-13T19:33:37Z",
      "last_release_url": "https://github.com/HKUDS/LightRAG/releases/tag/v1.5.5rc1",
      "maintenance_status": "active",
      "integration_fingerprint": null,
      "integration_count": 0,
      "integrations": [],
      "source_observed_at": "2026-07-17T12:02:57.061641Z",
      "observation_source_url": "https://api.github.com/graphql",
      "observation_extractor_version": "github-observer-v2",
      "observation_refs": {
        "stars": "obs_3a4dbbe58665745fc40abeef",
        "version": "obs_5e8d521c6488b6c8f95bcfd9",
        "last_release_at": "obs_b8b0ae47fdf5b29258c69719",
        "last_release_url": "obs_f6a5b101f104818119de455f",
        "pushed_at": "obs_a9f6e8c0701b9e92159e732c",
        "archived": "obs_649dcb0e7cbd1223cd47a25d",
        "default_branch": "obs_9c4cc38652cb6118795d85ef",
        "default_branch_updated_at": "obs_356e3039e34cc2918aefc9d0",
        "maintenance_status": "obs_596efa5c785b8473d097d81c",
        "momentum": "obs_d030fde973504969473baeee",
        "repository_topics": "obs_917501350529012428df054b",
        "integrations": "obs_f29889c576daec1315967843",
        "integration_fingerprint": "obs_bbe81d8533b993f2c5b4f920",
        "deployment_models": "obs_1b5b815edc6424e5be7aaa51",
        "extensibility": "obs_4167d07502cb61c06c298a90"
      },
      "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:hkuds/lightrag",
      "score": 8.6,
      "popularity": 79.0,
      "stars": 38260,
      "momentum": 9.0,
      "score_components": {
        "usefulness": 8.0,
        "novelty": 8.0,
        "momentum": 8.0,
        "maturity": 8.3,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.7,
        "setup_ease": 4.2
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "conditional",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": "v1.5.5rc1",
      "last_release_at": "2026-07-13T19:33:37Z",
      "last_release_url": "https://github.com/HKUDS/LightRAG/releases/tag/v1.5.5rc1",
      "maintenance_status": "active",
      "integration_fingerprint": null,
      "integration_count": 0,
      "integrations": [],
      "source_observed_at": "2026-07-28T10:17:34.274766Z",
      "observation_source_url": "https://api.github.com/graphql",
      "observation_extractor_version": "github-observer-v2",
      "observation_refs": {
        "stars": "obs_0bc54de6c55352b2881eca1d",
        "version": "obs_837d64de652d2f48bc029e89",
        "last_release_at": "obs_335d5ed738e158355cdf1006",
        "last_release_url": "obs_d80bf75522e653abd364196e",
        "pushed_at": "obs_45b6896cfa281d14ad223287",
        "archived": "obs_910f177adc49f2627242e020",
        "default_branch": "obs_ebed2febe4119989d0f78c15",
        "default_branch_updated_at": "obs_e21c87594e98c860e2e76e58",
        "maintenance_status": "obs_4bdbbb3950c7b252db63c81b",
        "momentum": "obs_866a0490b1e8fe0a5b9420d3",
        "repository_topics": "obs_a78e7831626807c2d08a2226",
        "integrations": "obs_954ac2547e1a28125692cc31",
        "integration_fingerprint": "obs_df2c8376bb265afa2cbaea49",
        "deployment_models": "obs_28c5ff70a585c351a6da1b3b",
        "extensibility": "obs_12a18a4ec46464dcf5840de4"
      },
      "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:hkuds/lightrag",
      "score": 8.6,
      "popularity": 79.0,
      "stars": 38302,
      "momentum": 9.6,
      "score_components": {
        "usefulness": 8.0,
        "novelty": 8.0,
        "momentum": 8.0,
        "maturity": 8.3,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.7,
        "setup_ease": 4.2
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "conditional",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": "v1.5.5rc1",
      "last_release_at": "2026-07-13T19:33:37Z",
      "last_release_url": "https://github.com/HKUDS/LightRAG/releases/tag/v1.5.5rc1",
      "maintenance_status": "active",
      "integration_fingerprint": null,
      "integration_count": 0,
      "integrations": [],
      "source_observed_at": "2026-07-29T10:17:05.832710Z",
      "observation_source_url": "https://api.github.com/graphql",
      "observation_extractor_version": "github-observer-v2",
      "observation_refs": {
        "stars": "obs_3adaca019b21f30022040aeb",
        "version": "obs_45bc149984ad76d4215708b5",
        "last_release_at": "obs_1e06a696b5ff67ba89ed0fb0",
        "last_release_url": "obs_2d19b5bfa7ef53ee4dccd3d8",
        "pushed_at": "obs_a25771aab75c2ec915bdcd9d",
        "archived": "obs_f161f065344476ce90dfbc23",
        "default_branch": "obs_5eac3132649e2e4480d598f8",
        "default_branch_updated_at": "obs_458deab9c6f7533fe4be6b32",
        "maintenance_status": "obs_a0a98e9771c2e43d0fb395a4",
        "momentum": "obs_c715e62d3fdef5a8e601933b",
        "repository_topics": "obs_a1201c2fc04ea2bcc6d8984c",
        "integrations": "obs_38aec8822b8aec6b8034c8e3",
        "integration_fingerprint": "obs_6e043e24126ae34da6e9c403",
        "deployment_models": "obs_f10cc429adf45713ab5828a3",
        "extensibility": "obs_2f25ea27514d9b93266e673f"
      },
      "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:hkuds/lightrag",
      "score": 8.6,
      "popularity": 79.0,
      "stars": null,
      "momentum": 8.0,
      "score_components": {
        "usefulness": 8.0,
        "novelty": 8.0,
        "momentum": 8.0,
        "maturity": 8.3,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.7,
        "setup_ease": 4.2
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "conditional",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": null,
      "last_release_at": null,
      "last_release_url": null,
      "maintenance_status": "not_recorded",
      "integration_fingerprint": null,
      "integration_count": 0,
      "integrations": [],
      "source_observed_at": null,
      "observation_source_url": null,
      "observation_extractor_version": null,
      "observation_refs": {},
      "observed_fields": [
        "momentum",
        "popularity",
        "risk",
        "score",
        "score_components",
        "tier",
        "verdict"
      ],
      "date": "2026-07-30",
      "source_build_id": "git-d6c6d356a593"
    },
    {
      "id": "gh:hkuds/lightrag",
      "score": 8.6,
      "popularity": 79.0,
      "stars": null,
      "momentum": 8.0,
      "score_components": {
        "usefulness": 8.0,
        "novelty": 8.0,
        "momentum": 8.0,
        "maturity": 8.3,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.7,
        "setup_ease": 4.2
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "conditional",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": null,
      "last_release_at": null,
      "last_release_url": null,
      "maintenance_status": "not_recorded",
      "integration_fingerprint": null,
      "integration_count": 0,
      "integrations": [],
      "source_observed_at": null,
      "observation_source_url": null,
      "observation_extractor_version": null,
      "observation_refs": {},
      "observed_fields": [
        "momentum",
        "popularity",
        "risk",
        "score",
        "score_components",
        "tier",
        "verdict"
      ],
      "date": "2026-07-31",
      "source_build_id": "git-1f6ab3b153e2"
    },
    {
      "id": "gh:hkuds/lightrag",
      "score": 8.6,
      "popularity": 79.0,
      "stars": 38406,
      "momentum": 9.0,
      "score_components": {
        "usefulness": 8.0,
        "novelty": 8.0,
        "momentum": 8.0,
        "maturity": 8.3,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.7,
        "setup_ease": 4.2
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "conditional",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": "v1.5.5",
      "last_release_at": "2026-07-31T12:07:29Z",
      "last_release_url": "https://github.com/HKUDS/LightRAG/releases/tag/v1.5.5",
      "maintenance_status": "active",
      "integration_fingerprint": null,
      "integration_count": 0,
      "integrations": [],
      "source_observed_at": "2026-08-01T10:17:36.135498Z",
      "observation_source_url": "https://api.github.com/graphql",
      "observation_extractor_version": "github-observer-v2",
      "observation_refs": {
        "stars": "obs_93bd428328a0a180c9f87050",
        "version": "obs_08426d9989f92246ea1643f3",
        "last_release_at": "obs_395f459a64b1a6d1ed0a21c5",
        "last_release_url": "obs_c010dce08643fad905ff1961",
        "pushed_at": "obs_c66896526f6f485179c8a13a",
        "archived": "obs_7cf3dd27f6d094797cefc83e",
        "default_branch": "obs_448dd045670322cf6db1f3c6",
        "default_branch_updated_at": "obs_2dd6139134e76a752b6c4862",
        "maintenance_status": "obs_de8b0bb1719695a49333a50c",
        "momentum": "obs_281f1f337e823b142507efe3",
        "repository_topics": "obs_44ea0559c7c1e654cc1228f6",
        "integrations": "obs_3c2b34030198a70840eb20fd",
        "integration_fingerprint": "obs_c7d3141d5496896794e5ca70",
        "deployment_models": "obs_274cc155dbbe3e8f4f905366",
        "extensibility": "obs_c0dda682e84ab54c76c1527e"
      },
      "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:hkuds/lightrag",
      "score": 8.6,
      "popularity": 79.0,
      "stars": 38424,
      "momentum": 9.6,
      "score_components": {
        "usefulness": 8.0,
        "novelty": 8.0,
        "momentum": 8.0,
        "maturity": 8.3,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.7,
        "setup_ease": 4.2
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "conditional",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": "v1.5.5",
      "last_release_at": "2026-07-31T12:07:29Z",
      "last_release_url": "https://github.com/HKUDS/LightRAG/releases/tag/v1.5.5",
      "maintenance_status": "active",
      "integration_fingerprint": null,
      "integration_count": 0,
      "integrations": [],
      "source_observed_at": "2026-08-02T10:17:50.427312Z",
      "observation_source_url": "https://api.github.com/graphql",
      "observation_extractor_version": "github-observer-v2",
      "observation_refs": {
        "stars": "obs_9abd07e94476fd479be20e58",
        "version": "obs_ad73b6b6997efb1df4248db3",
        "last_release_at": "obs_664de92c1a743d2dcaacccb8",
        "last_release_url": "obs_379736f29e66b4ea7a29579c",
        "pushed_at": "obs_bff9101a2d3c46ead4f1dea0",
        "archived": "obs_432b60be82fb3d05cccc54f6",
        "default_branch": "obs_a12574a89d59065eb495f596",
        "default_branch_updated_at": "obs_471d3a3133ae9f62cb968642",
        "maintenance_status": "obs_a06e2dbf8fe9f70d0574ef81",
        "momentum": "obs_ba21bc286c0002bbd35026bc",
        "repository_topics": "obs_e1dba63486ca77d17c02217f",
        "integrations": "obs_840bf316b25a1671f19c4dc9",
        "integration_fingerprint": "obs_5c257d8e513d1f5e336a2acb",
        "deployment_models": "obs_5da3dffe1c98bd6f7fa1b65c",
        "extensibility": "obs_6bf00bb9ad056fce0db7ce85"
      },
      "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:hkuds/lightrag",
      "score": 8.6,
      "popularity": 79.0,
      "stars": 38453,
      "momentum": 9.6,
      "score_components": {
        "usefulness": 8.0,
        "novelty": 8.0,
        "momentum": 8.0,
        "maturity": 8.3,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.7,
        "setup_ease": 4.2
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "conditional",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": "v1.5.5",
      "last_release_at": "2026-07-31T12:07:29Z",
      "last_release_url": "https://github.com/HKUDS/LightRAG/releases/tag/v1.5.5",
      "maintenance_status": "active",
      "integration_fingerprint": null,
      "integration_count": 0,
      "integrations": [],
      "source_observed_at": "2026-08-03T10:18:05.351909Z",
      "observation_source_url": "https://api.github.com/graphql",
      "observation_extractor_version": "github-observer-v2",
      "observation_refs": {
        "stars": "obs_ef5f237b166c45b9249634f5",
        "version": "obs_2d78f149536a35dcfbd8e04e",
        "last_release_at": "obs_da02afd0649eb5aad304276e",
        "last_release_url": "obs_86d8597b7ce60ce69976519c",
        "pushed_at": "obs_6b50e648c0044b534b61e56a",
        "archived": "obs_5e3c0395a048bbaea5f623f8",
        "default_branch": "obs_5efdd136eb96954a6c4e6111",
        "default_branch_updated_at": "obs_416d7fdebb50f4f3e859c41d",
        "maintenance_status": "obs_2c134a3eb31cc3ce23f3235d",
        "momentum": "obs_951b5633531121504fd8b774",
        "repository_topics": "obs_c11811643b8bf3ccca2c88e0",
        "integrations": "obs_fcbeb50a36fc00b9a49e899d",
        "integration_fingerprint": "obs_1e0bf39fa480e5bc1aee2a0c",
        "deployment_models": "obs_57b85373b1de2662d685932e",
        "extensibility": "obs_5f6e1b817c7ce1a9df5d9950"
      },
      "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:hkuds/lightrag",
      "score": 8.6,
      "popularity": 79.0,
      "stars": 38453,
      "momentum": 9.6,
      "score_components": {
        "usefulness": 8.0,
        "novelty": 8.0,
        "momentum": 8.0,
        "maturity": 8.3,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.7,
        "setup_ease": 4.2
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "conditional",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": "v1.5.5",
      "last_release_at": "2026-07-31T12:07:29Z",
      "last_release_url": "https://github.com/HKUDS/LightRAG/releases/tag/v1.5.5",
      "maintenance_status": "active",
      "integration_fingerprint": null,
      "integration_count": 0,
      "integrations": [],
      "source_observed_at": "2026-08-03T10:18:05.351909Z",
      "observation_source_url": "https://api.github.com/graphql",
      "observation_extractor_version": "github-observer-v2",
      "observation_refs": {
        "stars": "obs_ef5f237b166c45b9249634f5",
        "version": "obs_2d78f149536a35dcfbd8e04e",
        "last_release_at": "obs_da02afd0649eb5aad304276e",
        "last_release_url": "obs_86d8597b7ce60ce69976519c",
        "pushed_at": "obs_6b50e648c0044b534b61e56a",
        "archived": "obs_5e3c0395a048bbaea5f623f8",
        "default_branch": "obs_5efdd136eb96954a6c4e6111",
        "default_branch_updated_at": "obs_416d7fdebb50f4f3e859c41d",
        "maintenance_status": "obs_2c134a3eb31cc3ce23f3235d",
        "momentum": "obs_951b5633531121504fd8b774",
        "repository_topics": "obs_c11811643b8bf3ccca2c88e0",
        "integrations": "obs_fcbeb50a36fc00b9a49e899d",
        "integration_fingerprint": "obs_1e0bf39fa480e5bc1aee2a0c",
        "deployment_models": "obs_57b85373b1de2662d685932e",
        "extensibility": "obs_5f6e1b817c7ce1a9df5d9950"
      },
      "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:hkuds/lightrag",
      "score": 8.6,
      "popularity": 79.0,
      "stars": null,
      "momentum": 8.0,
      "score_components": {
        "usefulness": 8.0,
        "novelty": 8.0,
        "momentum": 8.0,
        "maturity": 8.3,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.7,
        "setup_ease": 4.2
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "conditional",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": null,
      "last_release_at": null,
      "last_release_url": null,
      "maintenance_status": "not_recorded",
      "integration_fingerprint": null,
      "integration_count": 0,
      "integrations": [],
      "source_observed_at": null,
      "observation_source_url": null,
      "observation_extractor_version": null,
      "observation_refs": {},
      "observed_fields": [
        "momentum",
        "popularity",
        "risk",
        "score",
        "score_components",
        "tier",
        "verdict"
      ],
      "date": "2026-08-05",
      "source_build_id": "git-e1dfd91c94e6"
    },
    {
      "id": "gh:hkuds/lightrag",
      "score": 8.6,
      "popularity": 79.0,
      "stars": null,
      "momentum": 8.0,
      "score_components": {
        "usefulness": 8.0,
        "novelty": 8.0,
        "momentum": 8.0,
        "maturity": 8.3,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.7,
        "setup_ease": 4.2
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "conditional",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": null,
      "last_release_at": null,
      "last_release_url": null,
      "maintenance_status": "not_recorded",
      "integration_fingerprint": null,
      "integration_count": 0,
      "integrations": [],
      "source_observed_at": null,
      "observation_source_url": null,
      "observation_extractor_version": null,
      "observation_refs": {},
      "observed_fields": [
        "momentum",
        "popularity",
        "risk",
        "score",
        "score_components",
        "tier",
        "verdict"
      ],
      "date": "2026-08-06",
      "source_build_id": "git-0d13b053d175"
    },
    {
      "id": "gh:hkuds/lightrag",
      "score": 8.6,
      "popularity": 79.0,
      "stars": 38453,
      "momentum": 9.6,
      "score_components": {
        "usefulness": 8.0,
        "novelty": 8.0,
        "momentum": 8.0,
        "maturity": 8.3,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.7,
        "setup_ease": 4.2
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "conditional",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": "v1.5.5",
      "last_release_at": "2026-07-31T12:07:29Z",
      "last_release_url": "https://github.com/HKUDS/LightRAG/releases/tag/v1.5.5",
      "maintenance_status": "active",
      "integration_fingerprint": null,
      "integration_count": 0,
      "integrations": [],
      "source_observed_at": "2026-08-03T10:18:05.351909Z",
      "observation_source_url": "https://api.github.com/graphql",
      "observation_extractor_version": "github-observer-v2",
      "observation_refs": {
        "stars": "obs_ef5f237b166c45b9249634f5",
        "version": "obs_2d78f149536a35dcfbd8e04e",
        "last_release_at": "obs_da02afd0649eb5aad304276e",
        "last_release_url": "obs_86d8597b7ce60ce69976519c",
        "pushed_at": "obs_6b50e648c0044b534b61e56a",
        "archived": "obs_5e3c0395a048bbaea5f623f8",
        "default_branch": "obs_5efdd136eb96954a6c4e6111",
        "default_branch_updated_at": "obs_416d7fdebb50f4f3e859c41d",
        "maintenance_status": "obs_2c134a3eb31cc3ce23f3235d",
        "momentum": "obs_951b5633531121504fd8b774",
        "repository_topics": "obs_c11811643b8bf3ccca2c88e0",
        "integrations": "obs_fcbeb50a36fc00b9a49e899d",
        "integration_fingerprint": "obs_1e0bf39fa480e5bc1aee2a0c",
        "deployment_models": "obs_57b85373b1de2662d685932e",
        "extensibility": "obs_5f6e1b817c7ce1a9df5d9950"
      },
      "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:hkuds/lightrag",
      "score": 8.6,
      "popularity": 79.0,
      "stars": 38634,
      "momentum": 9.6,
      "score_components": {
        "usefulness": 8.0,
        "novelty": 8.0,
        "momentum": 8.0,
        "maturity": 8.3,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.7,
        "setup_ease": 4.2
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "conditional",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": "v1.5.6",
      "last_release_at": "2026-08-06T08:29:47Z",
      "last_release_url": "https://github.com/HKUDS/LightRAG/releases/tag/v1.5.6",
      "maintenance_status": "active",
      "integration_fingerprint": null,
      "integration_count": 0,
      "integrations": [],
      "source_observed_at": "2026-08-08T10:17:54.011012Z",
      "observation_source_url": "https://api.github.com/graphql",
      "observation_extractor_version": "github-observer-v2",
      "observation_refs": {
        "stars": "obs_d7acc765e4e49abd1a9cf584",
        "version": "obs_cc570273e5db934f411e4d19",
        "last_release_at": "obs_e74b556adf368d5766edcd7a",
        "last_release_url": "obs_19563fcecdfe21bab92a80f8",
        "pushed_at": "obs_2f389f1da9901f6dc9530de9",
        "archived": "obs_0e917d52cb9967f011260929",
        "default_branch": "obs_c399873ee4cb969e4402b352",
        "default_branch_updated_at": "obs_16a6eacf1d75e5fda9496b2e",
        "maintenance_status": "obs_38870f3678f70a2e3ab06c95",
        "momentum": "obs_5b7c30f100aebafb7c1c2115",
        "repository_topics": "obs_33d3335f1425886444100b68",
        "integrations": "obs_55360f9d8dacb17d3f416ef0",
        "integration_fingerprint": "obs_23e2668002ae0fa492063bce",
        "deployment_models": "obs_dadc53ff9a6ff389f1409d2a",
        "extensibility": "obs_c62ac14c519703da0bbe038f"
      },
      "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:hkuds/lightrag",
      "score": 8.6,
      "popularity": 79.0,
      "stars": 38673,
      "momentum": 9.6,
      "score_components": {
        "usefulness": 8.0,
        "novelty": 8.0,
        "momentum": 8.0,
        "maturity": 8.3,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.7,
        "setup_ease": 4.2
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "conditional",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": "v1.5.6",
      "last_release_at": "2026-08-06T08:29:47Z",
      "last_release_url": "https://github.com/HKUDS/LightRAG/releases/tag/v1.5.6",
      "maintenance_status": "active",
      "integration_fingerprint": null,
      "integration_count": 0,
      "integrations": [],
      "source_observed_at": "2026-08-09T10:18:02.987681Z",
      "observation_source_url": "https://api.github.com/graphql",
      "observation_extractor_version": "github-observer-v2",
      "observation_refs": {
        "stars": "obs_7209a9b4f9838a35cd9d2507",
        "version": "obs_f93c97ae309bf72cea3bf18b",
        "last_release_at": "obs_7a6202274b6f39f2728ea4f6",
        "last_release_url": "obs_637359663faa0e21ef3a2e35",
        "pushed_at": "obs_c159ed95e5106ced092f1532",
        "archived": "obs_e0cf92d2b15155346c09b2f4",
        "default_branch": "obs_7bdb7e8dded0db8763572aab",
        "default_branch_updated_at": "obs_1be63ce7761ad7b17a3bef9f",
        "maintenance_status": "obs_23db1b8dda320c742828fa4f",
        "momentum": "obs_8d0dea2732f7a0f069324469",
        "repository_topics": "obs_b60da3b5fe9ca5a948d01e89",
        "integrations": "obs_08ca02dadccf724be98ae3ce",
        "integration_fingerprint": "obs_2b575f44907a86aa0ba2d0ca",
        "deployment_models": "obs_3848e9a437c3383d2dd8eedc",
        "extensibility": "obs_697b676868e8480eba504ec9"
      },
      "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:hkuds/lightrag",
      "score": 8.6,
      "popularity": 79.0,
      "stars": 38714,
      "momentum": 9.6,
      "score_components": {
        "usefulness": 8.0,
        "novelty": 8.0,
        "momentum": 8.0,
        "maturity": 8.3,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.7,
        "setup_ease": 4.2
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "conditional",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": "v1.5.6",
      "last_release_at": "2026-08-06T08:29:47Z",
      "last_release_url": "https://github.com/HKUDS/LightRAG/releases/tag/v1.5.6",
      "maintenance_status": "active",
      "integration_fingerprint": null,
      "integration_count": 0,
      "integrations": [],
      "source_observed_at": "2026-08-10T10:18:02.453550Z",
      "observation_source_url": "https://api.github.com/graphql",
      "observation_extractor_version": "github-observer-v2",
      "observation_refs": {
        "stars": "obs_bdf3e822abd316b28cbab760",
        "version": "obs_b2de3ea2eddfd9c22b3f8140",
        "last_release_at": "obs_b4ad5b476c15a8e5367e20cf",
        "last_release_url": "obs_8bd40117e8ff70fdc1bf47b1",
        "pushed_at": "obs_cfa31933eac27e76fbe7a7a2",
        "archived": "obs_87695dd2841da4346f6675bb",
        "default_branch": "obs_c676547d61503038becea54c",
        "default_branch_updated_at": "obs_72d9121e3e408015b082beb3",
        "maintenance_status": "obs_dbd85111742e5a1c0ce529a6",
        "momentum": "obs_c3f7308c020cc02e1248510f",
        "repository_topics": "obs_9c194b2c48ec9803c099f1f8",
        "integrations": "obs_c4289b6f84b44128cb3c3e5f",
        "integration_fingerprint": "obs_9ac500ab9490c977c9a954c9",
        "deployment_models": "obs_2355c38318eefcd0c0b4e1d8",
        "extensibility": "obs_89bb7d20b70f6199f2a93506"
      },
      "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:hkuds/lightrag",
      "score": 8.6,
      "popularity": 79.0,
      "stars": 38762,
      "momentum": 9.6,
      "score_components": {
        "usefulness": 8.0,
        "novelty": 8.0,
        "momentum": 8.0,
        "maturity": 8.3,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.7,
        "setup_ease": 4.2
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "conditional",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": "v1.5.6",
      "last_release_at": "2026-08-06T08:29:47Z",
      "last_release_url": "https://github.com/HKUDS/LightRAG/releases/tag/v1.5.6",
      "maintenance_status": "active",
      "integration_fingerprint": null,
      "integration_count": 0,
      "integrations": [],
      "source_observed_at": "2026-08-11T10:17:40.749121Z",
      "observation_source_url": "https://api.github.com/graphql",
      "observation_extractor_version": "github-observer-v2",
      "observation_refs": {
        "stars": "obs_d7cb159fb4d39fb79f9be91d",
        "version": "obs_3844eb27fba24e81e072de14",
        "last_release_at": "obs_865e37bdcedf2e2d186b13cf",
        "last_release_url": "obs_353f0bf4c00739a69c639cdd",
        "pushed_at": "obs_6cc8172976153d1a37055506",
        "archived": "obs_8d1704644a5284c4c338a52b",
        "default_branch": "obs_854563bf7c52c5e62ac1e9e9",
        "default_branch_updated_at": "obs_1bd884e498112fc6e7b79f57",
        "maintenance_status": "obs_46453e093cb9e08fe4e99778",
        "momentum": "obs_06e25a29855cf943b6f48ba1",
        "repository_topics": "obs_638e7809175e9773db3dfbf0",
        "integrations": "obs_71ebf61e59ce8314adc9c699",
        "integration_fingerprint": "obs_100e2dd2630a3fcdfe1f52ad",
        "deployment_models": "obs_e11b8d9b75430941e44c2ba1",
        "extensibility": "obs_f1c39a01865661d9a5578424"
      },
      "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:hkuds/lightrag",
      "score": 8.6,
      "popularity": 79.0,
      "stars": 38804,
      "momentum": 9.6,
      "score_components": {
        "usefulness": 8.0,
        "novelty": 8.0,
        "momentum": 8.0,
        "maturity": 8.3,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.7,
        "setup_ease": 4.2
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "conditional",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": "v1.5.6",
      "last_release_at": "2026-08-06T08:29:47Z",
      "last_release_url": "https://github.com/HKUDS/LightRAG/releases/tag/v1.5.6",
      "maintenance_status": "active",
      "integration_fingerprint": null,
      "integration_count": 0,
      "integrations": [],
      "source_observed_at": "2026-08-12T17:38:47.185822Z",
      "observation_source_url": "https://api.github.com/graphql",
      "observation_extractor_version": "github-observer-v2",
      "observation_refs": {
        "stars": "obs_cecf025f117700e782c5e34b",
        "version": "obs_6268a86d2c1f78ea39babe7e",
        "last_release_at": "obs_2f949d85adf7a12061226b80",
        "last_release_url": "obs_012989489c3f12401e18ce9f",
        "pushed_at": "obs_ec6d81cf8de633fc0652a0b3",
        "archived": "obs_d9b8bd8ce265d8947ddb898a",
        "default_branch": "obs_c3d886d3ef5788ea62b2e61f",
        "default_branch_updated_at": "obs_acbbb00ae2fc19f0573424ae",
        "maintenance_status": "obs_eb0d4cccd6e919de9642a2bf",
        "momentum": "obs_0cb08c689be7e19b4d2234a3",
        "repository_topics": "obs_57c5af2d67136b228bb9128e",
        "integrations": "obs_99518d12df392994afd00a6b",
        "integration_fingerprint": "obs_5abc09139f16b04fde3362f8",
        "deployment_models": "obs_119b9076299e4afd9fb5c830",
        "extensibility": "obs_9cd46648832053f593bd98b4"
      },
      "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:hkuds/lightrag",
      "score": 8.6,
      "popularity": 79.0,
      "stars": 38838,
      "momentum": 9.6,
      "score_components": {
        "usefulness": 8.0,
        "novelty": 8.0,
        "momentum": 8.0,
        "maturity": 8.3,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.7,
        "setup_ease": 4.2
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "conditional",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": "v1.5.6",
      "last_release_at": "2026-08-06T08:29:47Z",
      "last_release_url": "https://github.com/HKUDS/LightRAG/releases/tag/v1.5.6",
      "maintenance_status": "active",
      "integration_fingerprint": null,
      "integration_count": 0,
      "integrations": [],
      "source_observed_at": "2026-08-13T19:31:03.163686Z",
      "observation_source_url": "https://api.github.com/graphql",
      "observation_extractor_version": "github-observer-v2",
      "observation_refs": {
        "stars": "obs_06298fa24ebd1141d50fcec5",
        "version": "obs_845177901d5dfbd625b95b18",
        "last_release_at": "obs_2ab60ea39c93cf1c5adbe148",
        "last_release_url": "obs_6ee398d31cb62d942a0ad319",
        "pushed_at": "obs_823ee2bb80e1afcb883f6e36",
        "archived": "obs_65c680ab1238f9409bb578f1",
        "default_branch": "obs_37beddcc207247d14d95051e",
        "default_branch_updated_at": "obs_13ecb56b04f09638297c47e0",
        "maintenance_status": "obs_52d3a2e5c7901abca7d3e81e",
        "momentum": "obs_cbba0cf539be3ea4f3d51590",
        "repository_topics": "obs_673f5c4cde1ba60eb5e3997b",
        "integrations": "obs_bb9b388668c0db7f14d566e2",
        "integration_fingerprint": "obs_2a35e4d14e56c8dcd8f673d2",
        "deployment_models": "obs_74ff60aa3542cd661018598b",
        "extensibility": "obs_021841cba7a53035f1c86c45"
      },
      "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_c877bc5fbfa4d3f90c15",
      "entity_id": "gh:hkuds/lightrag",
      "item_url": "/item/hkuds-lightrag/",
      "title": "HKUDS/LightRAG",
      "category": "rag_knowledge",
      "kind": "stars_changed",
      "occurred_at": "2026-08-13T19:31:03.163686Z",
      "before": 38804,
      "after": 38838,
      "explanation": "Stars changed: 38804 → 38838.",
      "explanation_scope": "catalog_snapshot_delta",
      "evidence_refs": {},
      "tier": "Gold",
      "risk": "conditional",
      "verdict": "try_now",
      "score": 8.6,
      "entity_kind": "open_source",
      "verification_stage": "discovered",
      "type": "Framework",
      "section": "RAG / Knowledge Systems",
      "local_ai": false,
      "local_model_compatible": false,
      "discovery_topic": "rag_knowledge",
      "discovery_topic_status": "reviewed",
      "setup_ease": 4.2,
      "best_for": [
        "RAG teams",
        "search engineers"
      ],
      "risk_categories": [],
      "search_text": "hkuds/lightrag hkuds open_source rag_knowledge rag_knowledge gold conditional try_now rag teams search engineers",
      "material_mover": false
    },
    {
      "id": "evt_f345679521cd442af21b",
      "entity_id": "gh:hkuds/lightrag",
      "item_url": "/item/hkuds-lightrag/",
      "title": "HKUDS/LightRAG",
      "category": "rag_knowledge",
      "kind": "stars_changed",
      "occurred_at": "2026-08-12T17:38:47.185822Z",
      "before": 38762,
      "after": 38804,
      "explanation": "Stars changed: 38762 → 38804.",
      "explanation_scope": "catalog_snapshot_delta",
      "evidence_refs": {},
      "tier": "Gold",
      "risk": "conditional",
      "verdict": "try_now",
      "score": 8.6,
      "entity_kind": "open_source",
      "verification_stage": "discovered",
      "type": "Framework",
      "section": "RAG / Knowledge Systems",
      "local_ai": false,
      "local_model_compatible": false,
      "discovery_topic": "rag_knowledge",
      "discovery_topic_status": "reviewed",
      "setup_ease": 4.2,
      "best_for": [
        "RAG teams",
        "search engineers"
      ],
      "risk_categories": [],
      "search_text": "hkuds/lightrag hkuds open_source rag_knowledge rag_knowledge gold conditional try_now rag teams search engineers",
      "material_mover": false
    },
    {
      "id": "evt_f826141120fb84623829",
      "entity_id": "gh:hkuds/lightrag",
      "item_url": "/item/hkuds-lightrag/",
      "title": "HKUDS/LightRAG",
      "category": "rag_knowledge",
      "kind": "stars_changed",
      "occurred_at": "2026-08-11T10:17:40.749121Z",
      "before": 38714,
      "after": 38762,
      "explanation": "Stars changed: 38714 → 38762.",
      "explanation_scope": "catalog_snapshot_delta",
      "evidence_refs": {},
      "tier": "Gold",
      "risk": "conditional",
      "verdict": "try_now",
      "score": 8.6,
      "entity_kind": "open_source",
      "verification_stage": "discovered",
      "type": "Framework",
      "section": "RAG / Knowledge Systems",
      "local_ai": false,
      "local_model_compatible": false,
      "discovery_topic": "rag_knowledge",
      "discovery_topic_status": "reviewed",
      "setup_ease": 4.2,
      "best_for": [
        "RAG teams",
        "search engineers"
      ],
      "risk_categories": [],
      "search_text": "hkuds/lightrag hkuds open_source rag_knowledge rag_knowledge gold conditional try_now rag teams search engineers",
      "material_mover": false
    },
    {
      "id": "evt_3ff462b8f5ac7fe1b7f6",
      "entity_id": "gh:hkuds/lightrag",
      "item_url": "/item/hkuds-lightrag/",
      "title": "HKUDS/LightRAG",
      "category": "rag_knowledge",
      "kind": "stars_changed",
      "occurred_at": "2026-08-10T10:18:02.453550Z",
      "before": 38673,
      "after": 38714,
      "explanation": "Stars changed: 38673 → 38714.",
      "explanation_scope": "catalog_snapshot_delta",
      "evidence_refs": {},
      "tier": "Gold",
      "risk": "conditional",
      "verdict": "try_now",
      "score": 8.6,
      "entity_kind": "open_source",
      "verification_stage": "discovered",
      "type": "Framework",
      "section": "RAG / Knowledge Systems",
      "local_ai": false,
      "local_model_compatible": false,
      "discovery_topic": "rag_knowledge",
      "discovery_topic_status": "reviewed",
      "setup_ease": 4.2,
      "best_for": [
        "RAG teams",
        "search engineers"
      ],
      "risk_categories": [],
      "search_text": "hkuds/lightrag hkuds open_source rag_knowledge rag_knowledge gold conditional try_now rag teams search engineers",
      "material_mover": false
    },
    {
      "id": "evt_12d7b4fbec8916d6b2b8",
      "entity_id": "gh:hkuds/lightrag",
      "item_url": "/item/hkuds-lightrag/",
      "title": "HKUDS/LightRAG",
      "category": "rag_knowledge",
      "kind": "stars_changed",
      "occurred_at": "2026-08-09T10:18:02.987681Z",
      "before": 38634,
      "after": 38673,
      "explanation": "Stars changed: 38634 → 38673.",
      "explanation_scope": "catalog_snapshot_delta",
      "evidence_refs": {},
      "tier": "Gold",
      "risk": "conditional",
      "verdict": "try_now",
      "score": 8.6,
      "entity_kind": "open_source",
      "verification_stage": "discovered",
      "type": "Framework",
      "section": "RAG / Knowledge Systems",
      "local_ai": false,
      "local_model_compatible": false,
      "discovery_topic": "rag_knowledge",
      "discovery_topic_status": "reviewed",
      "setup_ease": 4.2,
      "best_for": [
        "RAG teams",
        "search engineers"
      ],
      "risk_categories": [],
      "search_text": "hkuds/lightrag hkuds open_source rag_knowledge rag_knowledge gold conditional try_now rag teams search engineers",
      "material_mover": false
    },
    {
      "id": "evt_9df1059409625a31f50c",
      "entity_id": "gh:hkuds/lightrag",
      "item_url": "/item/hkuds-lightrag/",
      "title": "HKUDS/LightRAG",
      "category": "rag_knowledge",
      "kind": "version_changed",
      "occurred_at": "2026-08-08T10:17:54.011012Z",
      "before": "v1.5.5",
      "after": "v1.5.6",
      "explanation": "Version changed: v1.5.5 → v1.5.6.",
      "explanation_scope": "catalog_snapshot_delta",
      "evidence_refs": {},
      "tier": "Gold",
      "risk": "conditional",
      "verdict": "try_now",
      "score": 8.6,
      "entity_kind": "open_source",
      "verification_stage": "discovered",
      "type": "Framework",
      "section": "RAG / Knowledge Systems",
      "local_ai": false,
      "local_model_compatible": false,
      "discovery_topic": "rag_knowledge",
      "discovery_topic_status": "reviewed",
      "setup_ease": 4.2,
      "best_for": [
        "RAG teams",
        "search engineers"
      ],
      "risk_categories": [],
      "search_text": "hkuds/lightrag hkuds open_source rag_knowledge rag_knowledge gold conditional try_now rag teams search engineers",
      "material_mover": false
    },
    {
      "id": "evt_0ec2af919094cc870064",
      "entity_id": "gh:hkuds/lightrag",
      "item_url": "/item/hkuds-lightrag/",
      "title": "HKUDS/LightRAG",
      "category": "rag_knowledge",
      "kind": "stars_changed",
      "occurred_at": "2026-08-08T10:17:54.011012Z",
      "before": 38453,
      "after": 38634,
      "explanation": "Stars changed: 38453 → 38634.",
      "explanation_scope": "catalog_snapshot_delta",
      "evidence_refs": {},
      "tier": "Gold",
      "risk": "conditional",
      "verdict": "try_now",
      "score": 8.6,
      "entity_kind": "open_source",
      "verification_stage": "discovered",
      "type": "Framework",
      "section": "RAG / Knowledge Systems",
      "local_ai": false,
      "local_model_compatible": false,
      "discovery_topic": "rag_knowledge",
      "discovery_topic_status": "reviewed",
      "setup_ease": 4.2,
      "best_for": [
        "RAG teams",
        "search engineers"
      ],
      "risk_categories": [],
      "search_text": "hkuds/lightrag hkuds open_source rag_knowledge rag_knowledge gold conditional try_now rag teams search engineers",
      "material_mover": false
    },
    {
      "id": "evt_58d33b8563bcc9913f8f",
      "entity_id": "gh:hkuds/lightrag",
      "item_url": "/item/hkuds-lightrag/",
      "title": "HKUDS/LightRAG",
      "category": "rag_knowledge",
      "kind": "stars_changed",
      "occurred_at": "2026-08-03T10:18:05.351909Z",
      "before": 38424,
      "after": 38453,
      "explanation": "Stars changed: 38424 → 38453.",
      "explanation_scope": "catalog_snapshot_delta",
      "evidence_refs": {},
      "tier": "Gold",
      "risk": "conditional",
      "verdict": "try_now",
      "score": 8.6,
      "entity_kind": "open_source",
      "verification_stage": "discovered",
      "type": "Framework",
      "section": "RAG / Knowledge Systems",
      "local_ai": false,
      "local_model_compatible": false,
      "discovery_topic": "rag_knowledge",
      "discovery_topic_status": "reviewed",
      "setup_ease": 4.2,
      "best_for": [
        "RAG teams",
        "search engineers"
      ],
      "risk_categories": [],
      "search_text": "hkuds/lightrag hkuds open_source rag_knowledge rag_knowledge gold conditional try_now rag teams search engineers",
      "material_mover": false
    },
    {
      "id": "evt_cf3e22e70e51a016c214",
      "entity_id": "gh:hkuds/lightrag",
      "item_url": "/item/hkuds-lightrag/",
      "title": "HKUDS/LightRAG",
      "category": "rag_knowledge",
      "kind": "stars_changed",
      "occurred_at": "2026-08-02T10:17:50.427312Z",
      "before": 38406,
      "after": 38424,
      "explanation": "Stars changed: 38406 → 38424.",
      "explanation_scope": "catalog_snapshot_delta",
      "evidence_refs": {},
      "tier": "Gold",
      "risk": "conditional",
      "verdict": "try_now",
      "score": 8.6,
      "entity_kind": "open_source",
      "verification_stage": "discovered",
      "type": "Framework",
      "section": "RAG / Knowledge Systems",
      "local_ai": false,
      "local_model_compatible": false,
      "discovery_topic": "rag_knowledge",
      "discovery_topic_status": "reviewed",
      "setup_ease": 4.2,
      "best_for": [
        "RAG teams",
        "search engineers"
      ],
      "risk_categories": [],
      "search_text": "hkuds/lightrag hkuds open_source rag_knowledge rag_knowledge gold conditional try_now rag teams search engineers",
      "material_mover": false
    },
    {
      "id": "evt_8a7e21c5088b9a433d96",
      "entity_id": "gh:hkuds/lightrag",
      "item_url": "/item/hkuds-lightrag/",
      "title": "HKUDS/LightRAG",
      "category": "rag_knowledge",
      "kind": "stars_changed",
      "occurred_at": "2026-08-01T10:17:36.135498Z",
      "before": 38394,
      "after": 38406,
      "explanation": "Source-observed stars changed: 38394 → 38406. 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_93bd428328a0a180c9f87050",
        "after_observed_at": "2026-08-01T10:17:36.135498Z",
        "after_source_path": "repository.stargazerCount",
        "before_observation_id": "obs_4b889085918c92a9cc7cdc97",
        "before_observed_at": "2026-08-01T00:55:12.768643Z",
        "before_source_path": "repository.stargazerCount",
        "entity_source_url": "https://github.com/HKUDS/LightRAG",
        "extractor_version": "github-observer-v2",
        "field": "stars",
        "source_url": "https://api.github.com/graphql"
      },
      "tier": "Gold",
      "risk": "conditional",
      "verdict": "try_now",
      "score": 8.6,
      "entity_kind": "open_source",
      "verification_stage": "discovered",
      "type": "Framework",
      "section": "RAG / Knowledge Systems",
      "local_ai": false,
      "local_model_compatible": false,
      "discovery_topic": "rag_knowledge",
      "discovery_topic_status": "reviewed",
      "setup_ease": 4.2,
      "best_for": [
        "RAG teams",
        "search engineers"
      ],
      "risk_categories": [],
      "search_text": "hkuds/lightrag hkuds open_source rag_knowledge rag_knowledge gold conditional try_now rag teams search engineers",
      "material_mover": false
    },
    {
      "id": "evt_8a15871cad96ad2b71db",
      "entity_id": "gh:hkuds/lightrag",
      "item_url": "/item/hkuds-lightrag/",
      "title": "HKUDS/LightRAG",
      "category": "rag_knowledge",
      "kind": "stars_changed",
      "occurred_at": "2026-08-01T00:55:12.768643Z",
      "before": 38393,
      "after": 38394,
      "explanation": "Source-observed stars changed: 38393 → 38394. 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_4b889085918c92a9cc7cdc97",
        "after_observed_at": "2026-08-01T00:55:12.768643Z",
        "after_source_path": "repository.stargazerCount",
        "before_observation_id": "obs_ce777f477075fb16af27fd0c",
        "before_observed_at": "2026-08-01T00:27:28.080591Z",
        "before_source_path": "repository.stargazerCount",
        "entity_source_url": "https://github.com/HKUDS/LightRAG",
        "extractor_version": "github-observer-v2",
        "field": "stars",
        "source_url": "https://api.github.com/graphql"
      },
      "tier": "Gold",
      "risk": "conditional",
      "verdict": "try_now",
      "score": 8.6,
      "entity_kind": "open_source",
      "verification_stage": "discovered",
      "type": "Framework",
      "section": "RAG / Knowledge Systems",
      "local_ai": false,
      "local_model_compatible": false,
      "discovery_topic": "rag_knowledge",
      "discovery_topic_status": "reviewed",
      "setup_ease": 4.2,
      "best_for": [
        "RAG teams",
        "search engineers"
      ],
      "risk_categories": [],
      "search_text": "hkuds/lightrag hkuds open_source rag_knowledge rag_knowledge gold conditional try_now rag teams search engineers",
      "material_mover": false
    },
    {
      "id": "evt_c2c746055dac555e0d08",
      "entity_id": "gh:hkuds/lightrag",
      "item_url": "/item/hkuds-lightrag/",
      "title": "HKUDS/LightRAG",
      "category": "rag_knowledge",
      "kind": "stars_changed",
      "occurred_at": "2026-07-29T10:17:05.832710Z",
      "before": 38260,
      "after": 38302,
      "explanation": "Stars changed: 38260 → 38302.",
      "explanation_scope": "catalog_snapshot_delta",
      "evidence_refs": {},
      "tier": "Gold",
      "risk": "conditional",
      "verdict": "try_now",
      "score": 8.6,
      "entity_kind": "open_source",
      "verification_stage": "discovered",
      "type": "Framework",
      "section": "RAG / Knowledge Systems",
      "local_ai": false,
      "local_model_compatible": false,
      "discovery_topic": "rag_knowledge",
      "discovery_topic_status": "reviewed",
      "setup_ease": 4.2,
      "best_for": [
        "RAG teams",
        "search engineers"
      ],
      "risk_categories": [],
      "search_text": "hkuds/lightrag hkuds open_source rag_knowledge rag_knowledge gold conditional try_now rag teams search engineers",
      "material_mover": false
    },
    {
      "id": "evt_6abd9fa33056f08d736e",
      "entity_id": "gh:hkuds/lightrag",
      "item_url": "/item/hkuds-lightrag/",
      "title": "HKUDS/LightRAG",
      "category": "rag_knowledge",
      "kind": "stars_changed",
      "occurred_at": "2026-07-28T10:17:34.274766Z",
      "before": 38248,
      "after": 38260,
      "explanation": "Source-observed stars changed: 38248 → 38260. 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_0bc54de6c55352b2881eca1d",
        "after_observed_at": "2026-07-28T10:17:34.274766Z",
        "after_source_path": "repository.stargazerCount",
        "before_observation_id": "obs_088d399c5591ac7cd78130fa",
        "before_observed_at": "2026-07-28T07:11:06.213377Z",
        "before_source_path": "repository.stargazerCount",
        "entity_source_url": "https://github.com/HKUDS/LightRAG",
        "extractor_version": "github-observer-v2",
        "field": "stars",
        "source_url": "https://api.github.com/graphql"
      },
      "tier": "Gold",
      "risk": "conditional",
      "verdict": "try_now",
      "score": 8.6,
      "entity_kind": "open_source",
      "verification_stage": "discovered",
      "type": "Framework",
      "section": "RAG / Knowledge Systems",
      "local_ai": false,
      "local_model_compatible": false,
      "discovery_topic": "rag_knowledge",
      "discovery_topic_status": "reviewed",
      "setup_ease": 4.2,
      "best_for": [
        "RAG teams",
        "search engineers"
      ],
      "risk_categories": [],
      "search_text": "hkuds/lightrag hkuds open_source rag_knowledge rag_knowledge gold conditional try_now rag teams search engineers",
      "material_mover": false
    },
    {
      "id": "evt_c4a1409df599793eb4b4",
      "entity_id": "gh:hkuds/lightrag",
      "item_url": "/item/hkuds-lightrag/",
      "title": "HKUDS/LightRAG",
      "category": "rag_knowledge",
      "kind": "stars_changed",
      "occurred_at": "2026-07-28T07:11:06.213377Z",
      "before": 37763,
      "after": 38248,
      "explanation": "Stars changed: 37763 → 38248.",
      "explanation_scope": "catalog_snapshot_delta",
      "evidence_refs": {},
      "tier": "Gold",
      "risk": "conditional",
      "verdict": "try_now",
      "score": 8.6,
      "entity_kind": "open_source",
      "verification_stage": "discovered",
      "type": "Framework",
      "section": "RAG / Knowledge Systems",
      "local_ai": false,
      "local_model_compatible": false,
      "discovery_topic": "rag_knowledge",
      "discovery_topic_status": "reviewed",
      "setup_ease": 4.2,
      "best_for": [
        "RAG teams",
        "search engineers"
      ],
      "risk_categories": [],
      "search_text": "hkuds/lightrag hkuds open_source rag_knowledge rag_knowledge gold conditional try_now rag teams search engineers",
      "material_mover": false
    },
    {
      "id": "evt_a53a6e0c3fc8c2a7157f",
      "entity_id": "gh:hkuds/lightrag",
      "item_url": "/item/hkuds-lightrag/",
      "title": "HKUDS/LightRAG",
      "category": "rag_knowledge",
      "kind": "stars_changed",
      "occurred_at": "2026-07-17T12:02:57.061641Z",
      "before": 37760,
      "after": 37763,
      "explanation": "Source-observed stars changed: 37760 → 37763. 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_3a4dbbe58665745fc40abeef",
        "after_observed_at": "2026-07-17T12:02:57.061641Z",
        "after_source_path": "repository.stargazerCount",
        "before_observation_id": "obs_6b15440bab2e5d9cc72d6a74",
        "before_observed_at": "2026-07-17T10:40:43.045032Z",
        "before_source_path": "repository.stargazerCount",
        "entity_source_url": "https://github.com/HKUDS/LightRAG",
        "extractor_version": "github-observer-v2",
        "field": "stars",
        "source_url": "https://api.github.com/graphql"
      },
      "tier": "Gold",
      "risk": "conditional",
      "verdict": "try_now",
      "score": 8.6,
      "entity_kind": "open_source",
      "verification_stage": "discovered",
      "type": "Framework",
      "section": "RAG / Knowledge Systems",
      "local_ai": false,
      "local_model_compatible": false,
      "discovery_topic": "rag_knowledge",
      "discovery_topic_status": "reviewed",
      "setup_ease": 4.2,
      "best_for": [
        "RAG teams",
        "search engineers"
      ],
      "risk_categories": [],
      "search_text": "hkuds/lightrag hkuds open_source rag_knowledge rag_knowledge gold conditional try_now rag teams search engineers",
      "material_mover": false
    },
    {
      "id": "evt_c00cadb29608dafcbeb8",
      "entity_id": "gh:hkuds/lightrag",
      "item_url": "/item/hkuds-lightrag/",
      "title": "HKUDS/LightRAG",
      "category": "rag_knowledge",
      "kind": "stars_changed",
      "occurred_at": "2026-07-17T10:17:28.381918Z",
      "before": 37758,
      "after": 37760,
      "explanation": "Source-observed stars changed: 37758 → 37760. 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_bf84923ab2a947be1d39f20a",
        "after_observed_at": "2026-07-17T10:17:28.381918Z",
        "after_source_path": "repository.stargazerCount",
        "before_observation_id": "obs_03ae2cf652fd3e12d854b7bf",
        "before_observed_at": "2026-07-17T09:45:55.725732Z",
        "before_source_path": "repository.stargazerCount",
        "entity_source_url": "https://github.com/HKUDS/LightRAG",
        "extractor_version": "github-observer-v2",
        "field": "stars",
        "source_url": "https://api.github.com/graphql"
      },
      "tier": "Gold",
      "risk": "conditional",
      "verdict": "try_now",
      "score": 8.6,
      "entity_kind": "open_source",
      "verification_stage": "discovered",
      "type": "Framework",
      "section": "RAG / Knowledge Systems",
      "local_ai": false,
      "local_model_compatible": false,
      "discovery_topic": "rag_knowledge",
      "discovery_topic_status": "reviewed",
      "setup_ease": 4.2,
      "best_for": [
        "RAG teams",
        "search engineers"
      ],
      "risk_categories": [],
      "search_text": "hkuds/lightrag hkuds open_source rag_knowledge rag_knowledge gold conditional try_now rag teams search engineers",
      "material_mover": false
    },
    {
      "id": "evt_5a0d3d110bcb12bada8a",
      "entity_id": "gh:hkuds/lightrag",
      "item_url": "/item/hkuds-lightrag/",
      "title": "HKUDS/LightRAG",
      "category": "rag_knowledge",
      "kind": "stars_changed",
      "occurred_at": "2026-07-17T09:45:55.725732Z",
      "before": 37616,
      "after": 37758,
      "explanation": "Stars changed: 37616 → 37758.",
      "explanation_scope": "catalog_snapshot_delta",
      "evidence_refs": {},
      "tier": "Gold",
      "risk": "conditional",
      "verdict": "try_now",
      "score": 8.6,
      "entity_kind": "open_source",
      "verification_stage": "discovered",
      "type": "Framework",
      "section": "RAG / Knowledge Systems",
      "local_ai": false,
      "local_model_compatible": false,
      "discovery_topic": "rag_knowledge",
      "discovery_topic_status": "reviewed",
      "setup_ease": 4.2,
      "best_for": [
        "RAG teams",
        "search engineers"
      ],
      "risk_categories": [],
      "search_text": "hkuds/lightrag hkuds open_source rag_knowledge rag_knowledge gold conditional try_now rag teams search engineers",
      "material_mover": false
    },
    {
      "id": "evt_25f63441dbbd8a4d07c3",
      "entity_id": "gh:hkuds/lightrag",
      "item_url": "/item/hkuds-lightrag/",
      "title": "HKUDS/LightRAG",
      "category": "rag_knowledge",
      "kind": "version_changed",
      "occurred_at": "2026-07-17T09:45:55.725732Z",
      "before": "v1.5.4",
      "after": "v1.5.5rc1",
      "explanation": "Version changed: v1.5.4 → v1.5.5rc1.",
      "explanation_scope": "catalog_snapshot_delta",
      "evidence_refs": {},
      "tier": "Gold",
      "risk": "conditional",
      "verdict": "try_now",
      "score": 8.6,
      "entity_kind": "open_source",
      "verification_stage": "discovered",
      "type": "Framework",
      "section": "RAG / Knowledge Systems",
      "local_ai": false,
      "local_model_compatible": false,
      "discovery_topic": "rag_knowledge",
      "discovery_topic_status": "reviewed",
      "setup_ease": 4.2,
      "best_for": [
        "RAG teams",
        "search engineers"
      ],
      "risk_categories": [],
      "search_text": "hkuds/lightrag hkuds open_source rag_knowledge rag_knowledge gold conditional try_now rag teams search engineers",
      "material_mover": false
    }
  ]
}
