{
  "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:agentscope-ai/agentscope-java",
  "points": [
    {
      "id": "gh:agentscope-ai/agentscope-java",
      "score": 8.6,
      "popularity": 74.0,
      "stars": null,
      "momentum": null,
      "score_components": {},
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "none",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": null,
      "last_release_at": null,
      "last_release_url": null,
      "maintenance_status": "not_recorded",
      "integration_fingerprint": null,
      "integration_count": 0,
      "integrations": [],
      "source_observed_at": null,
      "observation_source_url": null,
      "observation_extractor_version": null,
      "observation_refs": {},
      "observed_fields": [
        "momentum",
        "popularity",
        "risk",
        "score",
        "score_components",
        "tier",
        "verdict"
      ],
      "date": "2026-06-18",
      "source_build_id": "git-f4995142b6f1"
    },
    {
      "id": "gh:agentscope-ai/agentscope-java",
      "score": 8.6,
      "popularity": 74.0,
      "stars": null,
      "momentum": 8.0,
      "score_components": {
        "usefulness": 8.0,
        "novelty": 8.0,
        "momentum": 8.0,
        "maturity": 8.2,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 10.0,
        "setup_ease": 4.2
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "none",
      "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:agentscope-ai/agentscope-java",
      "score": 8.6,
      "popularity": 74.0,
      "stars": null,
      "momentum": 8.0,
      "score_components": {
        "usefulness": 8.0,
        "novelty": 8.0,
        "momentum": 8.0,
        "maturity": 8.2,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 10.0,
        "setup_ease": 4.2
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "none",
      "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:agentscope-ai/agentscope-java",
      "score": 8.6,
      "popularity": 74.0,
      "stars": null,
      "momentum": 8.0,
      "score_components": {
        "usefulness": 8.0,
        "novelty": 8.0,
        "momentum": 8.0,
        "maturity": 8.2,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 10.0,
        "setup_ease": 4.2
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "none",
      "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:agentscope-ai/agentscope-java",
      "score": 8.6,
      "popularity": 74.0,
      "stars": null,
      "momentum": 8.0,
      "score_components": {
        "usefulness": 8.0,
        "novelty": 8.0,
        "momentum": 8.0,
        "maturity": 8.2,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 10.0,
        "setup_ease": 4.2
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "none",
      "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:agentscope-ai/agentscope-java",
      "score": 8.6,
      "popularity": 74.0,
      "stars": null,
      "momentum": 8.0,
      "score_components": {
        "usefulness": 8.0,
        "novelty": 8.0,
        "momentum": 8.0,
        "maturity": 8.2,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 10.0,
        "setup_ease": 4.2
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "none",
      "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:agentscope-ai/agentscope-java",
      "score": 8.6,
      "popularity": 74.0,
      "stars": null,
      "momentum": 8.0,
      "score_components": {
        "usefulness": 8.0,
        "novelty": 8.0,
        "momentum": 8.0,
        "maturity": 8.2,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 10.0,
        "setup_ease": 4.2
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "none",
      "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:agentscope-ai/agentscope-java",
      "score": 8.6,
      "popularity": 74.0,
      "stars": null,
      "momentum": 8.0,
      "score_components": {
        "usefulness": 8.0,
        "novelty": 8.0,
        "momentum": 8.0,
        "maturity": 8.2,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 10.0,
        "setup_ease": 4.2
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "none",
      "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:agentscope-ai/agentscope-java",
      "score": 8.6,
      "popularity": 74.0,
      "stars": null,
      "momentum": 8.0,
      "score_components": {
        "usefulness": 8.0,
        "novelty": 8.0,
        "momentum": 8.0,
        "maturity": 8.2,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 10.0,
        "setup_ease": 4.2
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "none",
      "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:agentscope-ai/agentscope-java",
      "score": 8.6,
      "popularity": 74.0,
      "stars": null,
      "momentum": 8.0,
      "score_components": {
        "usefulness": 8.0,
        "novelty": 8.0,
        "momentum": 8.0,
        "maturity": 8.2,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 10.0,
        "setup_ease": 4.2
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "none",
      "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:agentscope-ai/agentscope-java",
      "score": 8.6,
      "popularity": 74.0,
      "stars": null,
      "momentum": 8.0,
      "score_components": {
        "usefulness": 8.0,
        "novelty": 8.0,
        "momentum": 8.0,
        "maturity": 8.2,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 10.0,
        "setup_ease": 4.2
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "none",
      "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:agentscope-ai/agentscope-java",
      "score": 8.6,
      "popularity": 74.0,
      "stars": null,
      "momentum": 8.0,
      "score_components": {
        "usefulness": 8.0,
        "novelty": 8.0,
        "momentum": 8.0,
        "maturity": 8.2,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 10.0,
        "setup_ease": 4.2
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "none",
      "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:agentscope-ai/agentscope-java",
      "score": 8.6,
      "popularity": 74.0,
      "stars": null,
      "momentum": 8.0,
      "score_components": {
        "usefulness": 8.0,
        "novelty": 8.0,
        "momentum": 8.0,
        "maturity": 8.2,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 10.0,
        "setup_ease": 4.2
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "none",
      "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:agentscope-ai/agentscope-java",
      "score": 8.6,
      "popularity": 74.0,
      "stars": null,
      "momentum": 8.0,
      "score_components": {
        "usefulness": 8.0,
        "novelty": 8.0,
        "momentum": 8.0,
        "maturity": 8.2,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 10.0,
        "setup_ease": 4.2
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "none",
      "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:agentscope-ai/agentscope-java",
      "score": 8.6,
      "popularity": 74.0,
      "stars": null,
      "momentum": 8.0,
      "score_components": {
        "usefulness": 8.0,
        "novelty": 8.0,
        "momentum": 8.0,
        "maturity": 8.2,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 10.0,
        "setup_ease": 4.2
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "none",
      "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:agentscope-ai/agentscope-java",
      "score": 8.6,
      "popularity": 74.0,
      "stars": null,
      "momentum": 8.0,
      "score_components": {
        "usefulness": 8.0,
        "novelty": 8.0,
        "momentum": 8.0,
        "maturity": 8.2,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 10.0,
        "setup_ease": 4.2
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "none",
      "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:agentscope-ai/agentscope-java",
      "score": 8.6,
      "popularity": 74.0,
      "stars": null,
      "momentum": 8.0,
      "score_components": {
        "usefulness": 8.0,
        "novelty": 8.0,
        "momentum": 8.0,
        "maturity": 8.2,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 10.0,
        "setup_ease": 4.2
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "none",
      "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:agentscope-ai/agentscope-java",
      "score": 8.6,
      "popularity": 74.0,
      "stars": null,
      "momentum": 8.0,
      "score_components": {
        "usefulness": 8.0,
        "novelty": 8.0,
        "momentum": 8.0,
        "maturity": 8.2,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 10.0,
        "setup_ease": 4.2
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "none",
      "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:agentscope-ai/agentscope-java",
      "score": 8.6,
      "popularity": 74.0,
      "stars": null,
      "momentum": 8.0,
      "score_components": {
        "usefulness": 8.0,
        "novelty": 8.0,
        "momentum": 8.0,
        "maturity": 8.2,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 10.0,
        "setup_ease": 4.2
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "none",
      "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:agentscope-ai/agentscope-java",
      "score": 8.6,
      "popularity": 74.0,
      "stars": null,
      "momentum": 8.0,
      "score_components": {
        "usefulness": 8.0,
        "novelty": 8.0,
        "momentum": 8.0,
        "maturity": 8.2,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 10.0,
        "setup_ease": 4.2
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "none",
      "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:agentscope-ai/agentscope-java",
      "score": 8.6,
      "popularity": 74.0,
      "stars": null,
      "momentum": 8.0,
      "score_components": {
        "usefulness": 8.0,
        "novelty": 8.0,
        "momentum": 8.0,
        "maturity": 8.2,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 10.0,
        "setup_ease": 4.2
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "none",
      "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:agentscope-ai/agentscope-java",
      "score": 8.6,
      "popularity": 74.0,
      "stars": null,
      "momentum": 8.0,
      "score_components": {
        "usefulness": 8.0,
        "novelty": 8.0,
        "momentum": 8.0,
        "maturity": 8.2,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 10.0,
        "setup_ease": 4.2
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "none",
      "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:agentscope-ai/agentscope-java",
      "score": 8.6,
      "popularity": 74.0,
      "stars": null,
      "momentum": 8.0,
      "score_components": {
        "usefulness": 8.0,
        "novelty": 8.0,
        "momentum": 8.0,
        "maturity": 8.2,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 10.0,
        "setup_ease": 4.2
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "none",
      "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:agentscope-ai/agentscope-java",
      "score": 8.6,
      "popularity": 74.0,
      "stars": null,
      "momentum": 8.0,
      "score_components": {
        "usefulness": 8.0,
        "novelty": 8.0,
        "momentum": 8.0,
        "maturity": 8.2,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 10.0,
        "setup_ease": 4.2
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "none",
      "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:agentscope-ai/agentscope-java",
      "score": 8.6,
      "popularity": 74.0,
      "stars": 4432,
      "momentum": 9.0,
      "score_components": {
        "usefulness": 8.0,
        "novelty": 8.0,
        "momentum": 8.0,
        "maturity": 8.2,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 10.0,
        "setup_ease": 4.2
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "none",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": "v2.0.0",
      "last_release_at": "2026-07-10T03:10:36Z",
      "last_release_url": "https://github.com/agentscope-ai/agentscope-java/releases/tag/v2.0.0",
      "maintenance_status": "active",
      "integration_fingerprint": null,
      "integration_count": 0,
      "integrations": [],
      "source_observed_at": "2026-07-13T12:11:00.324497Z",
      "observation_source_url": "https://api.github.com/graphql",
      "observation_extractor_version": "github-observer-v1",
      "observation_refs": {
        "stars": "obs_841770648490f072ddcc9d6a",
        "version": "obs_8c836a47d66bf963fe81df7f",
        "last_release_at": "obs_5be544cb54a524464849d75c",
        "last_release_url": "obs_fb72d982aad8c06c24c61177",
        "pushed_at": "obs_b5cb16385fbe3c4b3038115d",
        "archived": "obs_30f5189dca3d54dacff94994",
        "default_branch": "obs_23fecfaa7ff9550773d34e6f",
        "default_branch_updated_at": "obs_0df47ad23e55368db3f0e25f",
        "maintenance_status": "obs_c9859cd2042bdd3d77ca9c67",
        "momentum": "obs_f3f23933a59c7be4b286a708"
      },
      "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:agentscope-ai/agentscope-java",
      "score": 8.6,
      "popularity": 74.0,
      "stars": 4538,
      "momentum": 9.0,
      "score_components": {
        "usefulness": 8.0,
        "novelty": 8.0,
        "momentum": 8.0,
        "maturity": 8.2,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 10.0,
        "setup_ease": 4.2
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "none",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": "v2.0.0",
      "last_release_at": "2026-07-10T03:10:36Z",
      "last_release_url": "https://github.com/agentscope-ai/agentscope-java/releases/tag/v2.0.0",
      "maintenance_status": "active",
      "integration_fingerprint": null,
      "integration_count": 0,
      "integrations": [],
      "source_observed_at": "2026-07-17T12:02:57.061641Z",
      "observation_source_url": "https://api.github.com/graphql",
      "observation_extractor_version": "github-observer-v2",
      "observation_refs": {
        "stars": "obs_981e9fb8f0fbc20a2c130099",
        "version": "obs_920d474f97e041e4fb680c55",
        "last_release_at": "obs_d63cf6031e31e1bc529c0147",
        "last_release_url": "obs_d6d715bcaadb8a000ddfe737",
        "pushed_at": "obs_c9b242f5a81c4408fadce351",
        "archived": "obs_33fa13cc7babee7718061fd6",
        "default_branch": "obs_6fa3fa45738f1e86a908fbaa",
        "default_branch_updated_at": "obs_7d52c904e30e711b1331e1ec",
        "maintenance_status": "obs_d721a8cdff4f7452b14c376b",
        "momentum": "obs_5d85fc494710d78061781eff",
        "repository_topics": "obs_c20c703a145704c2ee991398",
        "integrations": "obs_7b925291c408ebfe7d74a6dd",
        "integration_fingerprint": "obs_21a8f297f4c54dbc505d8bea",
        "deployment_models": "obs_89281fd0b7c3a8dc770404b9",
        "extensibility": "obs_f1c445de9390dd71a89b498e"
      },
      "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:agentscope-ai/agentscope-java",
      "score": 8.6,
      "popularity": 74.0,
      "stars": 4538,
      "momentum": 9.0,
      "score_components": {
        "usefulness": 8.0,
        "novelty": 8.0,
        "momentum": 8.0,
        "maturity": 8.2,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 10.0,
        "setup_ease": 4.2
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "none",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": "v2.0.0",
      "last_release_at": "2026-07-10T03:10:36Z",
      "last_release_url": "https://github.com/agentscope-ai/agentscope-java/releases/tag/v2.0.0",
      "maintenance_status": "active",
      "integration_fingerprint": null,
      "integration_count": 0,
      "integrations": [],
      "source_observed_at": "2026-07-17T12:02:57.061641Z",
      "observation_source_url": "https://api.github.com/graphql",
      "observation_extractor_version": "github-observer-v2",
      "observation_refs": {
        "stars": "obs_981e9fb8f0fbc20a2c130099",
        "version": "obs_920d474f97e041e4fb680c55",
        "last_release_at": "obs_d63cf6031e31e1bc529c0147",
        "last_release_url": "obs_d6d715bcaadb8a000ddfe737",
        "pushed_at": "obs_c9b242f5a81c4408fadce351",
        "archived": "obs_33fa13cc7babee7718061fd6",
        "default_branch": "obs_6fa3fa45738f1e86a908fbaa",
        "default_branch_updated_at": "obs_7d52c904e30e711b1331e1ec",
        "maintenance_status": "obs_d721a8cdff4f7452b14c376b",
        "momentum": "obs_5d85fc494710d78061781eff",
        "repository_topics": "obs_c20c703a145704c2ee991398",
        "integrations": "obs_7b925291c408ebfe7d74a6dd",
        "integration_fingerprint": "obs_21a8f297f4c54dbc505d8bea",
        "deployment_models": "obs_89281fd0b7c3a8dc770404b9",
        "extensibility": "obs_f1c445de9390dd71a89b498e"
      },
      "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:agentscope-ai/agentscope-java",
      "score": 8.6,
      "popularity": 74.0,
      "stars": 4538,
      "momentum": 9.0,
      "score_components": {
        "usefulness": 8.0,
        "novelty": 8.0,
        "momentum": 8.0,
        "maturity": 8.2,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 10.0,
        "setup_ease": 4.2
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "none",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": "v2.0.0",
      "last_release_at": "2026-07-10T03:10:36Z",
      "last_release_url": "https://github.com/agentscope-ai/agentscope-java/releases/tag/v2.0.0",
      "maintenance_status": "active",
      "integration_fingerprint": null,
      "integration_count": 0,
      "integrations": [],
      "source_observed_at": "2026-07-17T12:02:57.061641Z",
      "observation_source_url": "https://api.github.com/graphql",
      "observation_extractor_version": "github-observer-v2",
      "observation_refs": {
        "stars": "obs_981e9fb8f0fbc20a2c130099",
        "version": "obs_920d474f97e041e4fb680c55",
        "last_release_at": "obs_d63cf6031e31e1bc529c0147",
        "last_release_url": "obs_d6d715bcaadb8a000ddfe737",
        "pushed_at": "obs_c9b242f5a81c4408fadce351",
        "archived": "obs_33fa13cc7babee7718061fd6",
        "default_branch": "obs_6fa3fa45738f1e86a908fbaa",
        "default_branch_updated_at": "obs_7d52c904e30e711b1331e1ec",
        "maintenance_status": "obs_d721a8cdff4f7452b14c376b",
        "momentum": "obs_5d85fc494710d78061781eff",
        "repository_topics": "obs_c20c703a145704c2ee991398",
        "integrations": "obs_7b925291c408ebfe7d74a6dd",
        "integration_fingerprint": "obs_21a8f297f4c54dbc505d8bea",
        "deployment_models": "obs_89281fd0b7c3a8dc770404b9",
        "extensibility": "obs_f1c445de9390dd71a89b498e"
      },
      "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:agentscope-ai/agentscope-java",
      "score": 8.6,
      "popularity": 74.0,
      "stars": 4538,
      "momentum": 9.0,
      "score_components": {
        "usefulness": 8.0,
        "novelty": 8.0,
        "momentum": 8.0,
        "maturity": 8.2,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 10.0,
        "setup_ease": 4.2
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "none",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": "v2.0.0",
      "last_release_at": "2026-07-10T03:10:36Z",
      "last_release_url": "https://github.com/agentscope-ai/agentscope-java/releases/tag/v2.0.0",
      "maintenance_status": "active",
      "integration_fingerprint": null,
      "integration_count": 0,
      "integrations": [],
      "source_observed_at": "2026-07-17T12:02:57.061641Z",
      "observation_source_url": "https://api.github.com/graphql",
      "observation_extractor_version": "github-observer-v2",
      "observation_refs": {
        "stars": "obs_981e9fb8f0fbc20a2c130099",
        "version": "obs_920d474f97e041e4fb680c55",
        "last_release_at": "obs_d63cf6031e31e1bc529c0147",
        "last_release_url": "obs_d6d715bcaadb8a000ddfe737",
        "pushed_at": "obs_c9b242f5a81c4408fadce351",
        "archived": "obs_33fa13cc7babee7718061fd6",
        "default_branch": "obs_6fa3fa45738f1e86a908fbaa",
        "default_branch_updated_at": "obs_7d52c904e30e711b1331e1ec",
        "maintenance_status": "obs_d721a8cdff4f7452b14c376b",
        "momentum": "obs_5d85fc494710d78061781eff",
        "repository_topics": "obs_c20c703a145704c2ee991398",
        "integrations": "obs_7b925291c408ebfe7d74a6dd",
        "integration_fingerprint": "obs_21a8f297f4c54dbc505d8bea",
        "deployment_models": "obs_89281fd0b7c3a8dc770404b9",
        "extensibility": "obs_f1c445de9390dd71a89b498e"
      },
      "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:agentscope-ai/agentscope-java",
      "score": 8.6,
      "popularity": 74.0,
      "stars": 4538,
      "momentum": 9.0,
      "score_components": {
        "usefulness": 8.0,
        "novelty": 8.0,
        "momentum": 8.0,
        "maturity": 8.2,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 10.0,
        "setup_ease": 4.2
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "none",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": "v2.0.0",
      "last_release_at": "2026-07-10T03:10:36Z",
      "last_release_url": "https://github.com/agentscope-ai/agentscope-java/releases/tag/v2.0.0",
      "maintenance_status": "active",
      "integration_fingerprint": null,
      "integration_count": 0,
      "integrations": [],
      "source_observed_at": "2026-07-17T12:02:57.061641Z",
      "observation_source_url": "https://api.github.com/graphql",
      "observation_extractor_version": "github-observer-v2",
      "observation_refs": {
        "stars": "obs_981e9fb8f0fbc20a2c130099",
        "version": "obs_920d474f97e041e4fb680c55",
        "last_release_at": "obs_d63cf6031e31e1bc529c0147",
        "last_release_url": "obs_d6d715bcaadb8a000ddfe737",
        "pushed_at": "obs_c9b242f5a81c4408fadce351",
        "archived": "obs_33fa13cc7babee7718061fd6",
        "default_branch": "obs_6fa3fa45738f1e86a908fbaa",
        "default_branch_updated_at": "obs_7d52c904e30e711b1331e1ec",
        "maintenance_status": "obs_d721a8cdff4f7452b14c376b",
        "momentum": "obs_5d85fc494710d78061781eff",
        "repository_topics": "obs_c20c703a145704c2ee991398",
        "integrations": "obs_7b925291c408ebfe7d74a6dd",
        "integration_fingerprint": "obs_21a8f297f4c54dbc505d8bea",
        "deployment_models": "obs_89281fd0b7c3a8dc770404b9",
        "extensibility": "obs_f1c445de9390dd71a89b498e"
      },
      "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:agentscope-ai/agentscope-java",
      "score": 8.6,
      "popularity": 74.0,
      "stars": 4749,
      "momentum": 9.0,
      "score_components": {
        "usefulness": 8.0,
        "novelty": 8.0,
        "momentum": 8.0,
        "maturity": 8.2,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 10.0,
        "setup_ease": 4.2
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "none",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": "v2.0.0",
      "last_release_at": "2026-07-10T03:10:36Z",
      "last_release_url": "https://github.com/agentscope-ai/agentscope-java/releases/tag/v2.0.0",
      "maintenance_status": "active",
      "integration_fingerprint": null,
      "integration_count": 0,
      "integrations": [],
      "source_observed_at": "2026-07-28T10:17:34.274766Z",
      "observation_source_url": "https://api.github.com/graphql",
      "observation_extractor_version": "github-observer-v2",
      "observation_refs": {
        "stars": "obs_b47a0987e7fb4169a7108c0c",
        "version": "obs_a15ca6c0b2fdbb17fdf82f74",
        "last_release_at": "obs_521b31b5605a1d79d0559a1d",
        "last_release_url": "obs_76e075be230a481cf1e6a657",
        "pushed_at": "obs_46434f0a2cc9d9c891e9df7f",
        "archived": "obs_f7a2d6ad7d7c5c9ee6e21c53",
        "default_branch": "obs_d572737993bbbbb1013f3ba9",
        "default_branch_updated_at": "obs_dce75f47945b05e2f9dcbdbb",
        "maintenance_status": "obs_0cc59d066e231170de97ed76",
        "momentum": "obs_e826ad5ee07c01a25304f874",
        "repository_topics": "obs_55ed18588ff9d076bb612f09",
        "integrations": "obs_ef75cf5cf2f1052ac47755a7",
        "integration_fingerprint": "obs_db6e1d0992cedc12bc5d4bd9",
        "deployment_models": "obs_7f62988a99ecb0c6cf998236",
        "extensibility": "obs_88eacc438c1b0bd733308478"
      },
      "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:agentscope-ai/agentscope-java",
      "score": 8.6,
      "popularity": 74.0,
      "stars": 4788,
      "momentum": 9.6,
      "score_components": {
        "usefulness": 8.0,
        "novelty": 8.0,
        "momentum": 8.0,
        "maturity": 8.2,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 10.0,
        "setup_ease": 4.2
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "none",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": "v2.0.0",
      "last_release_at": "2026-07-10T03:10:36Z",
      "last_release_url": "https://github.com/agentscope-ai/agentscope-java/releases/tag/v2.0.0",
      "maintenance_status": "active",
      "integration_fingerprint": null,
      "integration_count": 0,
      "integrations": [],
      "source_observed_at": "2026-07-29T10:17:05.832710Z",
      "observation_source_url": "https://api.github.com/graphql",
      "observation_extractor_version": "github-observer-v2",
      "observation_refs": {
        "stars": "obs_dfc1d7ea0fe13f65fdbf41ce",
        "version": "obs_ec63692c8312bbcd82994074",
        "last_release_at": "obs_21670c9c9ad9ca26c2d318d7",
        "last_release_url": "obs_1315f4485d7e082163c46087",
        "pushed_at": "obs_2069c2f47147a4aac7dc42ec",
        "archived": "obs_79e1941e7c6f6882d510c642",
        "default_branch": "obs_a1176e1c4090eaceb76400c3",
        "default_branch_updated_at": "obs_88664c5bd8a2479e5ff32555",
        "maintenance_status": "obs_893d226127a8fe3915b7dd4f",
        "momentum": "obs_d29ea9b58d31a76cf74c5f00",
        "repository_topics": "obs_00ee9bc16c3e12a9d6023ec0",
        "integrations": "obs_71e9816ffbe0999ad85dde5b",
        "integration_fingerprint": "obs_5bd0170c6eed7a28eb8ba19c",
        "deployment_models": "obs_166fc90cba14e5ee5870941d",
        "extensibility": "obs_caaed42234d567b168108883"
      },
      "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:agentscope-ai/agentscope-java",
      "score": 8.6,
      "popularity": 74.0,
      "stars": null,
      "momentum": 8.0,
      "score_components": {
        "usefulness": 8.0,
        "novelty": 8.0,
        "momentum": 8.0,
        "maturity": 8.2,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 10.0,
        "setup_ease": 4.2
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "none",
      "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:agentscope-ai/agentscope-java",
      "score": 8.6,
      "popularity": 74.0,
      "stars": null,
      "momentum": 8.0,
      "score_components": {
        "usefulness": 8.0,
        "novelty": 8.0,
        "momentum": 8.0,
        "maturity": 8.2,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 10.0,
        "setup_ease": 4.2
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "none",
      "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:agentscope-ai/agentscope-java",
      "score": 8.6,
      "popularity": 74.0,
      "stars": 4834,
      "momentum": 9.0,
      "score_components": {
        "usefulness": 8.0,
        "novelty": 8.0,
        "momentum": 8.0,
        "maturity": 8.2,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 10.0,
        "setup_ease": 4.2
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "none",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": "v2.0.0",
      "last_release_at": "2026-07-10T03:10:36Z",
      "last_release_url": "https://github.com/agentscope-ai/agentscope-java/releases/tag/v2.0.0",
      "maintenance_status": "active",
      "integration_fingerprint": null,
      "integration_count": 0,
      "integrations": [],
      "source_observed_at": "2026-08-01T10:17:36.135498Z",
      "observation_source_url": "https://api.github.com/graphql",
      "observation_extractor_version": "github-observer-v2",
      "observation_refs": {
        "stars": "obs_774a73e025e1e2afc43a24ae",
        "version": "obs_3d4d9835f27081aa762c580a",
        "last_release_at": "obs_b43588fffcde751cdc31685d",
        "last_release_url": "obs_3f863f7a8fa07efe49c53a8e",
        "pushed_at": "obs_f82113864ad90954b598793c",
        "archived": "obs_1a8c1977fbe401b42a654863",
        "default_branch": "obs_75519be8d993aef011dd664c",
        "default_branch_updated_at": "obs_cdc2a329caa18a2ddf0d60ec",
        "maintenance_status": "obs_c8935d8c6d7286f7b14df3c7",
        "momentum": "obs_682e3fd80001d3f392bc60be",
        "repository_topics": "obs_d307827c3f4b003f4101b1d3",
        "integrations": "obs_fda6723d073832215a25909f",
        "integration_fingerprint": "obs_daaea461a9a2d521e868702a",
        "deployment_models": "obs_0361cb504a3bc1b8be8a9c88",
        "extensibility": "obs_dedd06a4b818ff6e6b9ff326"
      },
      "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:agentscope-ai/agentscope-java",
      "score": 8.6,
      "popularity": 74.0,
      "stars": 4842,
      "momentum": 9.3,
      "score_components": {
        "usefulness": 8.0,
        "novelty": 8.0,
        "momentum": 8.0,
        "maturity": 8.2,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 10.0,
        "setup_ease": 4.2
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "none",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": "v2.0.0",
      "last_release_at": "2026-07-10T03:10:36Z",
      "last_release_url": "https://github.com/agentscope-ai/agentscope-java/releases/tag/v2.0.0",
      "maintenance_status": "active",
      "integration_fingerprint": null,
      "integration_count": 0,
      "integrations": [],
      "source_observed_at": "2026-08-02T10:17:50.427312Z",
      "observation_source_url": "https://api.github.com/graphql",
      "observation_extractor_version": "github-observer-v2",
      "observation_refs": {
        "stars": "obs_288549fe62713cecdcf10698",
        "version": "obs_c8b7d379926b1395fd79a7c3",
        "last_release_at": "obs_669678aa4ed47377ce74088f",
        "last_release_url": "obs_4e77dda368d2abddf6b3d89a",
        "pushed_at": "obs_9c1559c4a6e00cd7a26420e3",
        "archived": "obs_747ba5d15911319fbaf9c759",
        "default_branch": "obs_9f3921debb1fca5cf63c4a61",
        "default_branch_updated_at": "obs_57820f934c0b7890c4244a58",
        "maintenance_status": "obs_b94f1a40d010f8058a52b657",
        "momentum": "obs_d7baa4a7c5419da2db14dde1",
        "repository_topics": "obs_5cc003cb44cd4794d3344755",
        "integrations": "obs_e9c5293b86bc8399beb46cf5",
        "integration_fingerprint": "obs_328bf26d6520573e38669ff6",
        "deployment_models": "obs_3a4d05039918bfaf514b2d6a",
        "extensibility": "obs_ad8d2bb8a9672c57892f9ffc"
      },
      "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:agentscope-ai/agentscope-java",
      "score": 8.6,
      "popularity": 74.0,
      "stars": 4861,
      "momentum": 9.6,
      "score_components": {
        "usefulness": 8.0,
        "novelty": 8.0,
        "momentum": 8.0,
        "maturity": 8.2,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 10.0,
        "setup_ease": 4.2
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "none",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": "v2.0.0",
      "last_release_at": "2026-07-10T03:10:36Z",
      "last_release_url": "https://github.com/agentscope-ai/agentscope-java/releases/tag/v2.0.0",
      "maintenance_status": "active",
      "integration_fingerprint": null,
      "integration_count": 0,
      "integrations": [],
      "source_observed_at": "2026-08-03T10:18:05.351909Z",
      "observation_source_url": "https://api.github.com/graphql",
      "observation_extractor_version": "github-observer-v2",
      "observation_refs": {
        "stars": "obs_4c961a071ef4e7d97afd1d91",
        "version": "obs_09bc111931c18ed33b7c0cf8",
        "last_release_at": "obs_9c06c368beecf5257f51cc77",
        "last_release_url": "obs_4314a2975280c4f21bb50d8f",
        "pushed_at": "obs_2cfbffe2633446866541d9f5",
        "archived": "obs_f5400b836a997f931c1794ad",
        "default_branch": "obs_0d2c58d4230d88c4d960d419",
        "default_branch_updated_at": "obs_613b34e0714b5243f396bef1",
        "maintenance_status": "obs_2de94688c38bda0a556f7c1c",
        "momentum": "obs_9ab88b0f82dd035ebbbbda77",
        "repository_topics": "obs_40cb7bc1692738aadc9ea999",
        "integrations": "obs_58255febc4db25afccd986d3",
        "integration_fingerprint": "obs_d6b9aacf678a36e52f1ade42",
        "deployment_models": "obs_79ebc20c6cb43b42d6ec4a45",
        "extensibility": "obs_5103c7bae5424cab066e893c"
      },
      "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:agentscope-ai/agentscope-java",
      "score": 8.6,
      "popularity": 74.0,
      "stars": 4861,
      "momentum": 9.6,
      "score_components": {
        "usefulness": 8.0,
        "novelty": 8.0,
        "momentum": 8.0,
        "maturity": 8.2,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 10.0,
        "setup_ease": 4.2
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "none",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": "v2.0.0",
      "last_release_at": "2026-07-10T03:10:36Z",
      "last_release_url": "https://github.com/agentscope-ai/agentscope-java/releases/tag/v2.0.0",
      "maintenance_status": "active",
      "integration_fingerprint": null,
      "integration_count": 0,
      "integrations": [],
      "source_observed_at": "2026-08-03T10:18:05.351909Z",
      "observation_source_url": "https://api.github.com/graphql",
      "observation_extractor_version": "github-observer-v2",
      "observation_refs": {
        "stars": "obs_4c961a071ef4e7d97afd1d91",
        "version": "obs_09bc111931c18ed33b7c0cf8",
        "last_release_at": "obs_9c06c368beecf5257f51cc77",
        "last_release_url": "obs_4314a2975280c4f21bb50d8f",
        "pushed_at": "obs_2cfbffe2633446866541d9f5",
        "archived": "obs_f5400b836a997f931c1794ad",
        "default_branch": "obs_0d2c58d4230d88c4d960d419",
        "default_branch_updated_at": "obs_613b34e0714b5243f396bef1",
        "maintenance_status": "obs_2de94688c38bda0a556f7c1c",
        "momentum": "obs_9ab88b0f82dd035ebbbbda77",
        "repository_topics": "obs_40cb7bc1692738aadc9ea999",
        "integrations": "obs_58255febc4db25afccd986d3",
        "integration_fingerprint": "obs_d6b9aacf678a36e52f1ade42",
        "deployment_models": "obs_79ebc20c6cb43b42d6ec4a45",
        "extensibility": "obs_5103c7bae5424cab066e893c"
      },
      "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:agentscope-ai/agentscope-java",
      "score": 8.6,
      "popularity": 74.0,
      "stars": null,
      "momentum": 8.0,
      "score_components": {
        "usefulness": 8.0,
        "novelty": 8.0,
        "momentum": 8.0,
        "maturity": 8.2,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 10.0,
        "setup_ease": 4.2
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "none",
      "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:agentscope-ai/agentscope-java",
      "score": 8.6,
      "popularity": 74.0,
      "stars": null,
      "momentum": 8.0,
      "score_components": {
        "usefulness": 8.0,
        "novelty": 8.0,
        "momentum": 8.0,
        "maturity": 8.2,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 10.0,
        "setup_ease": 4.2
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "none",
      "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:agentscope-ai/agentscope-java",
      "score": 8.6,
      "popularity": 74.0,
      "stars": 4861,
      "momentum": 9.6,
      "score_components": {
        "usefulness": 8.0,
        "novelty": 8.0,
        "momentum": 8.0,
        "maturity": 8.2,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 10.0,
        "setup_ease": 4.2
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "none",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": "v2.0.0",
      "last_release_at": "2026-07-10T03:10:36Z",
      "last_release_url": "https://github.com/agentscope-ai/agentscope-java/releases/tag/v2.0.0",
      "maintenance_status": "active",
      "integration_fingerprint": null,
      "integration_count": 0,
      "integrations": [],
      "source_observed_at": "2026-08-03T10:18:05.351909Z",
      "observation_source_url": "https://api.github.com/graphql",
      "observation_extractor_version": "github-observer-v2",
      "observation_refs": {
        "stars": "obs_4c961a071ef4e7d97afd1d91",
        "version": "obs_09bc111931c18ed33b7c0cf8",
        "last_release_at": "obs_9c06c368beecf5257f51cc77",
        "last_release_url": "obs_4314a2975280c4f21bb50d8f",
        "pushed_at": "obs_2cfbffe2633446866541d9f5",
        "archived": "obs_f5400b836a997f931c1794ad",
        "default_branch": "obs_0d2c58d4230d88c4d960d419",
        "default_branch_updated_at": "obs_613b34e0714b5243f396bef1",
        "maintenance_status": "obs_2de94688c38bda0a556f7c1c",
        "momentum": "obs_9ab88b0f82dd035ebbbbda77",
        "repository_topics": "obs_40cb7bc1692738aadc9ea999",
        "integrations": "obs_58255febc4db25afccd986d3",
        "integration_fingerprint": "obs_d6b9aacf678a36e52f1ade42",
        "deployment_models": "obs_79ebc20c6cb43b42d6ec4a45",
        "extensibility": "obs_5103c7bae5424cab066e893c"
      },
      "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:agentscope-ai/agentscope-java",
      "score": 8.6,
      "popularity": 74.0,
      "stars": 4956,
      "momentum": 9.6,
      "score_components": {
        "usefulness": 8.0,
        "novelty": 8.0,
        "momentum": 8.0,
        "maturity": 8.2,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 10.0,
        "setup_ease": 4.2
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "none",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": "v2.0.1",
      "last_release_at": "2026-08-06T08:18:08Z",
      "last_release_url": "https://github.com/agentscope-ai/agentscope-java/releases/tag/v2.0.1",
      "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_11bad719e59e7cab0960e7ff",
        "version": "obs_9cbc065588ea0d12dcb032ae",
        "last_release_at": "obs_f699ed9ad956302797188149",
        "last_release_url": "obs_105e2a14a1e1b29df6015b9f",
        "pushed_at": "obs_4de359618666536a8ca30742",
        "archived": "obs_aed95b66192b2570f39a363f",
        "default_branch": "obs_6f424e3f771830eb8031caa0",
        "default_branch_updated_at": "obs_f89b3c952947104c15f4e8c0",
        "maintenance_status": "obs_76a6e3a934f6d520f0383d83",
        "momentum": "obs_8914396a16eaa3357b3990d8",
        "repository_topics": "obs_969a99695072d6d5e448e98b",
        "integrations": "obs_269cece391858a707d020d55",
        "integration_fingerprint": "obs_4c7c6e13fba01a88a169181b",
        "deployment_models": "obs_3fac896ef0cd936888862189",
        "extensibility": "obs_e8e92538d4349775fa0f0b0d"
      },
      "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:agentscope-ai/agentscope-java",
      "score": 8.6,
      "popularity": 74.0,
      "stars": 4964,
      "momentum": 9.3,
      "score_components": {
        "usefulness": 8.0,
        "novelty": 8.0,
        "momentum": 8.0,
        "maturity": 8.2,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 10.0,
        "setup_ease": 4.2
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "none",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": "v2.0.1",
      "last_release_at": "2026-08-06T08:18:08Z",
      "last_release_url": "https://github.com/agentscope-ai/agentscope-java/releases/tag/v2.0.1",
      "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_552731bd547fa9d956680db3",
        "version": "obs_6c34dcbb1496edcf70d434c8",
        "last_release_at": "obs_9cfb68ea0587c4f1966510b9",
        "last_release_url": "obs_507f6f03ddfd1c3a358f793a",
        "pushed_at": "obs_e4e798b9382532476e3a4c50",
        "archived": "obs_a245a5611ae5842d1ac77be9",
        "default_branch": "obs_a6194f563e47ed87f2bcd8a1",
        "default_branch_updated_at": "obs_f2bb94de8371ed1990fdad2d",
        "maintenance_status": "obs_e49e110eeb4f1eff6715770f",
        "momentum": "obs_81954818bef76b6684df1d76",
        "repository_topics": "obs_39ddea8e95455198d3cf7c7f",
        "integrations": "obs_53489db873f64f2fa6102a6a",
        "integration_fingerprint": "obs_5740a68e85fe14d7cac8b3eb",
        "deployment_models": "obs_22cb7661fcc6a2026c1ef878",
        "extensibility": "obs_d5b82ef1567708ec5cbd623d"
      },
      "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:agentscope-ai/agentscope-java",
      "score": 8.6,
      "popularity": 74.0,
      "stars": 4982,
      "momentum": 9.6,
      "score_components": {
        "usefulness": 8.0,
        "novelty": 8.0,
        "momentum": 8.0,
        "maturity": 8.2,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 10.0,
        "setup_ease": 4.2
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "none",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": "v2.0.1",
      "last_release_at": "2026-08-06T08:18:08Z",
      "last_release_url": "https://github.com/agentscope-ai/agentscope-java/releases/tag/v2.0.1",
      "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_4a2be9dd7b4655858b005144",
        "version": "obs_48589bbbb2a6f6c3d52cde24",
        "last_release_at": "obs_c4d384f64d78d23ec65367eb",
        "last_release_url": "obs_93bc4ca5b3d3283c39630fd2",
        "pushed_at": "obs_4c76d5bc961a681fe3c8d4f2",
        "archived": "obs_d227e46afd35394ea56ca9ed",
        "default_branch": "obs_bda6be234b9ea39e0f479c4d",
        "default_branch_updated_at": "obs_bbb2c1aa4f092d663fa11d0d",
        "maintenance_status": "obs_593f18a95e156fba8701e91e",
        "momentum": "obs_550aefcf516e50ae2bb89ea3",
        "repository_topics": "obs_a2a901ab7933f6766247a948",
        "integrations": "obs_e37d8e45f23b647b8be7b0aa",
        "integration_fingerprint": "obs_ad3803a7d16eea53dc9dfb5d",
        "deployment_models": "obs_d7ac75e501ed89ea54cbf5bd",
        "extensibility": "obs_54d1b210225028558db9ea75"
      },
      "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:agentscope-ai/agentscope-java",
      "score": 8.6,
      "popularity": 74.0,
      "stars": 5008,
      "momentum": 9.6,
      "score_components": {
        "usefulness": 8.0,
        "novelty": 8.0,
        "momentum": 8.0,
        "maturity": 8.2,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 10.0,
        "setup_ease": 4.2
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "none",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": "v2.0.1",
      "last_release_at": "2026-08-06T08:18:08Z",
      "last_release_url": "https://github.com/agentscope-ai/agentscope-java/releases/tag/v2.0.1",
      "maintenance_status": "active",
      "integration_fingerprint": null,
      "integration_count": 0,
      "integrations": [],
      "source_observed_at": "2026-08-11T10:17:40.749121Z",
      "observation_source_url": "https://api.github.com/graphql",
      "observation_extractor_version": "github-observer-v2",
      "observation_refs": {
        "stars": "obs_842758406080aefec7f75e44",
        "version": "obs_e6240b7a2e181a1842e083b2",
        "last_release_at": "obs_cbfbce4487deedab6267e8ca",
        "last_release_url": "obs_33e48eb6b3bd4f6f6267d1a4",
        "pushed_at": "obs_5cb4a3f26cd20ee8b722dfa3",
        "archived": "obs_c89fb6bbfc4f702d811bfa60",
        "default_branch": "obs_81338ae3f0902e5bca891645",
        "default_branch_updated_at": "obs_1656c4be0ce9580057f4b572",
        "maintenance_status": "obs_dd564ac8222c39618e4a7a3c",
        "momentum": "obs_da4a844ad93462b5a1e2ba0c",
        "repository_topics": "obs_24103ea5dfd8e6d022de9654",
        "integrations": "obs_71c380cc75d76df812f44095",
        "integration_fingerprint": "obs_e33597ed8465622341840a0b",
        "deployment_models": "obs_9b486a30cd48ae39a8d2d5ef",
        "extensibility": "obs_8a7ab3ba91c1a36a5f885836"
      },
      "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:agentscope-ai/agentscope-java",
      "score": 8.6,
      "popularity": 74.0,
      "stars": 5033,
      "momentum": 9.6,
      "score_components": {
        "usefulness": 8.0,
        "novelty": 8.0,
        "momentum": 8.0,
        "maturity": 8.2,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 10.0,
        "setup_ease": 4.2
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "none",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": "v2.0.1",
      "last_release_at": "2026-08-06T08:18:08Z",
      "last_release_url": "https://github.com/agentscope-ai/agentscope-java/releases/tag/v2.0.1",
      "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_90aa7a17318c2868e5a275af",
        "version": "obs_329780472e601682b5b4c926",
        "last_release_at": "obs_8ccdb246b31859b5e12e80ca",
        "last_release_url": "obs_c704721b8789a8b2db3b3e42",
        "pushed_at": "obs_169809d7cfa2f6e61732b345",
        "archived": "obs_794ca28f4f1c8e2c99398439",
        "default_branch": "obs_086bb01b5a2b1191a028ce1a",
        "default_branch_updated_at": "obs_eaf87e833c0951e5cb79b016",
        "maintenance_status": "obs_280405ca4599231f6054a9b9",
        "momentum": "obs_4f2824d523a7d27c865ea905",
        "repository_topics": "obs_56987e793f644f1d2e45d8c4",
        "integrations": "obs_9c1b416ec9a6aa2c72bbfa38",
        "integration_fingerprint": "obs_585878465ae588f4726ab66c",
        "deployment_models": "obs_bd296cc6a5d66fb2496a6f93",
        "extensibility": "obs_63879fa7dd5208e1ba96f989"
      },
      "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:agentscope-ai/agentscope-java",
      "score": 8.6,
      "popularity": 74.0,
      "stars": 5051,
      "momentum": 9.6,
      "score_components": {
        "usefulness": 8.0,
        "novelty": 8.0,
        "momentum": 8.0,
        "maturity": 8.2,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 10.0,
        "setup_ease": 4.2
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "none",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": "v2.0.1",
      "last_release_at": "2026-08-06T08:18:08Z",
      "last_release_url": "https://github.com/agentscope-ai/agentscope-java/releases/tag/v2.0.1",
      "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_2c2d863514193a244038cc5b",
        "version": "obs_dde6b4333e95c86e75c6d0aa",
        "last_release_at": "obs_f696032855d821c03bc192c9",
        "last_release_url": "obs_cdf7936eb2cb377e5b23ab45",
        "pushed_at": "obs_fd3cff69f8ca956546d07a05",
        "archived": "obs_c6976fc706c1d3c1f72d03ce",
        "default_branch": "obs_c66766f648ee23d73354f50b",
        "default_branch_updated_at": "obs_fb3087ef19d213c199f4597a",
        "maintenance_status": "obs_aa0ed40ef1eedeab027c763f",
        "momentum": "obs_f955b18b0c3dcfe78d070213",
        "repository_topics": "obs_0fb1999faf3d30663b5ee0d8",
        "integrations": "obs_69201e16a4459dd4b55fa54b",
        "integration_fingerprint": "obs_5bd2092925f6966aec805012",
        "deployment_models": "obs_b3725d0af3c14546d32ae674",
        "extensibility": "obs_b22b557333be1ec8f5fd9270"
      },
      "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_252d5911c295b33e3e6d",
      "entity_id": "gh:agentscope-ai/agentscope-java",
      "item_url": "/item/agentscope-ai-agentscope-java/",
      "title": "agentscope-ai/agentscope-java",
      "category": "agent_framework",
      "kind": "stars_changed",
      "occurred_at": "2026-08-13T19:31:03.163686Z",
      "before": 5033,
      "after": 5051,
      "explanation": "Stars changed: 5033 → 5051.",
      "explanation_scope": "catalog_snapshot_delta",
      "evidence_refs": {},
      "tier": "Gold",
      "risk": "none",
      "verdict": "try_now",
      "score": 8.6,
      "entity_kind": "open_source",
      "verification_stage": "discovered",
      "type": "Tool",
      "section": "AI Agent Frameworks",
      "local_ai": false,
      "local_model_compatible": false,
      "discovery_topic": "agent_framework",
      "discovery_topic_status": "reviewed",
      "setup_ease": 4.2,
      "best_for": [
        "backend teams building MCP-aware agent services",
        "Java engineering teams adopting multi-agent workflows"
      ],
      "risk_categories": [],
      "search_text": "agentscope-ai/agentscope-java agentscope-ai open_source agent_framework agent_framework gold none try_now backend teams building mcp-aware agent services java engineering teams adopting multi-agent workflows",
      "material_mover": false
    },
    {
      "id": "evt_0063e6d01124a96af056",
      "entity_id": "gh:agentscope-ai/agentscope-java",
      "item_url": "/item/agentscope-ai-agentscope-java/",
      "title": "agentscope-ai/agentscope-java",
      "category": "agent_framework",
      "kind": "stars_changed",
      "occurred_at": "2026-08-12T17:38:47.185822Z",
      "before": 5008,
      "after": 5033,
      "explanation": "Stars changed: 5008 → 5033.",
      "explanation_scope": "catalog_snapshot_delta",
      "evidence_refs": {},
      "tier": "Gold",
      "risk": "none",
      "verdict": "try_now",
      "score": 8.6,
      "entity_kind": "open_source",
      "verification_stage": "discovered",
      "type": "Tool",
      "section": "AI Agent Frameworks",
      "local_ai": false,
      "local_model_compatible": false,
      "discovery_topic": "agent_framework",
      "discovery_topic_status": "reviewed",
      "setup_ease": 4.2,
      "best_for": [
        "backend teams building MCP-aware agent services",
        "Java engineering teams adopting multi-agent workflows"
      ],
      "risk_categories": [],
      "search_text": "agentscope-ai/agentscope-java agentscope-ai open_source agent_framework agent_framework gold none try_now backend teams building mcp-aware agent services java engineering teams adopting multi-agent workflows",
      "material_mover": false
    },
    {
      "id": "evt_3c58e2733bc6d41291b0",
      "entity_id": "gh:agentscope-ai/agentscope-java",
      "item_url": "/item/agentscope-ai-agentscope-java/",
      "title": "agentscope-ai/agentscope-java",
      "category": "agent_framework",
      "kind": "stars_changed",
      "occurred_at": "2026-08-11T10:17:40.749121Z",
      "before": 4982,
      "after": 5008,
      "explanation": "Stars changed: 4982 → 5008.",
      "explanation_scope": "catalog_snapshot_delta",
      "evidence_refs": {},
      "tier": "Gold",
      "risk": "none",
      "verdict": "try_now",
      "score": 8.6,
      "entity_kind": "open_source",
      "verification_stage": "discovered",
      "type": "Tool",
      "section": "AI Agent Frameworks",
      "local_ai": false,
      "local_model_compatible": false,
      "discovery_topic": "agent_framework",
      "discovery_topic_status": "reviewed",
      "setup_ease": 4.2,
      "best_for": [
        "backend teams building MCP-aware agent services",
        "Java engineering teams adopting multi-agent workflows"
      ],
      "risk_categories": [],
      "search_text": "agentscope-ai/agentscope-java agentscope-ai open_source agent_framework agent_framework gold none try_now backend teams building mcp-aware agent services java engineering teams adopting multi-agent workflows",
      "material_mover": false
    },
    {
      "id": "evt_69db0bcbd691329adde7",
      "entity_id": "gh:agentscope-ai/agentscope-java",
      "item_url": "/item/agentscope-ai-agentscope-java/",
      "title": "agentscope-ai/agentscope-java",
      "category": "agent_framework",
      "kind": "stars_changed",
      "occurred_at": "2026-08-10T10:18:02.453550Z",
      "before": 4964,
      "after": 4982,
      "explanation": "Stars changed: 4964 → 4982.",
      "explanation_scope": "catalog_snapshot_delta",
      "evidence_refs": {},
      "tier": "Gold",
      "risk": "none",
      "verdict": "try_now",
      "score": 8.6,
      "entity_kind": "open_source",
      "verification_stage": "discovered",
      "type": "Tool",
      "section": "AI Agent Frameworks",
      "local_ai": false,
      "local_model_compatible": false,
      "discovery_topic": "agent_framework",
      "discovery_topic_status": "reviewed",
      "setup_ease": 4.2,
      "best_for": [
        "backend teams building MCP-aware agent services",
        "Java engineering teams adopting multi-agent workflows"
      ],
      "risk_categories": [],
      "search_text": "agentscope-ai/agentscope-java agentscope-ai open_source agent_framework agent_framework gold none try_now backend teams building mcp-aware agent services java engineering teams adopting multi-agent workflows",
      "material_mover": false
    },
    {
      "id": "evt_c9930a36da613530da27",
      "entity_id": "gh:agentscope-ai/agentscope-java",
      "item_url": "/item/agentscope-ai-agentscope-java/",
      "title": "agentscope-ai/agentscope-java",
      "category": "agent_framework",
      "kind": "stars_changed",
      "occurred_at": "2026-08-09T10:18:02.987681Z",
      "before": 4956,
      "after": 4964,
      "explanation": "Stars changed: 4956 → 4964.",
      "explanation_scope": "catalog_snapshot_delta",
      "evidence_refs": {},
      "tier": "Gold",
      "risk": "none",
      "verdict": "try_now",
      "score": 8.6,
      "entity_kind": "open_source",
      "verification_stage": "discovered",
      "type": "Tool",
      "section": "AI Agent Frameworks",
      "local_ai": false,
      "local_model_compatible": false,
      "discovery_topic": "agent_framework",
      "discovery_topic_status": "reviewed",
      "setup_ease": 4.2,
      "best_for": [
        "backend teams building MCP-aware agent services",
        "Java engineering teams adopting multi-agent workflows"
      ],
      "risk_categories": [],
      "search_text": "agentscope-ai/agentscope-java agentscope-ai open_source agent_framework agent_framework gold none try_now backend teams building mcp-aware agent services java engineering teams adopting multi-agent workflows",
      "material_mover": false
    },
    {
      "id": "evt_a3820f99e8669974e99d",
      "entity_id": "gh:agentscope-ai/agentscope-java",
      "item_url": "/item/agentscope-ai-agentscope-java/",
      "title": "agentscope-ai/agentscope-java",
      "category": "agent_framework",
      "kind": "version_changed",
      "occurred_at": "2026-08-08T10:17:54.011012Z",
      "before": "v2.0.0",
      "after": "v2.0.1",
      "explanation": "Version changed: v2.0.0 → v2.0.1.",
      "explanation_scope": "catalog_snapshot_delta",
      "evidence_refs": {},
      "tier": "Gold",
      "risk": "none",
      "verdict": "try_now",
      "score": 8.6,
      "entity_kind": "open_source",
      "verification_stage": "discovered",
      "type": "Tool",
      "section": "AI Agent Frameworks",
      "local_ai": false,
      "local_model_compatible": false,
      "discovery_topic": "agent_framework",
      "discovery_topic_status": "reviewed",
      "setup_ease": 4.2,
      "best_for": [
        "backend teams building MCP-aware agent services",
        "Java engineering teams adopting multi-agent workflows"
      ],
      "risk_categories": [],
      "search_text": "agentscope-ai/agentscope-java agentscope-ai open_source agent_framework agent_framework gold none try_now backend teams building mcp-aware agent services java engineering teams adopting multi-agent workflows",
      "material_mover": false
    },
    {
      "id": "evt_51f59e8f293db6391f6e",
      "entity_id": "gh:agentscope-ai/agentscope-java",
      "item_url": "/item/agentscope-ai-agentscope-java/",
      "title": "agentscope-ai/agentscope-java",
      "category": "agent_framework",
      "kind": "stars_changed",
      "occurred_at": "2026-08-08T10:17:54.011012Z",
      "before": 4861,
      "after": 4956,
      "explanation": "Stars changed: 4861 → 4956.",
      "explanation_scope": "catalog_snapshot_delta",
      "evidence_refs": {},
      "tier": "Gold",
      "risk": "none",
      "verdict": "try_now",
      "score": 8.6,
      "entity_kind": "open_source",
      "verification_stage": "discovered",
      "type": "Tool",
      "section": "AI Agent Frameworks",
      "local_ai": false,
      "local_model_compatible": false,
      "discovery_topic": "agent_framework",
      "discovery_topic_status": "reviewed",
      "setup_ease": 4.2,
      "best_for": [
        "backend teams building MCP-aware agent services",
        "Java engineering teams adopting multi-agent workflows"
      ],
      "risk_categories": [],
      "search_text": "agentscope-ai/agentscope-java agentscope-ai open_source agent_framework agent_framework gold none try_now backend teams building mcp-aware agent services java engineering teams adopting multi-agent workflows",
      "material_mover": false
    },
    {
      "id": "evt_c5df1f994be696aeacdf",
      "entity_id": "gh:agentscope-ai/agentscope-java",
      "item_url": "/item/agentscope-ai-agentscope-java/",
      "title": "agentscope-ai/agentscope-java",
      "category": "agent_framework",
      "kind": "stars_changed",
      "occurred_at": "2026-08-03T10:18:05.351909Z",
      "before": 4842,
      "after": 4861,
      "explanation": "Stars changed: 4842 → 4861.",
      "explanation_scope": "catalog_snapshot_delta",
      "evidence_refs": {},
      "tier": "Gold",
      "risk": "none",
      "verdict": "try_now",
      "score": 8.6,
      "entity_kind": "open_source",
      "verification_stage": "discovered",
      "type": "Tool",
      "section": "AI Agent Frameworks",
      "local_ai": false,
      "local_model_compatible": false,
      "discovery_topic": "agent_framework",
      "discovery_topic_status": "reviewed",
      "setup_ease": 4.2,
      "best_for": [
        "backend teams building MCP-aware agent services",
        "Java engineering teams adopting multi-agent workflows"
      ],
      "risk_categories": [],
      "search_text": "agentscope-ai/agentscope-java agentscope-ai open_source agent_framework agent_framework gold none try_now backend teams building mcp-aware agent services java engineering teams adopting multi-agent workflows",
      "material_mover": false
    },
    {
      "id": "evt_3f6f889e47c978ab8330",
      "entity_id": "gh:agentscope-ai/agentscope-java",
      "item_url": "/item/agentscope-ai-agentscope-java/",
      "title": "agentscope-ai/agentscope-java",
      "category": "agent_framework",
      "kind": "stars_changed",
      "occurred_at": "2026-08-02T10:17:50.427312Z",
      "before": 4834,
      "after": 4842,
      "explanation": "Stars changed: 4834 → 4842.",
      "explanation_scope": "catalog_snapshot_delta",
      "evidence_refs": {},
      "tier": "Gold",
      "risk": "none",
      "verdict": "try_now",
      "score": 8.6,
      "entity_kind": "open_source",
      "verification_stage": "discovered",
      "type": "Tool",
      "section": "AI Agent Frameworks",
      "local_ai": false,
      "local_model_compatible": false,
      "discovery_topic": "agent_framework",
      "discovery_topic_status": "reviewed",
      "setup_ease": 4.2,
      "best_for": [
        "backend teams building MCP-aware agent services",
        "Java engineering teams adopting multi-agent workflows"
      ],
      "risk_categories": [],
      "search_text": "agentscope-ai/agentscope-java agentscope-ai open_source agent_framework agent_framework gold none try_now backend teams building mcp-aware agent services java engineering teams adopting multi-agent workflows",
      "material_mover": false
    },
    {
      "id": "evt_0c396252cb6290fb0746",
      "entity_id": "gh:agentscope-ai/agentscope-java",
      "item_url": "/item/agentscope-ai-agentscope-java/",
      "title": "agentscope-ai/agentscope-java",
      "category": "agent_framework",
      "kind": "stars_changed",
      "occurred_at": "2026-08-01T10:17:36.135498Z",
      "before": 4832,
      "after": 4834,
      "explanation": "Source-observed stars changed: 4832 → 4834. 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_774a73e025e1e2afc43a24ae",
        "after_observed_at": "2026-08-01T10:17:36.135498Z",
        "after_source_path": "repository.stargazerCount",
        "before_observation_id": "obs_4ba733ccc3e604744f806933",
        "before_observed_at": "2026-08-01T00:55:12.768643Z",
        "before_source_path": "repository.stargazerCount",
        "entity_source_url": "https://github.com/agentscope-ai/agentscope-java",
        "extractor_version": "github-observer-v2",
        "field": "stars",
        "source_url": "https://api.github.com/graphql"
      },
      "tier": "Gold",
      "risk": "none",
      "verdict": "try_now",
      "score": 8.6,
      "entity_kind": "open_source",
      "verification_stage": "discovered",
      "type": "Tool",
      "section": "AI Agent Frameworks",
      "local_ai": false,
      "local_model_compatible": false,
      "discovery_topic": "agent_framework",
      "discovery_topic_status": "reviewed",
      "setup_ease": 4.2,
      "best_for": [
        "backend teams building MCP-aware agent services",
        "Java engineering teams adopting multi-agent workflows"
      ],
      "risk_categories": [],
      "search_text": "agentscope-ai/agentscope-java agentscope-ai open_source agent_framework agent_framework gold none try_now backend teams building mcp-aware agent services java engineering teams adopting multi-agent workflows",
      "material_mover": false
    },
    {
      "id": "evt_cd5dca102188fb73d664",
      "entity_id": "gh:agentscope-ai/agentscope-java",
      "item_url": "/item/agentscope-ai-agentscope-java/",
      "title": "agentscope-ai/agentscope-java",
      "category": "agent_framework",
      "kind": "stars_changed",
      "occurred_at": "2026-07-29T10:17:05.832710Z",
      "before": 4749,
      "after": 4788,
      "explanation": "Stars changed: 4749 → 4788.",
      "explanation_scope": "catalog_snapshot_delta",
      "evidence_refs": {},
      "tier": "Gold",
      "risk": "none",
      "verdict": "try_now",
      "score": 8.6,
      "entity_kind": "open_source",
      "verification_stage": "discovered",
      "type": "Tool",
      "section": "AI Agent Frameworks",
      "local_ai": false,
      "local_model_compatible": false,
      "discovery_topic": "agent_framework",
      "discovery_topic_status": "reviewed",
      "setup_ease": 4.2,
      "best_for": [
        "backend teams building MCP-aware agent services",
        "Java engineering teams adopting multi-agent workflows"
      ],
      "risk_categories": [],
      "search_text": "agentscope-ai/agentscope-java agentscope-ai open_source agent_framework agent_framework gold none try_now backend teams building mcp-aware agent services java engineering teams adopting multi-agent workflows",
      "material_mover": false
    },
    {
      "id": "evt_de49d00746c6db7a6e53",
      "entity_id": "gh:agentscope-ai/agentscope-java",
      "item_url": "/item/agentscope-ai-agentscope-java/",
      "title": "agentscope-ai/agentscope-java",
      "category": "agent_framework",
      "kind": "stars_changed",
      "occurred_at": "2026-07-28T10:17:34.274766Z",
      "before": 4744,
      "after": 4749,
      "explanation": "Source-observed stars changed: 4744 → 4749. 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_b47a0987e7fb4169a7108c0c",
        "after_observed_at": "2026-07-28T10:17:34.274766Z",
        "after_source_path": "repository.stargazerCount",
        "before_observation_id": "obs_9da697ad8a0efbbb12da8472",
        "before_observed_at": "2026-07-28T07:11:06.213377Z",
        "before_source_path": "repository.stargazerCount",
        "entity_source_url": "https://github.com/agentscope-ai/agentscope-java",
        "extractor_version": "github-observer-v2",
        "field": "stars",
        "source_url": "https://api.github.com/graphql"
      },
      "tier": "Gold",
      "risk": "none",
      "verdict": "try_now",
      "score": 8.6,
      "entity_kind": "open_source",
      "verification_stage": "discovered",
      "type": "Tool",
      "section": "AI Agent Frameworks",
      "local_ai": false,
      "local_model_compatible": false,
      "discovery_topic": "agent_framework",
      "discovery_topic_status": "reviewed",
      "setup_ease": 4.2,
      "best_for": [
        "backend teams building MCP-aware agent services",
        "Java engineering teams adopting multi-agent workflows"
      ],
      "risk_categories": [],
      "search_text": "agentscope-ai/agentscope-java agentscope-ai open_source agent_framework agent_framework gold none try_now backend teams building mcp-aware agent services java engineering teams adopting multi-agent workflows",
      "material_mover": false
    },
    {
      "id": "evt_7b75f3486204a8f1bb3c",
      "entity_id": "gh:agentscope-ai/agentscope-java",
      "item_url": "/item/agentscope-ai-agentscope-java/",
      "title": "agentscope-ai/agentscope-java",
      "category": "agent_framework",
      "kind": "stars_changed",
      "occurred_at": "2026-07-28T07:11:06.213377Z",
      "before": 4538,
      "after": 4744,
      "explanation": "Stars changed: 4538 → 4744.",
      "explanation_scope": "catalog_snapshot_delta",
      "evidence_refs": {},
      "tier": "Gold",
      "risk": "none",
      "verdict": "try_now",
      "score": 8.6,
      "entity_kind": "open_source",
      "verification_stage": "discovered",
      "type": "Tool",
      "section": "AI Agent Frameworks",
      "local_ai": false,
      "local_model_compatible": false,
      "discovery_topic": "agent_framework",
      "discovery_topic_status": "reviewed",
      "setup_ease": 4.2,
      "best_for": [
        "backend teams building MCP-aware agent services",
        "Java engineering teams adopting multi-agent workflows"
      ],
      "risk_categories": [],
      "search_text": "agentscope-ai/agentscope-java agentscope-ai open_source agent_framework agent_framework gold none try_now backend teams building mcp-aware agent services java engineering teams adopting multi-agent workflows",
      "material_mover": true
    },
    {
      "id": "evt_1c877499ddc5b977d988",
      "entity_id": "gh:agentscope-ai/agentscope-java",
      "item_url": "/item/agentscope-ai-agentscope-java/",
      "title": "agentscope-ai/agentscope-java",
      "category": "agent_framework",
      "kind": "stars_changed",
      "occurred_at": "2026-07-17T12:02:57.061641Z",
      "before": 4536,
      "after": 4538,
      "explanation": "Source-observed stars changed: 4536 → 4538. 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_981e9fb8f0fbc20a2c130099",
        "after_observed_at": "2026-07-17T12:02:57.061641Z",
        "after_source_path": "repository.stargazerCount",
        "before_observation_id": "obs_97b433ba47a283911c2e9889",
        "before_observed_at": "2026-07-17T10:40:43.045032Z",
        "before_source_path": "repository.stargazerCount",
        "entity_source_url": "https://github.com/agentscope-ai/agentscope-java",
        "extractor_version": "github-observer-v2",
        "field": "stars",
        "source_url": "https://api.github.com/graphql"
      },
      "tier": "Gold",
      "risk": "none",
      "verdict": "try_now",
      "score": 8.6,
      "entity_kind": "open_source",
      "verification_stage": "discovered",
      "type": "Tool",
      "section": "AI Agent Frameworks",
      "local_ai": false,
      "local_model_compatible": false,
      "discovery_topic": "agent_framework",
      "discovery_topic_status": "reviewed",
      "setup_ease": 4.2,
      "best_for": [
        "backend teams building MCP-aware agent services",
        "Java engineering teams adopting multi-agent workflows"
      ],
      "risk_categories": [],
      "search_text": "agentscope-ai/agentscope-java agentscope-ai open_source agent_framework agent_framework gold none try_now backend teams building mcp-aware agent services java engineering teams adopting multi-agent workflows",
      "material_mover": false
    },
    {
      "id": "evt_710a94b1315e852ff889",
      "entity_id": "gh:agentscope-ai/agentscope-java",
      "item_url": "/item/agentscope-ai-agentscope-java/",
      "title": "agentscope-ai/agentscope-java",
      "category": "agent_framework",
      "kind": "stars_changed",
      "occurred_at": "2026-07-17T10:17:28.381918Z",
      "before": 4535,
      "after": 4536,
      "explanation": "Source-observed stars changed: 4535 → 4536. 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_bfed7e3dea72cc63edc727b3",
        "after_observed_at": "2026-07-17T10:17:28.381918Z",
        "after_source_path": "repository.stargazerCount",
        "before_observation_id": "obs_1504e7efcfa7f2b6846190ff",
        "before_observed_at": "2026-07-17T09:45:55.725732Z",
        "before_source_path": "repository.stargazerCount",
        "entity_source_url": "https://github.com/agentscope-ai/agentscope-java",
        "extractor_version": "github-observer-v2",
        "field": "stars",
        "source_url": "https://api.github.com/graphql"
      },
      "tier": "Gold",
      "risk": "none",
      "verdict": "try_now",
      "score": 8.6,
      "entity_kind": "open_source",
      "verification_stage": "discovered",
      "type": "Tool",
      "section": "AI Agent Frameworks",
      "local_ai": false,
      "local_model_compatible": false,
      "discovery_topic": "agent_framework",
      "discovery_topic_status": "reviewed",
      "setup_ease": 4.2,
      "best_for": [
        "backend teams building MCP-aware agent services",
        "Java engineering teams adopting multi-agent workflows"
      ],
      "risk_categories": [],
      "search_text": "agentscope-ai/agentscope-java agentscope-ai open_source agent_framework agent_framework gold none try_now backend teams building mcp-aware agent services java engineering teams adopting multi-agent workflows",
      "material_mover": false
    },
    {
      "id": "evt_495a061b5d1f0f23bb42",
      "entity_id": "gh:agentscope-ai/agentscope-java",
      "item_url": "/item/agentscope-ai-agentscope-java/",
      "title": "agentscope-ai/agentscope-java",
      "category": "agent_framework",
      "kind": "stars_changed",
      "occurred_at": "2026-07-17T09:45:55.725732Z",
      "before": 4432,
      "after": 4535,
      "explanation": "Stars changed: 4432 → 4535.",
      "explanation_scope": "catalog_snapshot_delta",
      "evidence_refs": {},
      "tier": "Gold",
      "risk": "none",
      "verdict": "try_now",
      "score": 8.6,
      "entity_kind": "open_source",
      "verification_stage": "discovered",
      "type": "Tool",
      "section": "AI Agent Frameworks",
      "local_ai": false,
      "local_model_compatible": false,
      "discovery_topic": "agent_framework",
      "discovery_topic_status": "reviewed",
      "setup_ease": 4.2,
      "best_for": [
        "backend teams building MCP-aware agent services",
        "Java engineering teams adopting multi-agent workflows"
      ],
      "risk_categories": [],
      "search_text": "agentscope-ai/agentscope-java agentscope-ai open_source agent_framework agent_framework gold none try_now backend teams building mcp-aware agent services java engineering teams adopting multi-agent workflows",
      "material_mover": true
    }
  ]
}
