{
  "query": {
    "category": "agent_framework"
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  "recommendations": [
    {
      "project_id": "langchain-ai/langchain",
      "repo": "langchain-ai/langchain",
      "name": "langchain",
      "github_url": "https://github.com/langchain-ai/langchain",
      "homepage_url": "https://docs.langchain.com/langchain/",
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      "license": "MIT",
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        "agents",
        "ai",
        "ai-agents",
        "anthropic",
        "chatgpt",
        "deepagents",
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        "generative-ai",
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        "open-source",
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        "pydantic",
        "python",
        "rag",
        "typescript"
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      "description": "The agent engineering platform.",
      "overview": "Use langchain-ai/langchain when the user needs an agent framework project with docker, library-only, local deployment options.",
      "alternatives": [
        {
          "repo": "framerslab/agentos",
          "reason": "Same agent framework intent with rag, workflow overlap."
        },
        {
          "repo": "Protocol-Lattice/go-agent",
          "reason": "Same agent framework intent with rag, workflow overlap."
        },
        {
          "repo": "TransformerOptimus/SuperAGI",
          "reason": "Same agent framework intent with rag, workflow overlap."
        }
      ],
      "related": [],
      "dependencies": [
        "Vector database",
        "LLM provider"
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      "deployments": [
        "docker",
        "library_only",
        "local",
        "cloud"
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      "difficulty": "intermediate",
      "cloudflare_ready": false,
      "use_cases": [
        "build agents with langchain",
        "orchestrate LLM tools",
        "prototype autonomous workflows"
      ],
      "not_good_for": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product"
      ],
      "classification": {
        "category": {
          "confidence": "high",
          "evidence": [
            "Matched \"agent\" in metadata.",
            "Matched \"agents\" in metadata."
          ]
        },
        "deployment": {
          "confidence": "high",
          "evidence": [
            "Matched \"library\" in repository content.",
            "Local usage is assumed for open source repositories unless contradicted."
          ]
        },
        "difficulty": {
          "confidence": "medium",
          "evidence": [
            "No strong beginner or advanced signal found; defaulting to intermediate."
          ]
        },
        "cloudflare_ready": {
          "confidence": "high",
          "evidence": [
            "Runtime blocker: python.",
            "No Cloudflare deployment signal detected.",
            "No wrangler.toml found in inspected repository files."
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        }
      },
      "quality_signals": {
        "stars": 144059,
        "recent_commits": 100,
        "contributors": 100,
        "issue_response_time_hours": null,
        "release_frequency_180d": 100
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 30,
        "commits_30d": "partial",
        "releases_180d": "partial",
        "contributors_90d": "partial"
      },
      "quality_score": 84,
      "agent_score": 90,
      "score": 44,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 76,
        "deployment": 90,
        "popularity": 100,
        "community": 100
      },
      "git_top_score": 94,
      "git_top_score_breakdown": {
        "community": 100,
        "maintenance": 84,
        "documentation": 92,
        "stability": 90,
        "adoption": 100,
        "agent_readability": 100
      },
      "summary": {
        "tl_dr": "Use langchain-ai/langchain when the user needs an agent framework project with docker, library-only, local deployment options.",
        "purpose": "Use langchain-ai/langchain when the user needs an agent framework project with docker, library-only, local deployment options.",
        "install": "Run with Docker using the repository's container instructions.",
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          "tools",
          "context",
          "memory/state"
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          "agent runs",
          "tool calls",
          "workflow state"
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          "build agents with langchain",
          "orchestrate LLM tools",
          "prototype autonomous workflows",
          "stateful agents",
          "tool-using assistants",
          "workflow orchestration"
        ],
        "not_good_for": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product",
          "simple prompt-only apps",
          "one-shot chat wrappers"
        ],
        "deployment": [
          "docker",
          "library_only",
          "local",
          "cloud"
        ],
        "alternatives": [
          {
            "repo": "framerslab/agentos",
            "reason": "Same agent framework intent with rag, workflow overlap."
          },
          {
            "repo": "Protocol-Lattice/go-agent",
            "reason": "Same agent framework intent with rag, workflow overlap."
          },
          {
            "repo": "TransformerOptimus/SuperAGI",
            "reason": "Same agent framework intent with rag, workflow overlap."
          }
        ]
      },
      "evidence": {
        "classification": {
          "category": {
            "confidence": "high",
            "evidence": [
              "Matched \"agent\" in metadata.",
              "Matched \"agents\" in metadata."
            ]
          },
          "deployment": {
            "confidence": "high",
            "evidence": [
              "Matched \"library\" in repository content.",
              "Local usage is assumed for open source repositories unless contradicted."
            ]
          },
          "difficulty": {
            "confidence": "medium",
            "evidence": [
              "No strong beginner or advanced signal found; defaulting to intermediate."
            ]
          },
          "cloudflare_ready": {
            "confidence": "high",
            "evidence": [
              "Runtime blocker: python.",
              "No Cloudflare deployment signal detected.",
              "No wrangler.toml found in inspected repository files."
            ]
          }
        },
        "quality_signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 30,
          "commits_30d": "partial",
          "releases_180d": "partial",
          "contributors_90d": "partial"
        },
        "source_fields": [
          "agent_card.classification",
          "agent_card.deployment",
          "agent_card.summary_for_agent",
          "agent_card.use_cases",
          "metrics",
          "project.description",
          "project.language",
          "project.license",
          "project.topics",
          "recommendation.constraints",
          "recommendation.query",
          "recommendation.ranking_signals"
        ],
        "caveats": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "Low recommendation confidence; use as a discovery lead, not a final choice.",
          "Partial or estimated quality signals: commits30d, releases180d, contributors90d.",
          "users expecting a complete hosted product"
        ],
        "recommendation_reasons": [
          "Use langchain-ai/langchain when the user needs an agent framework project with docker, library-only, local deployment options.",
          "It is classified as agent_framework.",
          "Ranking signals: community 84/100, maintenance 76/100."
        ],
        "ranking_signals": {
          "use_case_match": 20,
          "community": 84,
          "maintenance": 76,
          "readiness": 0,
          "license_fit": 0
        },
        "matched_constraints": {
          "category": "agent_framework"
        },
        "unmatched_constraints": {},
        "confidence_reason": "Low confidence because the recommendation score is 44/100, use-case match is 20/100, or constraints are weakly matched; Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
        "last_verified_at": "2026-08-12T09:34:17.663Z"
      },
      "caveats": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "Low recommendation confidence; use as a discovery lead, not a final choice.",
        "Partial or estimated quality signals: commits30d, releases180d, contributors90d.",
        "users expecting a complete hosted product"
      ],
      "confidence_reason": "Low confidence because the recommendation score is 44/100, use-case match is 20/100, or constraints are weakly matched; Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
      "source_fields": [
        "agent_card.classification",
        "agent_card.deployment",
        "agent_card.summary_for_agent",
        "agent_card.use_cases",
        "metrics",
        "project.description",
        "project.language",
        "project.license",
        "project.topics",
        "recommendation.constraints",
        "recommendation.query",
        "recommendation.ranking_signals"
      ],
      "last_verified_at": "2026-08-12T09:34:17.663Z",
      "reason": "Use langchain-ai/langchain when the user needs an agent framework project with docker, library-only, local deployment options. It is classified as agent_framework. Ranking signals: community 84/100, maintenance 76/100.",
      "reasons": [
        "Use langchain-ai/langchain when the user needs an agent framework project with docker, library-only, local deployment options.",
        "It is classified as agent_framework.",
        "Ranking signals: community 84/100, maintenance 76/100."
      ],
      "decision_summary": "langchain-ai/langchain is an exploration candidate: recommendation score 44/100 with matched constraints, but quality and maturity signals need review.",
      "fit_profile": {
        "primary_fit": "Ranked within agent_framework using quality and readiness signals.",
        "deployment_fit": "Supports docker, library_only, local deployment paths.",
        "maturity": "High maturity signal from community and maintenance scores.",
        "agent_readiness": "Agent-readable summary and use cases are available."
      },
      "adoption_plan": [
        "Open /projects/langchain-ai/langchain to verify license, language, classification evidence, and quality signal confidence.",
        "Inspect /graph/langchain-ai/langchain for dependencies, related projects, deployment targets, and alternatives.",
        "Use the matched constraints (category) as the initial acceptance checklist.",
        "Prototype the docker deployment path before committing to a migration.",
        "Compare against /alternatives/langchain-ai/langchain before final selection."
      ],
      "risk_flags": [
        "Low recommendation confidence; use as a discovery lead, not a final choice."
      ],
      "tradeoffs": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product"
      ],
      "next_actions": [
        {
          "label": "Open project knowledge",
          "href": "/projects/langchain-ai/langchain",
          "kind": "project"
        },
        {
          "label": "Inspect graph",
          "href": "/graph/langchain-ai/langchain",
          "kind": "graph"
        },
        {
          "label": "Find alternatives",
          "href": "/alternatives/langchain-ai/langchain",
          "kind": "alternatives"
        },
        {
          "label": "Explain score",
          "href": "/score/langchain-ai/langchain",
          "kind": "score"
        },
        {
          "label": "Compare shortlist",
          "href": "/compare/langchain-ai/langchain",
          "kind": "compare"
        }
      ],
      "matched_constraints": {
        "category": "agent_framework"
      },
      "unmatched_constraints": {},
      "ranking_signals": {
        "use_case_match": 20,
        "community": 84,
        "maintenance": 76,
        "readiness": 0,
        "license_fit": 0
      },
      "confidence": "low",
      "project": {
        "id": "langchain-ai/langchain",
        "owner": "langchain-ai",
        "name": "langchain",
        "full_name": "langchain-ai/langchain",
        "github_url": "https://github.com/langchain-ai/langchain",
        "homepage_url": "https://docs.langchain.com/langchain/",
        "description": "The agent engineering platform.",
        "language": "Python",
        "topics": [
          "agents",
          "ai",
          "ai-agents",
          "anthropic",
          "chatgpt",
          "deepagents",
          "enterprise",
          "framework",
          "gemini",
          "generative-ai",
          "langchain",
          "langgraph",
          "llm",
          "multiagent",
          "open-source",
          "openai",
          "pydantic",
          "python",
          "rag",
          "typescript"
        ],
        "license": "MIT",
        "stars": 144059,
        "forks": 23996,
        "open_issues": 433,
        "default_branch": "master",
        "created_at": "2022-10-17T02:58:36Z",
        "updated_at": "2026-08-12T09:15:57Z",
        "pushed_at": "2026-08-12T08:32:17Z",
        "synced_at": "2026-08-12T09:34:17.663Z"
      },
      "agent_card": {
        "project_id": "langchain-ai/langchain",
        "project_kind": "project",
        "category": "agent_framework",
        "difficulty": "intermediate",
        "deployment": [
          "docker",
          "library_only",
          "local",
          "cloud"
        ],
        "cloudflare_ready": false,
        "use_cases": [
          "build agents with langchain",
          "orchestrate LLM tools",
          "prototype autonomous workflows"
        ],
        "not_good_for": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product"
        ],
        "alternatives": [
          {
            "project_id": "framerslab/agentos",
            "reason": "Same agent framework intent with rag, workflow overlap."
          },
          {
            "project_id": "Protocol-Lattice/go-agent",
            "reason": "Same agent framework intent with rag, workflow overlap."
          },
          {
            "project_id": "TransformerOptimus/SuperAGI",
            "reason": "Same agent framework intent with rag, workflow overlap."
          }
        ],
        "summary_for_agent": "Use langchain-ai/langchain when the user needs an agent framework project with docker, library-only, local deployment options.",
        "classification": {
          "category": {
            "confidence": "high",
            "evidence": [
              "Matched \"agent\" in metadata.",
              "Matched \"agents\" in metadata."
            ]
          },
          "deployment": {
            "confidence": "high",
            "evidence": [
              "Matched \"library\" in repository content.",
              "Local usage is assumed for open source repositories unless contradicted."
            ]
          },
          "difficulty": {
            "confidence": "medium",
            "evidence": [
              "No strong beginner or advanced signal found; defaulting to intermediate."
            ]
          },
          "cloudflare_ready": {
            "confidence": "high",
            "evidence": [
              "Runtime blocker: python.",
              "No Cloudflare deployment signal detected.",
              "No wrangler.toml found in inspected repository files."
            ]
          }
        },
        "schema_version": "v1",
        "generated_at": "2026-08-12T09:34:17.663Z"
      },
      "metrics": {
        "project_id": "langchain-ai/langchain",
        "stars_30d_delta": 2475,
        "commits_30d": 100,
        "releases_180d": 100,
        "contributors_90d": 100,
        "issue_first_response_median_hours": null,
        "recent_push_days": 0,
        "git_score": 84,
        "maintenance_score": 76,
        "signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 30,
          "commits_30d": "partial",
          "releases_180d": "partial",
          "contributors_90d": "partial"
        },
        "calculated_at": "2026-08-12T09:34:17.663Z"
      }
    },
    {
      "project_id": "unslothai/unsloth",
      "repo": "unslothai/unsloth",
      "name": "unsloth",
      "github_url": "https://github.com/unslothai/unsloth",
      "homepage_url": "https://unsloth.ai/docs",
      "language": "Python",
      "license": "Apache-2.0",
      "project_kind": "project",
      "category": [
        "agent_framework"
      ],
      "tags": [
        "agent",
        "chatgpt",
        "deepseek",
        "fine-tuning",
        "gemma",
        "gemma3",
        "gpt-oss",
        "image-generation",
        "llama",
        "llm",
        "llms",
        "openai",
        "qwen",
        "reinforcement-learning",
        "self-hosted",
        "stable-diffusion",
        "text-to-speech",
        "tts",
        "ui",
        "unsloth"
      ],
      "description": "Local UI to run and train LLMs and diffusion models, including Qwen3.8, Kimi K3, MiniMax-H3, Gemma 4, DeepSeek-V4, FLUX and more.",
      "overview": "Use unslothai/unsloth when the user needs an agent framework project with docker, library-only, local deployment options.",
      "alternatives": [
        {
          "repo": "google/adk-python",
          "reason": "Same agent framework intent with workflow overlap."
        },
        {
          "repo": "e2b-dev/E2B",
          "reason": "Same agent framework intent with workflow overlap."
        },
        {
          "repo": "modelship-ai/modelship",
          "reason": "Same agent framework intent with workflow overlap."
        }
      ],
      "related": [],
      "dependencies": [
        "LLM provider"
      ],
      "deployments": [
        "docker",
        "library_only",
        "local",
        "cloud"
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      "difficulty": "intermediate",
      "cloudflare_ready": false,
      "use_cases": [
        "build agents with unsloth",
        "orchestrate LLM tools",
        "prototype autonomous workflows"
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      "not_good_for": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product"
      ],
      "classification": {
        "category": {
          "confidence": "medium",
          "evidence": [
            "Matched \"agent\" in metadata."
          ]
        },
        "deployment": {
          "confidence": "high",
          "evidence": [
            "Matched \"pip install\" in repository content.",
            "Local usage is assumed for open source repositories unless contradicted."
          ]
        },
        "difficulty": {
          "confidence": "medium",
          "evidence": [
            "No strong beginner or advanced signal found; defaulting to intermediate."
          ]
        },
        "cloudflare_ready": {
          "confidence": "high",
          "evidence": [
            "Runtime blocker: python, gpu.",
            "No Cloudflare deployment signal detected.",
            "No wrangler.toml found in inspected repository files."
          ]
        }
      },
      "quality_signals": {
        "stars": 70430,
        "recent_commits": 100,
        "contributors": 100,
        "issue_response_time_hours": null,
        "release_frequency_180d": 29
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      "quality_signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 30,
        "commits_30d": "partial",
        "releases_180d": "complete",
        "contributors_90d": "partial"
      },
      "quality_score": 84,
      "agent_score": 90,
      "score": 44,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 76,
        "deployment": 90,
        "popularity": 97,
        "community": 100
      },
      "git_top_score": 94,
      "git_top_score_breakdown": {
        "community": 100,
        "maintenance": 84,
        "documentation": 92,
        "stability": 90,
        "adoption": 100,
        "agent_readability": 100
      },
      "summary": {
        "tl_dr": "Use unslothai/unsloth when the user needs an agent framework project with docker, library-only, local deployment options.",
        "purpose": "Use unslothai/unsloth when the user needs an agent framework project with docker, library-only, local deployment options.",
        "install": "Run with Docker using the repository's container instructions.",
        "inputs": [
          "task prompt",
          "tools",
          "context",
          "memory/state"
        ],
        "outputs": [
          "agent runs",
          "tool calls",
          "workflow state"
        ],
        "good_for": [
          "build agents with unsloth",
          "orchestrate LLM tools",
          "prototype autonomous workflows",
          "stateful agents",
          "tool-using assistants",
          "workflow orchestration"
        ],
        "not_good_for": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product",
          "simple prompt-only apps",
          "one-shot chat wrappers"
        ],
        "deployment": [
          "docker",
          "library_only",
          "local",
          "cloud"
        ],
        "alternatives": [
          {
            "repo": "google/adk-python",
            "reason": "Same agent framework intent with workflow overlap."
          },
          {
            "repo": "e2b-dev/E2B",
            "reason": "Same agent framework intent with workflow overlap."
          },
          {
            "repo": "modelship-ai/modelship",
            "reason": "Same agent framework intent with workflow overlap."
          }
        ]
      },
      "evidence": {
        "classification": {
          "category": {
            "confidence": "medium",
            "evidence": [
              "Matched \"agent\" in metadata."
            ]
          },
          "deployment": {
            "confidence": "high",
            "evidence": [
              "Matched \"pip install\" in repository content.",
              "Local usage is assumed for open source repositories unless contradicted."
            ]
          },
          "difficulty": {
            "confidence": "medium",
            "evidence": [
              "No strong beginner or advanced signal found; defaulting to intermediate."
            ]
          },
          "cloudflare_ready": {
            "confidence": "high",
            "evidence": [
              "Runtime blocker: python, gpu.",
              "No Cloudflare deployment signal detected.",
              "No wrangler.toml found in inspected repository files."
            ]
          }
        },
        "quality_signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 30,
          "commits_30d": "partial",
          "releases_180d": "complete",
          "contributors_90d": "partial"
        },
        "source_fields": [
          "agent_card.classification",
          "agent_card.deployment",
          "agent_card.summary_for_agent",
          "agent_card.use_cases",
          "metrics",
          "project.description",
          "project.language",
          "project.license",
          "project.topics",
          "recommendation.constraints",
          "recommendation.query",
          "recommendation.ranking_signals"
        ],
        "caveats": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "Low recommendation confidence; use as a discovery lead, not a final choice.",
          "Partial or estimated quality signals: commits30d, contributors90d.",
          "users expecting a complete hosted product"
        ],
        "recommendation_reasons": [
          "Use unslothai/unsloth when the user needs an agent framework project with docker, library-only, local deployment options.",
          "It is classified as agent_framework.",
          "Ranking signals: community 84/100, maintenance 76/100."
        ],
        "ranking_signals": {
          "use_case_match": 20,
          "community": 84,
          "maintenance": 76,
          "readiness": 0,
          "license_fit": 0
        },
        "matched_constraints": {
          "category": "agent_framework"
        },
        "unmatched_constraints": {},
        "confidence_reason": "Low confidence because the recommendation score is 44/100, use-case match is 20/100, or constraints are weakly matched; Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
        "last_verified_at": "2026-08-12T09:34:21.616Z"
      },
      "caveats": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "Low recommendation confidence; use as a discovery lead, not a final choice.",
        "Partial or estimated quality signals: commits30d, contributors90d.",
        "users expecting a complete hosted product"
      ],
      "confidence_reason": "Low confidence because the recommendation score is 44/100, use-case match is 20/100, or constraints are weakly matched; Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
      "source_fields": [
        "agent_card.classification",
        "agent_card.deployment",
        "agent_card.summary_for_agent",
        "agent_card.use_cases",
        "metrics",
        "project.description",
        "project.language",
        "project.license",
        "project.topics",
        "recommendation.constraints",
        "recommendation.query",
        "recommendation.ranking_signals"
      ],
      "last_verified_at": "2026-08-12T09:34:21.616Z",
      "reason": "Use unslothai/unsloth when the user needs an agent framework project with docker, library-only, local deployment options. It is classified as agent_framework. Ranking signals: community 84/100, maintenance 76/100.",
      "reasons": [
        "Use unslothai/unsloth when the user needs an agent framework project with docker, library-only, local deployment options.",
        "It is classified as agent_framework.",
        "Ranking signals: community 84/100, maintenance 76/100."
      ],
      "decision_summary": "unslothai/unsloth is an exploration candidate: recommendation score 44/100 with matched constraints, but quality and maturity signals need review.",
      "fit_profile": {
        "primary_fit": "Ranked within agent_framework using quality and readiness signals.",
        "deployment_fit": "Supports docker, library_only, local deployment paths.",
        "maturity": "High maturity signal from community and maintenance scores.",
        "agent_readiness": "Agent-readable summary and use cases are available."
      },
      "adoption_plan": [
        "Open /projects/unslothai/unsloth to verify license, language, classification evidence, and quality signal confidence.",
        "Inspect /graph/unslothai/unsloth for dependencies, related projects, deployment targets, and alternatives.",
        "Use the matched constraints (category) as the initial acceptance checklist.",
        "Prototype the docker deployment path before committing to a migration.",
        "Compare against /alternatives/unslothai/unsloth before final selection."
      ],
      "risk_flags": [
        "Low recommendation confidence; use as a discovery lead, not a final choice."
      ],
      "tradeoffs": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product"
      ],
      "next_actions": [
        {
          "label": "Open project knowledge",
          "href": "/projects/unslothai/unsloth",
          "kind": "project"
        },
        {
          "label": "Inspect graph",
          "href": "/graph/unslothai/unsloth",
          "kind": "graph"
        },
        {
          "label": "Find alternatives",
          "href": "/alternatives/unslothai/unsloth",
          "kind": "alternatives"
        },
        {
          "label": "Explain score",
          "href": "/score/unslothai/unsloth",
          "kind": "score"
        },
        {
          "label": "Compare shortlist",
          "href": "/compare/unslothai/unsloth",
          "kind": "compare"
        }
      ],
      "matched_constraints": {
        "category": "agent_framework"
      },
      "unmatched_constraints": {},
      "ranking_signals": {
        "use_case_match": 20,
        "community": 84,
        "maintenance": 76,
        "readiness": 0,
        "license_fit": 0
      },
      "confidence": "low",
      "project": {
        "id": "unslothai/unsloth",
        "owner": "unslothai",
        "name": "unsloth",
        "full_name": "unslothai/unsloth",
        "github_url": "https://github.com/unslothai/unsloth",
        "homepage_url": "https://unsloth.ai/docs",
        "description": "Local UI to run and train LLMs and diffusion models, including Qwen3.8, Kimi K3, MiniMax-H3, Gemma 4, DeepSeek-V4, FLUX and more.",
        "language": "Python",
        "topics": [
          "agent",
          "chatgpt",
          "deepseek",
          "fine-tuning",
          "gemma",
          "gemma3",
          "gpt-oss",
          "image-generation",
          "llama",
          "llm",
          "llms",
          "openai",
          "qwen",
          "reinforcement-learning",
          "self-hosted",
          "stable-diffusion",
          "text-to-speech",
          "tts",
          "ui",
          "unsloth"
        ],
        "license": "Apache-2.0",
        "stars": 70430,
        "forks": 6355,
        "open_issues": 1064,
        "default_branch": "main",
        "created_at": "2023-11-29T16:50:09Z",
        "updated_at": "2026-08-12T09:27:08Z",
        "pushed_at": "2026-08-12T09:33:22Z",
        "synced_at": "2026-08-12T09:34:21.616Z"
      },
      "agent_card": {
        "project_id": "unslothai/unsloth",
        "project_kind": "project",
        "category": "agent_framework",
        "difficulty": "intermediate",
        "deployment": [
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          "cloud"
        ],
        "cloudflare_ready": false,
        "use_cases": [
          "build agents with unsloth",
          "orchestrate LLM tools",
          "prototype autonomous workflows"
        ],
        "not_good_for": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product"
        ],
        "alternatives": [
          {
            "project_id": "google/adk-python",
            "reason": "Same agent framework intent with workflow overlap."
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          {
            "project_id": "e2b-dev/E2B",
            "reason": "Same agent framework intent with workflow overlap."
          },
          {
            "project_id": "modelship-ai/modelship",
            "reason": "Same agent framework intent with workflow overlap."
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        ],
        "summary_for_agent": "Use unslothai/unsloth when the user needs an agent framework project with docker, library-only, local deployment options.",
        "classification": {
          "category": {
            "confidence": "medium",
            "evidence": [
              "Matched \"agent\" in metadata."
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          },
          "deployment": {
            "confidence": "high",
            "evidence": [
              "Matched \"pip install\" in repository content.",
              "Local usage is assumed for open source repositories unless contradicted."
            ]
          },
          "difficulty": {
            "confidence": "medium",
            "evidence": [
              "No strong beginner or advanced signal found; defaulting to intermediate."
            ]
          },
          "cloudflare_ready": {
            "confidence": "high",
            "evidence": [
              "Runtime blocker: python, gpu.",
              "No Cloudflare deployment signal detected.",
              "No wrangler.toml found in inspected repository files."
            ]
          }
        },
        "schema_version": "v1",
        "generated_at": "2026-08-12T09:34:21.616Z"
      },
      "metrics": {
        "project_id": "unslothai/unsloth",
        "stars_30d_delta": 2385,
        "commits_30d": 100,
        "releases_180d": 29,
        "contributors_90d": 100,
        "issue_first_response_median_hours": null,
        "recent_push_days": 0,
        "git_score": 84,
        "maintenance_score": 76,
        "signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 30,
          "commits_30d": "partial",
          "releases_180d": "complete",
          "contributors_90d": "partial"
        },
        "calculated_at": "2026-08-12T09:34:21.616Z"
      }
    },
    {
      "project_id": "crewAIInc/crewAI",
      "repo": "crewAIInc/crewAI",
      "name": "crewAI",
      "github_url": "https://github.com/crewAIInc/crewAI",
      "homepage_url": "https://crewai.com",
      "language": "Python",
      "license": "MIT",
      "project_kind": "project",
      "category": [
        "agent_framework"
      ],
      "tags": [
        "agents",
        "ai",
        "ai-agents",
        "aiagentframework",
        "llms"
      ],
      "description": "Framework for orchestrating role-playing, autonomous AI agents. By fostering collaborative intelligence, CrewAI empowers agents to work together seamlessly, tackling complex tasks.",
      "overview": "Use crewAIInc/crewAI when the user needs an agent framework project with library-only, local, cloud deployment options.",
      "alternatives": [
        {
          "repo": "langchain-ai/langchain",
          "reason": "Same agent framework intent with workflow overlap."
        },
        {
          "repo": "omnigent-ai/omnigent",
          "reason": "Same agent framework intent with workflow overlap."
        },
        {
          "repo": "google/adk-python",
          "reason": "Same agent framework intent with workflow overlap."
        }
      ],
      "related": [],
      "dependencies": [
        "LLM provider"
      ],
      "deployments": [
        "library_only",
        "local",
        "cloud"
      ],
      "difficulty": "intermediate",
      "cloudflare_ready": false,
      "use_cases": [
        "build agents with crewAI",
        "orchestrate LLM tools",
        "prototype autonomous workflows"
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      "not_good_for": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product"
      ],
      "classification": {
        "category": {
          "confidence": "high",
          "evidence": [
            "Matched \"agent\" in metadata.",
            "Matched \"agents\" in metadata."
          ]
        },
        "deployment": {
          "confidence": "high",
          "evidence": [
            "Matched \"pip install\" in repository content.",
            "Local usage is assumed for open source repositories unless contradicted."
          ]
        },
        "difficulty": {
          "confidence": "medium",
          "evidence": [
            "No strong beginner or advanced signal found; defaulting to intermediate."
          ]
        },
        "cloudflare_ready": {
          "confidence": "high",
          "evidence": [
            "Runtime blocker: python.",
            "No Cloudflare deployment signal detected.",
            "No wrangler.toml found in inspected repository files."
          ]
        }
      },
      "quality_signals": {
        "stars": 56977,
        "recent_commits": 100,
        "contributors": 100,
        "issue_response_time_hours": null,
        "release_frequency_180d": 92
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 30,
        "commits_30d": "partial",
        "releases_180d": "complete",
        "contributors_90d": "partial"
      },
      "quality_score": 84,
      "agent_score": 87,
      "score": 44,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 76,
        "deployment": 80,
        "popularity": 95,
        "community": 100
      },
      "git_top_score": 93,
      "git_top_score_breakdown": {
        "community": 100,
        "maintenance": 84,
        "documentation": 84,
        "stability": 90,
        "adoption": 100,
        "agent_readability": 100
      },
      "summary": {
        "tl_dr": "Use crewAIInc/crewAI when the user needs an agent framework project with library-only, local, cloud deployment options.",
        "purpose": "Use crewAIInc/crewAI when the user needs an agent framework project with library-only, local, cloud deployment options.",
        "install": "Install as a library or package using the repository instructions.",
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          "tools",
          "context",
          "memory/state"
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        "outputs": [
          "agent runs",
          "tool calls",
          "workflow state"
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        "good_for": [
          "build agents with crewAI",
          "orchestrate LLM tools",
          "prototype autonomous workflows",
          "stateful agents",
          "tool-using assistants",
          "workflow orchestration"
        ],
        "not_good_for": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product",
          "simple prompt-only apps",
          "one-shot chat wrappers"
        ],
        "deployment": [
          "library_only",
          "local",
          "cloud"
        ],
        "alternatives": [
          {
            "repo": "langchain-ai/langchain",
            "reason": "Same agent framework intent with workflow overlap."
          },
          {
            "repo": "omnigent-ai/omnigent",
            "reason": "Same agent framework intent with workflow overlap."
          },
          {
            "repo": "google/adk-python",
            "reason": "Same agent framework intent with workflow overlap."
          }
        ]
      },
      "evidence": {
        "classification": {
          "category": {
            "confidence": "high",
            "evidence": [
              "Matched \"agent\" in metadata.",
              "Matched \"agents\" in metadata."
            ]
          },
          "deployment": {
            "confidence": "high",
            "evidence": [
              "Matched \"pip install\" in repository content.",
              "Local usage is assumed for open source repositories unless contradicted."
            ]
          },
          "difficulty": {
            "confidence": "medium",
            "evidence": [
              "No strong beginner or advanced signal found; defaulting to intermediate."
            ]
          },
          "cloudflare_ready": {
            "confidence": "high",
            "evidence": [
              "Runtime blocker: python.",
              "No Cloudflare deployment signal detected.",
              "No wrangler.toml found in inspected repository files."
            ]
          }
        },
        "quality_signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 30,
          "commits_30d": "partial",
          "releases_180d": "complete",
          "contributors_90d": "partial"
        },
        "source_fields": [
          "agent_card.classification",
          "agent_card.deployment",
          "agent_card.summary_for_agent",
          "agent_card.use_cases",
          "metrics",
          "project.description",
          "project.language",
          "project.license",
          "project.topics",
          "recommendation.constraints",
          "recommendation.query",
          "recommendation.ranking_signals"
        ],
        "caveats": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "Low recommendation confidence; use as a discovery lead, not a final choice.",
          "Partial or estimated quality signals: commits30d, contributors90d.",
          "users expecting a complete hosted product"
        ],
        "recommendation_reasons": [
          "Use crewAIInc/crewAI when the user needs an agent framework project with library-only, local, cloud deployment options.",
          "It is classified as agent_framework.",
          "Ranking signals: community 84/100, maintenance 76/100."
        ],
        "ranking_signals": {
          "use_case_match": 20,
          "community": 84,
          "maintenance": 76,
          "readiness": 0,
          "license_fit": 0
        },
        "matched_constraints": {
          "category": "agent_framework"
        },
        "unmatched_constraints": {},
        "confidence_reason": "Low confidence because the recommendation score is 44/100, use-case match is 20/100, or constraints are weakly matched; Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
        "last_verified_at": "2026-08-12T09:34:26.013Z"
      },
      "caveats": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "Low recommendation confidence; use as a discovery lead, not a final choice.",
        "Partial or estimated quality signals: commits30d, contributors90d.",
        "users expecting a complete hosted product"
      ],
      "confidence_reason": "Low confidence because the recommendation score is 44/100, use-case match is 20/100, or constraints are weakly matched; Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
      "source_fields": [
        "agent_card.classification",
        "agent_card.deployment",
        "agent_card.summary_for_agent",
        "agent_card.use_cases",
        "metrics",
        "project.description",
        "project.language",
        "project.license",
        "project.topics",
        "recommendation.constraints",
        "recommendation.query",
        "recommendation.ranking_signals"
      ],
      "last_verified_at": "2026-08-12T09:34:26.013Z",
      "reason": "Use crewAIInc/crewAI when the user needs an agent framework project with library-only, local, cloud deployment options. It is classified as agent_framework. Ranking signals: community 84/100, maintenance 76/100.",
      "reasons": [
        "Use crewAIInc/crewAI when the user needs an agent framework project with library-only, local, cloud deployment options.",
        "It is classified as agent_framework.",
        "Ranking signals: community 84/100, maintenance 76/100."
      ],
      "decision_summary": "crewAIInc/crewAI is an exploration candidate: recommendation score 44/100 with matched constraints, but quality and maturity signals need review.",
      "fit_profile": {
        "primary_fit": "Ranked within agent_framework using quality and readiness signals.",
        "deployment_fit": "Supports library_only, local, cloud deployment paths.",
        "maturity": "High maturity signal from community and maintenance scores.",
        "agent_readiness": "Agent-readable summary and use cases are available."
      },
      "adoption_plan": [
        "Open /projects/crewAIInc/crewAI to verify license, language, classification evidence, and quality signal confidence.",
        "Inspect /graph/crewAIInc/crewAI for dependencies, related projects, deployment targets, and alternatives.",
        "Use the matched constraints (category) as the initial acceptance checklist.",
        "Prototype the library_only deployment path before committing to a migration.",
        "Compare against /alternatives/crewAIInc/crewAI before final selection."
      ],
      "risk_flags": [
        "Low recommendation confidence; use as a discovery lead, not a final choice."
      ],
      "tradeoffs": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product"
      ],
      "next_actions": [
        {
          "label": "Open project knowledge",
          "href": "/projects/crewAIInc/crewAI",
          "kind": "project"
        },
        {
          "label": "Inspect graph",
          "href": "/graph/crewAIInc/crewAI",
          "kind": "graph"
        },
        {
          "label": "Find alternatives",
          "href": "/alternatives/crewAIInc/crewAI",
          "kind": "alternatives"
        },
        {
          "label": "Explain score",
          "href": "/score/crewAIInc/crewAI",
          "kind": "score"
        },
        {
          "label": "Compare shortlist",
          "href": "/compare/crewAIInc/crewAI",
          "kind": "compare"
        }
      ],
      "matched_constraints": {
        "category": "agent_framework"
      },
      "unmatched_constraints": {},
      "ranking_signals": {
        "use_case_match": 20,
        "community": 84,
        "maintenance": 76,
        "readiness": 0,
        "license_fit": 0
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      "confidence": "low",
      "project": {
        "id": "crewAIInc/crewAI",
        "owner": "crewAIInc",
        "name": "crewAI",
        "full_name": "crewAIInc/crewAI",
        "github_url": "https://github.com/crewAIInc/crewAI",
        "homepage_url": "https://crewai.com",
        "description": "Framework for orchestrating role-playing, autonomous AI agents. By fostering collaborative intelligence, CrewAI empowers agents to work together seamlessly, tackling complex tasks.",
        "language": "Python",
        "topics": [
          "agents",
          "ai",
          "ai-agents",
          "aiagentframework",
          "llms"
        ],
        "license": "MIT",
        "stars": 56977,
        "forks": 8130,
        "open_issues": 782,
        "default_branch": "main",
        "created_at": "2023-10-27T03:26:59Z",
        "updated_at": "2026-08-12T09:20:25Z",
        "pushed_at": "2026-08-12T09:09:21Z",
        "synced_at": "2026-08-12T09:34:26.013Z"
      },
      "agent_card": {
        "project_id": "crewAIInc/crewAI",
        "project_kind": "project",
        "category": "agent_framework",
        "difficulty": "intermediate",
        "deployment": [
          "library_only",
          "local",
          "cloud"
        ],
        "cloudflare_ready": false,
        "use_cases": [
          "build agents with crewAI",
          "orchestrate LLM tools",
          "prototype autonomous workflows"
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        "not_good_for": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product"
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        "alternatives": [
          {
            "project_id": "langchain-ai/langchain",
            "reason": "Same agent framework intent with workflow overlap."
          },
          {
            "project_id": "omnigent-ai/omnigent",
            "reason": "Same agent framework intent with workflow overlap."
          },
          {
            "project_id": "google/adk-python",
            "reason": "Same agent framework intent with workflow overlap."
          }
        ],
        "summary_for_agent": "Use crewAIInc/crewAI when the user needs an agent framework project with library-only, local, cloud deployment options.",
        "classification": {
          "category": {
            "confidence": "high",
            "evidence": [
              "Matched \"agent\" in metadata.",
              "Matched \"agents\" in metadata."
            ]
          },
          "deployment": {
            "confidence": "high",
            "evidence": [
              "Matched \"pip install\" in repository content.",
              "Local usage is assumed for open source repositories unless contradicted."
            ]
          },
          "difficulty": {
            "confidence": "medium",
            "evidence": [
              "No strong beginner or advanced signal found; defaulting to intermediate."
            ]
          },
          "cloudflare_ready": {
            "confidence": "high",
            "evidence": [
              "Runtime blocker: python.",
              "No Cloudflare deployment signal detected.",
              "No wrangler.toml found in inspected repository files."
            ]
          }
        },
        "schema_version": "v1",
        "generated_at": "2026-08-12T09:34:26.013Z"
      },
      "metrics": {
        "project_id": "crewAIInc/crewAI",
        "stars_30d_delta": 1599,
        "commits_30d": 100,
        "releases_180d": 92,
        "contributors_90d": 100,
        "issue_first_response_median_hours": null,
        "recent_push_days": 0,
        "git_score": 84,
        "maintenance_score": 76,
        "signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 30,
          "commits_30d": "partial",
          "releases_180d": "complete",
          "contributors_90d": "partial"
        },
        "calculated_at": "2026-08-12T09:34:26.013Z"
      }
    },
    {
      "project_id": "iOfficeAI/AionUi",
      "repo": "iOfficeAI/AionUi",
      "name": "AionUi",
      "github_url": "https://github.com/iOfficeAI/AionUi",
      "homepage_url": "https://www.aionui.com",
      "language": "TypeScript",
      "license": "Apache-2.0",
      "project_kind": "project",
      "category": [
        "agent_framework"
      ],
      "tags": [
        "acp",
        "agent-team",
        "ai",
        "ai-agent",
        "chat",
        "chatbot",
        "claude-code",
        "clawdbot",
        "codex",
        "cowork",
        "gemini",
        "gemini-cli",
        "hermes",
        "llm",
        "nano-banana",
        "office",
        "openclaw",
        "opencode",
        "skills",
        "webui"
      ],
      "description": "Open-source 24/7 Cowork app for OpenClaw, Hermes, Claude Code, Codex, OpenCode and 20+ more CLI Agent | Customize your assistants | Team them up｜Star if you like it!",
      "overview": "Use iOfficeAI/AionUi when the user needs an agent framework project with docker, local, cloud deployment options.",
      "alternatives": [
        {
          "repo": "langchain-ai/langchain",
          "reason": "Same agent framework intent with workflow overlap."
        },
        {
          "repo": "firecrawl/firecrawl",
          "reason": "Same agent framework intent with workflow overlap."
        },
        {
          "repo": "CopilotKit/CopilotKit",
          "reason": "Same agent framework intent with workflow overlap."
        }
      ],
      "related": [],
      "dependencies": [
        "LLM provider"
      ],
      "deployments": [
        "docker",
        "local",
        "cloud"
      ],
      "difficulty": "intermediate",
      "cloudflare_ready": false,
      "use_cases": [
        "build agents with AionUi",
        "orchestrate LLM tools",
        "prototype autonomous workflows"
      ],
      "not_good_for": [
        "edge-only Cloudflare Workers deployment without adaptation"
      ],
      "classification": {
        "category": {
          "confidence": "medium",
          "evidence": [
            "Matched \"agent\" in metadata."
          ]
        },
        "deployment": {
          "confidence": "high",
          "evidence": [
            "Found Docker configuration file.",
            "Local usage is assumed for open source repositories unless contradicted."
          ]
        },
        "difficulty": {
          "confidence": "medium",
          "evidence": [
            "No strong beginner or advanced signal found; defaulting to intermediate."
          ]
        },
        "cloudflare_ready": {
          "confidence": "high",
          "evidence": [
            "No Cloudflare deployment signal detected.",
            "No wrangler.toml found in inspected repository files."
          ]
        }
      },
      "quality_signals": {
        "stars": 31927,
        "recent_commits": 100,
        "contributors": 99,
        "issue_response_time_hours": null,
        "release_frequency_180d": 100
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 36,
        "commits_30d": "partial",
        "releases_180d": "partial",
        "contributors_90d": "complete"
      },
      "quality_score": 84,
      "agent_score": 86,
      "score": 44,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 76,
        "deployment": 80,
        "popularity": 90,
        "community": 100
      },
      "git_top_score": 93,
      "git_top_score_breakdown": {
        "community": 100,
        "maintenance": 84,
        "documentation": 84,
        "stability": 90,
        "adoption": 100,
        "agent_readability": 100
      },
      "summary": {
        "tl_dr": "Use iOfficeAI/AionUi when the user needs an agent framework project with docker, local, cloud deployment options.",
        "purpose": "Use iOfficeAI/AionUi when the user needs an agent framework project with docker, local, cloud deployment options.",
        "install": "Run with Docker using the repository's container instructions.",
        "inputs": [
          "task prompt",
          "tools",
          "context",
          "memory/state"
        ],
        "outputs": [
          "agent runs",
          "tool calls",
          "workflow state"
        ],
        "good_for": [
          "build agents with AionUi",
          "orchestrate LLM tools",
          "prototype autonomous workflows",
          "stateful agents",
          "tool-using assistants",
          "workflow orchestration"
        ],
        "not_good_for": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "simple prompt-only apps",
          "one-shot chat wrappers"
        ],
        "deployment": [
          "docker",
          "local",
          "cloud"
        ],
        "alternatives": [
          {
            "repo": "langchain-ai/langchain",
            "reason": "Same agent framework intent with workflow overlap."
          },
          {
            "repo": "firecrawl/firecrawl",
            "reason": "Same agent framework intent with workflow overlap."
          },
          {
            "repo": "CopilotKit/CopilotKit",
            "reason": "Same agent framework intent with workflow overlap."
          }
        ]
      },
      "evidence": {
        "classification": {
          "category": {
            "confidence": "medium",
            "evidence": [
              "Matched \"agent\" in metadata."
            ]
          },
          "deployment": {
            "confidence": "high",
            "evidence": [
              "Found Docker configuration file.",
              "Local usage is assumed for open source repositories unless contradicted."
            ]
          },
          "difficulty": {
            "confidence": "medium",
            "evidence": [
              "No strong beginner or advanced signal found; defaulting to intermediate."
            ]
          },
          "cloudflare_ready": {
            "confidence": "high",
            "evidence": [
              "No Cloudflare deployment signal detected.",
              "No wrangler.toml found in inspected repository files."
            ]
          }
        },
        "quality_signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 36,
          "commits_30d": "partial",
          "releases_180d": "partial",
          "contributors_90d": "complete"
        },
        "source_fields": [
          "agent_card.classification",
          "agent_card.deployment",
          "agent_card.summary_for_agent",
          "agent_card.use_cases",
          "metrics",
          "project.description",
          "project.language",
          "project.license",
          "project.topics",
          "recommendation.constraints",
          "recommendation.query",
          "recommendation.ranking_signals"
        ],
        "caveats": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "Low recommendation confidence; use as a discovery lead, not a final choice.",
          "Partial or estimated quality signals: commits30d, releases180d."
        ],
        "recommendation_reasons": [
          "Use iOfficeAI/AionUi when the user needs an agent framework project with docker, local, cloud deployment options.",
          "It is classified as agent_framework.",
          "Ranking signals: community 84/100, maintenance 76/100."
        ],
        "ranking_signals": {
          "use_case_match": 20,
          "community": 84,
          "maintenance": 76,
          "readiness": 0,
          "license_fit": 0
        },
        "matched_constraints": {
          "category": "agent_framework"
        },
        "unmatched_constraints": {},
        "confidence_reason": "Low confidence because the recommendation score is 44/100, use-case match is 20/100, or constraints are weakly matched; Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
        "last_verified_at": "2026-08-13T05:30:30.117Z"
      },
      "caveats": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "Low recommendation confidence; use as a discovery lead, not a final choice.",
        "Partial or estimated quality signals: commits30d, releases180d."
      ],
      "confidence_reason": "Low confidence because the recommendation score is 44/100, use-case match is 20/100, or constraints are weakly matched; Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
      "source_fields": [
        "agent_card.classification",
        "agent_card.deployment",
        "agent_card.summary_for_agent",
        "agent_card.use_cases",
        "metrics",
        "project.description",
        "project.language",
        "project.license",
        "project.topics",
        "recommendation.constraints",
        "recommendation.query",
        "recommendation.ranking_signals"
      ],
      "last_verified_at": "2026-08-13T05:30:30.117Z",
      "reason": "Use iOfficeAI/AionUi when the user needs an agent framework project with docker, local, cloud deployment options. It is classified as agent_framework. Ranking signals: community 84/100, maintenance 76/100.",
      "reasons": [
        "Use iOfficeAI/AionUi when the user needs an agent framework project with docker, local, cloud deployment options.",
        "It is classified as agent_framework.",
        "Ranking signals: community 84/100, maintenance 76/100."
      ],
      "decision_summary": "iOfficeAI/AionUi is an exploration candidate: recommendation score 44/100 with matched constraints, but quality and maturity signals need review.",
      "fit_profile": {
        "primary_fit": "Ranked within agent_framework using quality and readiness signals.",
        "deployment_fit": "Supports docker, local, cloud deployment paths.",
        "maturity": "High maturity signal from community and maintenance scores.",
        "agent_readiness": "Agent-readable summary and use cases are available."
      },
      "adoption_plan": [
        "Open /projects/iOfficeAI/AionUi to verify license, language, classification evidence, and quality signal confidence.",
        "Inspect /graph/iOfficeAI/AionUi for dependencies, related projects, deployment targets, and alternatives.",
        "Use the matched constraints (category) as the initial acceptance checklist.",
        "Prototype the docker deployment path before committing to a migration.",
        "Compare against /alternatives/iOfficeAI/AionUi before final selection."
      ],
      "risk_flags": [
        "Low recommendation confidence; use as a discovery lead, not a final choice."
      ],
      "tradeoffs": [
        "edge-only Cloudflare Workers deployment without adaptation"
      ],
      "next_actions": [
        {
          "label": "Open project knowledge",
          "href": "/projects/iOfficeAI/AionUi",
          "kind": "project"
        },
        {
          "label": "Inspect graph",
          "href": "/graph/iOfficeAI/AionUi",
          "kind": "graph"
        },
        {
          "label": "Find alternatives",
          "href": "/alternatives/iOfficeAI/AionUi",
          "kind": "alternatives"
        },
        {
          "label": "Explain score",
          "href": "/score/iOfficeAI/AionUi",
          "kind": "score"
        },
        {
          "label": "Compare shortlist",
          "href": "/compare/iOfficeAI/AionUi",
          "kind": "compare"
        }
      ],
      "matched_constraints": {
        "category": "agent_framework"
      },
      "unmatched_constraints": {},
      "ranking_signals": {
        "use_case_match": 20,
        "community": 84,
        "maintenance": 76,
        "readiness": 0,
        "license_fit": 0
      },
      "confidence": "low",
      "project": {
        "id": "iOfficeAI/AionUi",
        "owner": "iOfficeAI",
        "name": "AionUi",
        "full_name": "iOfficeAI/AionUi",
        "github_url": "https://github.com/iOfficeAI/AionUi",
        "homepage_url": "https://www.aionui.com",
        "description": "Open-source 24/7 Cowork app for OpenClaw, Hermes, Claude Code, Codex, OpenCode and 20+ more CLI Agent | Customize your assistants | Team them up｜Star if you like it!",
        "language": "TypeScript",
        "topics": [
          "acp",
          "agent-team",
          "ai",
          "ai-agent",
          "chat",
          "chatbot",
          "claude-code",
          "clawdbot",
          "codex",
          "cowork",
          "gemini",
          "gemini-cli",
          "hermes",
          "llm",
          "nano-banana",
          "office",
          "openclaw",
          "opencode",
          "skills",
          "webui"
        ],
        "license": "Apache-2.0",
        "stars": 31927,
        "forks": 3267,
        "open_issues": 798,
        "default_branch": "main",
        "created_at": "2025-08-07T10:29:51Z",
        "updated_at": "2026-08-13T05:02:34Z",
        "pushed_at": "2026-08-13T04:17:09Z",
        "synced_at": "2026-08-13T05:30:30.117Z"
      },
      "agent_card": {
        "project_id": "iOfficeAI/AionUi",
        "project_kind": "project",
        "category": "agent_framework",
        "difficulty": "intermediate",
        "deployment": [
          "docker",
          "local",
          "cloud"
        ],
        "cloudflare_ready": false,
        "use_cases": [
          "build agents with AionUi",
          "orchestrate LLM tools",
          "prototype autonomous workflows"
        ],
        "not_good_for": [
          "edge-only Cloudflare Workers deployment without adaptation"
        ],
        "alternatives": [
          {
            "project_id": "langchain-ai/langchain",
            "reason": "Same agent framework intent with workflow overlap."
          },
          {
            "project_id": "firecrawl/firecrawl",
            "reason": "Same agent framework intent with workflow overlap."
          },
          {
            "project_id": "CopilotKit/CopilotKit",
            "reason": "Same agent framework intent with workflow overlap."
          }
        ],
        "summary_for_agent": "Use iOfficeAI/AionUi when the user needs an agent framework project with docker, local, cloud deployment options.",
        "classification": {
          "category": {
            "confidence": "medium",
            "evidence": [
              "Matched \"agent\" in metadata."
            ]
          },
          "deployment": {
            "confidence": "high",
            "evidence": [
              "Found Docker configuration file.",
              "Local usage is assumed for open source repositories unless contradicted."
            ]
          },
          "difficulty": {
            "confidence": "medium",
            "evidence": [
              "No strong beginner or advanced signal found; defaulting to intermediate."
            ]
          },
          "cloudflare_ready": {
            "confidence": "high",
            "evidence": [
              "No Cloudflare deployment signal detected.",
              "No wrangler.toml found in inspected repository files."
            ]
          }
        },
        "schema_version": "v1",
        "generated_at": "2026-08-13T05:30:30.117Z"
      },
      "metrics": {
        "project_id": "iOfficeAI/AionUi",
        "stars_30d_delta": 2514,
        "commits_30d": 100,
        "releases_180d": 100,
        "contributors_90d": 99,
        "issue_first_response_median_hours": null,
        "recent_push_days": 0,
        "git_score": 84,
        "maintenance_score": 76,
        "signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 36,
          "commits_30d": "partial",
          "releases_180d": "partial",
          "contributors_90d": "complete"
        },
        "calculated_at": "2026-08-13T05:30:30.117Z"
      }
    },
    {
      "project_id": "alibaba/open-code-review",
      "repo": "alibaba/open-code-review",
      "name": "open-code-review",
      "github_url": "https://github.com/alibaba/open-code-review",
      "homepage_url": "https://open-codereview.ai",
      "language": "Go",
      "license": "Apache-2.0",
      "project_kind": "project",
      "category": [
        "agent_framework"
      ],
      "tags": [
        "agent",
        "agent-skills",
        "code-review",
        "code-review-assistant",
        "harness",
        "repository-level-context"
      ],
      "description": "Fast, efficient, battle-tested at Alibaba's scale. Hybrid architecture code review tool: deterministic pipelines + LLM Agent, precise line-level comments, built-in multi-language ruleset (NPE, thread-safety, XSS, SQL injection), OpenAI & Anthropic compatible.",
      "overview": "Use alibaba/open-code-review when the user needs an agent framework project with library-only, local, cloud deployment options.",
      "alternatives": [
        {
          "repo": "unslothai/unsloth",
          "reason": "Same agent framework intent with workflow overlap."
        },
        {
          "repo": "charmbracelet/crush",
          "reason": "Same agent framework intent with workflow overlap."
        },
        {
          "repo": "CopilotKit/CopilotKit",
          "reason": "Same agent framework intent with workflow overlap."
        }
      ],
      "related": [],
      "dependencies": [
        "LLM provider"
      ],
      "deployments": [
        "library_only",
        "local",
        "cloud"
      ],
      "difficulty": "intermediate",
      "cloudflare_ready": false,
      "use_cases": [
        "build agents with open-code-review",
        "orchestrate LLM tools",
        "prototype autonomous workflows"
      ],
      "not_good_for": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product"
      ],
      "classification": {
        "category": {
          "confidence": "medium",
          "evidence": [
            "Matched \"agent\" in metadata."
          ]
        },
        "deployment": {
          "confidence": "high",
          "evidence": [
            "Matched \"npm install\" in repository content.",
            "Local usage is assumed for open source repositories unless contradicted."
          ]
        },
        "difficulty": {
          "confidence": "medium",
          "evidence": [
            "No strong beginner or advanced signal found; defaulting to intermediate."
          ]
        },
        "cloudflare_ready": {
          "confidence": "high",
          "evidence": [
            "No Cloudflare deployment signal detected.",
            "No wrangler.toml found in inspected repository files."
          ]
        }
      },
      "quality_signals": {
        "stars": 20321,
        "recent_commits": 100,
        "contributors": 100,
        "issue_response_time_hours": null,
        "release_frequency_180d": 100
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 34,
        "commits_30d": "partial",
        "releases_180d": "partial",
        "contributors_90d": "partial"
      },
      "quality_score": 84,
      "agent_score": 86,
      "score": 44,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 76,
        "deployment": 80,
        "popularity": 86,
        "community": 100
      },
      "git_top_score": 94,
      "git_top_score_breakdown": {
        "community": 100,
        "maintenance": 84,
        "documentation": 92,
        "stability": 90,
        "adoption": 100,
        "agent_readability": 100
      },
      "summary": {
        "tl_dr": "Use alibaba/open-code-review when the user needs an agent framework project with library-only, local, cloud deployment options.",
        "purpose": "Use alibaba/open-code-review when the user needs an agent framework project with library-only, local, cloud deployment options.",
        "install": "Install as a library or package using the repository instructions.",
        "inputs": [
          "task prompt",
          "tools",
          "context",
          "memory/state"
        ],
        "outputs": [
          "agent runs",
          "tool calls",
          "workflow state"
        ],
        "good_for": [
          "build agents with open-code-review",
          "orchestrate LLM tools",
          "prototype autonomous workflows",
          "stateful agents",
          "tool-using assistants",
          "workflow orchestration"
        ],
        "not_good_for": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product",
          "simple prompt-only apps",
          "one-shot chat wrappers"
        ],
        "deployment": [
          "library_only",
          "local",
          "cloud"
        ],
        "alternatives": [
          {
            "repo": "unslothai/unsloth",
            "reason": "Same agent framework intent with workflow overlap."
          },
          {
            "repo": "charmbracelet/crush",
            "reason": "Same agent framework intent with workflow overlap."
          },
          {
            "repo": "CopilotKit/CopilotKit",
            "reason": "Same agent framework intent with workflow overlap."
          }
        ]
      },
      "evidence": {
        "classification": {
          "category": {
            "confidence": "medium",
            "evidence": [
              "Matched \"agent\" in metadata."
            ]
          },
          "deployment": {
            "confidence": "high",
            "evidence": [
              "Matched \"npm install\" in repository content.",
              "Local usage is assumed for open source repositories unless contradicted."
            ]
          },
          "difficulty": {
            "confidence": "medium",
            "evidence": [
              "No strong beginner or advanced signal found; defaulting to intermediate."
            ]
          },
          "cloudflare_ready": {
            "confidence": "high",
            "evidence": [
              "No Cloudflare deployment signal detected.",
              "No wrangler.toml found in inspected repository files."
            ]
          }
        },
        "quality_signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 34,
          "commits_30d": "partial",
          "releases_180d": "partial",
          "contributors_90d": "partial"
        },
        "source_fields": [
          "agent_card.classification",
          "agent_card.deployment",
          "agent_card.summary_for_agent",
          "agent_card.use_cases",
          "metrics",
          "project.description",
          "project.language",
          "project.license",
          "project.topics",
          "recommendation.constraints",
          "recommendation.query",
          "recommendation.ranking_signals"
        ],
        "caveats": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "Low recommendation confidence; use as a discovery lead, not a final choice.",
          "Partial or estimated quality signals: commits30d, releases180d, contributors90d.",
          "users expecting a complete hosted product"
        ],
        "recommendation_reasons": [
          "Use alibaba/open-code-review when the user needs an agent framework project with library-only, local, cloud deployment options.",
          "It is classified as agent_framework.",
          "Ranking signals: community 84/100, maintenance 76/100."
        ],
        "ranking_signals": {
          "use_case_match": 20,
          "community": 84,
          "maintenance": 76,
          "readiness": 0,
          "license_fit": 0
        },
        "matched_constraints": {
          "category": "agent_framework"
        },
        "unmatched_constraints": {},
        "confidence_reason": "Low confidence because the recommendation score is 44/100, use-case match is 20/100, or constraints are weakly matched; Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
        "last_verified_at": "2026-08-13T05:30:24.307Z"
      },
      "caveats": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "Low recommendation confidence; use as a discovery lead, not a final choice.",
        "Partial or estimated quality signals: commits30d, releases180d, contributors90d.",
        "users expecting a complete hosted product"
      ],
      "confidence_reason": "Low confidence because the recommendation score is 44/100, use-case match is 20/100, or constraints are weakly matched; Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
      "source_fields": [
        "agent_card.classification",
        "agent_card.deployment",
        "agent_card.summary_for_agent",
        "agent_card.use_cases",
        "metrics",
        "project.description",
        "project.language",
        "project.license",
        "project.topics",
        "recommendation.constraints",
        "recommendation.query",
        "recommendation.ranking_signals"
      ],
      "last_verified_at": "2026-08-13T05:30:24.307Z",
      "reason": "Use alibaba/open-code-review when the user needs an agent framework project with library-only, local, cloud deployment options. It is classified as agent_framework. Ranking signals: community 84/100, maintenance 76/100.",
      "reasons": [
        "Use alibaba/open-code-review when the user needs an agent framework project with library-only, local, cloud deployment options.",
        "It is classified as agent_framework.",
        "Ranking signals: community 84/100, maintenance 76/100."
      ],
      "decision_summary": "alibaba/open-code-review is an exploration candidate: recommendation score 44/100 with matched constraints, but quality and maturity signals need review.",
      "fit_profile": {
        "primary_fit": "Ranked within agent_framework using quality and readiness signals.",
        "deployment_fit": "Supports library_only, local, cloud deployment paths.",
        "maturity": "High maturity signal from community and maintenance scores.",
        "agent_readiness": "Agent-readable summary and use cases are available."
      },
      "adoption_plan": [
        "Open /projects/alibaba/open-code-review to verify license, language, classification evidence, and quality signal confidence.",
        "Inspect /graph/alibaba/open-code-review for dependencies, related projects, deployment targets, and alternatives.",
        "Use the matched constraints (category) as the initial acceptance checklist.",
        "Prototype the library_only deployment path before committing to a migration.",
        "Compare against /alternatives/alibaba/open-code-review before final selection."
      ],
      "risk_flags": [
        "Low recommendation confidence; use as a discovery lead, not a final choice."
      ],
      "tradeoffs": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product"
      ],
      "next_actions": [
        {
          "label": "Open project knowledge",
          "href": "/projects/alibaba/open-code-review",
          "kind": "project"
        },
        {
          "label": "Inspect graph",
          "href": "/graph/alibaba/open-code-review",
          "kind": "graph"
        },
        {
          "label": "Find alternatives",
          "href": "/alternatives/alibaba/open-code-review",
          "kind": "alternatives"
        },
        {
          "label": "Explain score",
          "href": "/score/alibaba/open-code-review",
          "kind": "score"
        },
        {
          "label": "Compare shortlist",
          "href": "/compare/alibaba/open-code-review",
          "kind": "compare"
        }
      ],
      "matched_constraints": {
        "category": "agent_framework"
      },
      "unmatched_constraints": {},
      "ranking_signals": {
        "use_case_match": 20,
        "community": 84,
        "maintenance": 76,
        "readiness": 0,
        "license_fit": 0
      },
      "confidence": "low",
      "project": {
        "id": "alibaba/open-code-review",
        "owner": "alibaba",
        "name": "open-code-review",
        "full_name": "alibaba/open-code-review",
        "github_url": "https://github.com/alibaba/open-code-review",
        "homepage_url": "https://open-codereview.ai",
        "description": "Fast, efficient, battle-tested at Alibaba's scale. Hybrid architecture code review tool: deterministic pipelines + LLM Agent, precise line-level comments, built-in multi-language ruleset (NPE, thread-safety, XSS, SQL injection), OpenAI & Anthropic compatible.",
        "language": "Go",
        "topics": [
          "agent",
          "agent-skills",
          "code-review",
          "code-review-assistant",
          "harness",
          "repository-level-context"
        ],
        "license": "Apache-2.0",
        "stars": 20321,
        "forks": 1434,
        "open_issues": 117,
        "default_branch": "main",
        "created_at": "2026-05-18T02:16:36Z",
        "updated_at": "2026-08-13T04:58:47Z",
        "pushed_at": "2026-08-12T20:35:22Z",
        "synced_at": "2026-08-13T05:30:24.307Z"
      },
      "agent_card": {
        "project_id": "alibaba/open-code-review",
        "project_kind": "project",
        "category": "agent_framework",
        "difficulty": "intermediate",
        "deployment": [
          "library_only",
          "local",
          "cloud"
        ],
        "cloudflare_ready": false,
        "use_cases": [
          "build agents with open-code-review",
          "orchestrate LLM tools",
          "prototype autonomous workflows"
        ],
        "not_good_for": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product"
        ],
        "alternatives": [
          {
            "project_id": "unslothai/unsloth",
            "reason": "Same agent framework intent with workflow overlap."
          },
          {
            "project_id": "charmbracelet/crush",
            "reason": "Same agent framework intent with workflow overlap."
          },
          {
            "project_id": "CopilotKit/CopilotKit",
            "reason": "Same agent framework intent with workflow overlap."
          }
        ],
        "summary_for_agent": "Use alibaba/open-code-review when the user needs an agent framework project with library-only, local, cloud deployment options.",
        "classification": {
          "category": {
            "confidence": "medium",
            "evidence": [
              "Matched \"agent\" in metadata."
            ]
          },
          "deployment": {
            "confidence": "high",
            "evidence": [
              "Matched \"npm install\" in repository content.",
              "Local usage is assumed for open source repositories unless contradicted."
            ]
          },
          "difficulty": {
            "confidence": "medium",
            "evidence": [
              "No strong beginner or advanced signal found; defaulting to intermediate."
            ]
          },
          "cloudflare_ready": {
            "confidence": "high",
            "evidence": [
              "No Cloudflare deployment signal detected.",
              "No wrangler.toml found in inspected repository files."
            ]
          }
        },
        "schema_version": "v1",
        "generated_at": "2026-08-13T05:30:24.307Z"
      },
      "metrics": {
        "project_id": "alibaba/open-code-review",
        "stars_30d_delta": 10080,
        "commits_30d": 100,
        "releases_180d": 100,
        "contributors_90d": 100,
        "issue_first_response_median_hours": null,
        "recent_push_days": 0,
        "git_score": 84,
        "maintenance_score": 76,
        "signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 34,
          "commits_30d": "partial",
          "releases_180d": "partial",
          "contributors_90d": "partial"
        },
        "calculated_at": "2026-08-13T05:30:24.307Z"
      }
    }
  ],
  "metadata": {
    "source": "d1",
    "reason": "d1_query",
    "project_count": 1067,
    "generated_at": "2026-08-13T09:30:54.221Z",
    "snapshot_id": "d1:1067:2026-08-13T09:00:43.118Z",
    "latest_synced_at": "2026-08-13T09:00:43.118Z",
    "schema_version": "git-top.knowledge.v1",
    "loaded_project_limit": 2000,
    "truncated": false
  }
}