{
  "project": {
    "project_id": "Lightning-AI/litAI",
    "repo": "Lightning-AI/litAI",
    "name": "litAI",
    "description": "LLM router + minimal agent framework in one. Call any LLM API with OpenAI format. Unified billing, tools, retries, fallback, logging. Build agents and AI apps in pure Python. Full control. Zero magic.",
    "category": [
      "agent_framework"
    ],
    "language": "Python",
    "license": "Apache-2.0"
  },
  "project_id": "Lightning-AI/litAI",
  "score": 62,
  "git_top_score": 62,
  "quality_score": 6,
  "agent_score": 55,
  "git_top_score_breakdown": {
    "community": 92,
    "maintenance": 6,
    "documentation": 92,
    "stability": 55,
    "adoption": 49,
    "agent_readability": 90
  },
  "dimensions": [
    {
      "key": "community",
      "label": "Community",
      "score": 92,
      "weight": 16,
      "contribution": 14.7,
      "explanation": "Community reflects contributor activity and ecosystem attention. Current contributor signal is 11."
    },
    {
      "key": "maintenance",
      "label": "Maintenance",
      "score": 6,
      "weight": 20,
      "contribution": 1.2,
      "explanation": "Maintenance reflects repository activity, commits, releases, issue-response signals, and recent push freshness."
    },
    {
      "key": "documentation",
      "label": "Documentation",
      "score": 92,
      "weight": 16,
      "contribution": 14.7,
      "explanation": "Agent-readable documentation signals are strong enough for recommendation workflows."
    },
    {
      "key": "stability",
      "label": "Stability",
      "score": 55,
      "weight": 16,
      "contribution": 8.8,
      "explanation": "Stability reflects release cadence, issue load, recent activity, and maturity signals."
    },
    {
      "key": "adoption",
      "label": "Adoption",
      "score": 49,
      "weight": 16,
      "contribution": 7.8,
      "explanation": "Adoption is normalized from stars, forks, and ecosystem attention signals."
    },
    {
      "key": "agent_readability",
      "label": "Agent Readability",
      "score": 90,
      "weight": 16,
      "contribution": 14.4,
      "explanation": "Agent readability reflects summaries, use cases, tradeoffs, dependencies, alternatives, and deployment clarity."
    }
  ],
  "summary": "Lightning-AI/litAI scores 62/100. Community is strongest at 92/100; Maintenance is the lowest dimension at 6/100.",
  "adoption_guidance": "Use cautiously. Treat this project as an exploration candidate until documentation, maintenance, and adoption signals are reviewed.",
  "risk_flags": [
    "Maintenance is the weakest dimension at 6/100.",
    "Recent star movement is estimated rather than fully observed.",
    "Known caveat: edge-only Cloudflare Workers deployment without adaptation"
  ],
  "score_confidence": {
    "level": "high",
    "summary": "Score evidence is strong enough for shortlist ranking when paired with current metadata.",
    "reasons": [
      "All score evidence checks are strong."
    ],
    "evidence_checklist": [
      {
        "signal": "Classification evidence",
        "status": "strong",
        "description": "3/4 classification signals are high-confidence."
      },
      {
        "signal": "Quality signal completeness",
        "status": "strong",
        "description": "3 quality signals are complete or snapshot-backed."
      },
      {
        "signal": "Deployment clarity",
        "status": "strong",
        "description": "4 deployment targets are indexed."
      },
      {
        "signal": "Agent-readable context",
        "status": "strong",
        "description": "3 use cases and 1 inferred dependencies are available."
      },
      {
        "signal": "Tradeoff disclosure",
        "status": "strong",
        "description": "2 caveats are indexed for adoption decisions."
      }
    ],
    "citation_guidance": "When citing this score, include metadata.source, weakest_dimension, risk_flags, and score_confidence.level."
  },
  "next_actions": [
    {
      "label": "Open project knowledge",
      "href": "/projects/Lightning-AI/litAI",
      "kind": "project"
    },
    {
      "label": "Inspect graph",
      "href": "/graph/Lightning-AI/litAI",
      "kind": "graph"
    },
    {
      "label": "Find alternatives",
      "href": "/alternatives/Lightning-AI/litAI",
      "kind": "alternatives"
    },
    {
      "label": "Compare shortlist",
      "href": "/api/compare?repos=Lightning-AI/litAI",
      "kind": "compare"
    },
    {
      "label": "Get category recommendations",
      "href": "/api/recommend?category=agent_framework&limit=5",
      "kind": "recommend"
    }
  ],
  "strongest_dimension": {
    "key": "community",
    "label": "Community",
    "score": 92,
    "weight": 16,
    "contribution": 14.7,
    "explanation": "Community reflects contributor activity and ecosystem attention. Current contributor signal is 11."
  },
  "weakest_dimension": {
    "key": "maintenance",
    "label": "Maintenance",
    "score": 6,
    "weight": 20,
    "contribution": 1.2,
    "explanation": "Maintenance reflects repository activity, commits, releases, issue-response signals, and recent push freshness."
  },
  "related_scores": {
    "quality_score": 6,
    "agent_score": 55,
    "agent_score_breakdown": {
      "documentation": 90,
      "maintenance": 9,
      "deployment": 90,
      "popularity": 34,
      "community": 56
    }
  },
  "evidence": {
    "deployments": [
      "kubernetes",
      "library_only",
      "local",
      "cloud"
    ],
    "dependencies": [
      "LLM provider"
    ],
    "use_cases": [
      "build agents with litAI",
      "orchestrate LLM tools",
      "prototype autonomous workflows"
    ],
    "not_good_for": [
      "edge-only Cloudflare Workers deployment without adaptation",
      "users expecting a complete hosted product"
    ],
    "quality_signals": {
      "stars": 52,
      "recent_commits": 0,
      "contributors": 11,
      "issue_response_time_hours": null,
      "release_frequency_180d": 0
    },
    "quality_signal_confidence": {
      "stars_30d_delta": "estimated",
      "commits_30d": "complete",
      "releases_180d": "complete",
      "contributors_90d": "complete"
    },
    "classification": {
      "category": {
        "confidence": "high",
        "evidence": [
          "Matched \"agent framework\" in metadata.",
          "Matched \"agent\" in metadata.",
          "Matched \"agents\" in metadata."
        ]
      },
      "deployment": {
        "confidence": "high",
        "evidence": [
          "Matched \"kubernetes\" in repository content.",
          "Matched \"pip install\" in repository content.",
          "Local usage is assumed for open source repositories unless contradicted."
        ]
      },
      "difficulty": {
        "confidence": "medium",
        "evidence": [
          "Repository has under 10k stars, so complexity is treated conservatively."
        ]
      },
      "cloudflare_ready": {
        "confidence": "high",
        "evidence": [
          "Runtime blocker: python.",
          "No Cloudflare deployment signal detected.",
          "No wrangler.toml found in inspected repository files."
        ]
      }
    },
    "source_fields": [
      "project.description",
      "project.topics",
      "project.language",
      "project.license",
      "agent_card.summary_for_agent",
      "agent_card.use_cases",
      "agent_card.deployment",
      "agent_card.classification",
      "metrics"
    ],
    "caveats": [
      "edge-only Cloudflare Workers deployment without adaptation",
      "users expecting a complete hosted product",
      "Partial or estimated quality signals: stars30dDelta."
    ],
    "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.",
    "last_verified_at": "2026-08-11T04:00:32.137Z"
  },
  "caveats": [
    "edge-only Cloudflare Workers deployment without adaptation",
    "users expecting a complete hosted product",
    "Partial or estimated quality signals: stars30dDelta."
  ],
  "confidence_reason": "Score evidence is strong enough for shortlist ranking when paired with current metadata.",
  "source_fields": [
    "project.description",
    "project.topics",
    "project.language",
    "project.license",
    "agent_card.summary_for_agent",
    "agent_card.use_cases",
    "agent_card.deployment",
    "agent_card.classification",
    "metrics"
  ],
  "last_verified_at": "2026-08-11T04:00:32.137Z",
  "links": {
    "page": "/score/Lightning-AI/litAI",
    "project_api": "/api/project/Lightning-AI/litAI",
    "graph_api": "/api/graph/Lightning-AI/litAI",
    "alternatives_api": "/api/alternatives/Lightning-AI/litAI",
    "compare_api": "/api/compare?repos=Lightning-AI/litAI",
    "recommendations_api": "/api/recommend?category=agent_framework&limit=5"
  },
  "metadata": {
    "source": "d1",
    "reason": "d1_query",
    "project_count": 1057,
    "generated_at": "2026-08-11T06:12:12.727Z",
    "snapshot_id": "d1:1057:2026-08-11T05:32:04.680Z",
    "latest_synced_at": "2026-08-11T05:32:04.680Z",
    "schema_version": "git-top.knowledge.v1",
    "loaded_project_limit": 2000,
    "truncated": false
  }
}