{
  "query": {
    "category": "ai_app_template"
  },
  "recommendations": [
    {
      "project_id": "open-webui/open-webui",
      "repo": "open-webui/open-webui",
      "name": "open-webui",
      "github_url": "https://github.com/open-webui/open-webui",
      "homepage_url": "https://openwebui.com",
      "language": "Python",
      "license": "NOASSERTION",
      "project_kind": "project",
      "category": [
        "ai_app_template"
      ],
      "tags": [
        "ai",
        "llm",
        "llm-ui",
        "llm-webui",
        "llms",
        "mcp",
        "ollama",
        "ollama-webui",
        "open-webui",
        "openai",
        "openapi",
        "rag",
        "self-hosted",
        "ui",
        "webui"
      ],
      "description": "User-friendly AI Interface (Supports Ollama, OpenAI API, ...)",
      "overview": "Use open-webui/open-webui when the user needs an ai app template project with docker, kubernetes, library-only deployment options.",
      "alternatives": [
        {
          "repo": "lobehub/lobehub",
          "reason": "Same ai app template intent with mcp overlap."
        },
        {
          "repo": "CopilotKit/aimock",
          "reason": "Same ai app template intent with mcp overlap."
        },
        {
          "repo": "vstorm-co/full-stack-ai-agent-template",
          "reason": "Same ai app template intent with rag overlap."
        }
      ],
      "related": [],
      "dependencies": [
        "MCP",
        "Vector database",
        "LLM provider"
      ],
      "deployments": [
        "docker",
        "kubernetes",
        "library_only",
        "local",
        "cloud"
      ],
      "difficulty": "intermediate",
      "cloudflare_ready": false,
      "use_cases": [
        "bootstrap an AI app",
        "start a production-ready template",
        "learn app architecture patterns"
      ],
      "not_good_for": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product"
      ],
      "classification": {
        "category": {
          "confidence": "high",
          "evidence": [
            "Manual product trust override: Open WebUI is a user-facing AI interface/application platform, not an MCP server."
          ]
        },
        "deployment": {
          "confidence": "high",
          "evidence": [
            "Found Docker configuration file.",
            "Matched \"kubernetes\" in repository content.",
            "Matched \"pip install\" in repository content.",
            "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, cuda, gpu, postgres.",
            "No Cloudflare deployment signal detected.",
            "No wrangler.toml found in inspected repository files."
          ]
        }
      },
      "quality_signals": {
        "stars": 148821,
        "recent_commits": 100,
        "contributors": 100,
        "issue_response_time_hours": null,
        "release_frequency_180d": 21
      },
      "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": 92,
      "score": 44,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 76,
        "deployment": 100,
        "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 open-webui/open-webui when the user needs an ai app template project with docker, kubernetes, library-only deployment options.",
        "purpose": "Use open-webui/open-webui when the user needs an ai app template project with docker, kubernetes, library-only deployment options.",
        "install": "Run with Docker using the repository's container instructions.",
        "inputs": [
          "starter config",
          "app requirements"
        ],
        "outputs": [
          "project scaffold",
          "starter app",
          "template structure"
        ],
        "good_for": [
          "bootstrap an AI app",
          "start a production-ready template",
          "learn app architecture patterns",
          "new AI applications",
          "starter projects",
          "reference implementations"
        ],
        "not_good_for": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product",
          "drop-in libraries",
          "runtime infrastructure"
        ],
        "deployment": [
          "docker",
          "kubernetes",
          "library_only",
          "local",
          "cloud"
        ],
        "alternatives": [
          {
            "repo": "lobehub/lobehub",
            "reason": "Same ai app template intent with mcp overlap."
          },
          {
            "repo": "CopilotKit/aimock",
            "reason": "Same ai app template intent with mcp overlap."
          },
          {
            "repo": "vstorm-co/full-stack-ai-agent-template",
            "reason": "Same ai app template intent with rag overlap."
          }
        ]
      },
      "evidence": {
        "classification": {
          "category": {
            "confidence": "high",
            "evidence": [
              "Manual product trust override: Open WebUI is a user-facing AI interface/application platform, not an MCP server."
            ]
          },
          "deployment": {
            "confidence": "high",
            "evidence": [
              "Found Docker configuration file.",
              "Matched \"kubernetes\" in repository content.",
              "Matched \"pip install\" in repository content.",
              "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, cuda, gpu, postgres.",
              "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 open-webui/open-webui when the user needs an ai app template project with docker, kubernetes, library-only deployment options.",
          "It is classified as ai_app_template.",
          "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": "ai_app_template"
        },
        "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": "2026-08-15T10:00:19.962Z"
      },
      "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": "2026-08-15T10:00:19.962Z",
      "reason": "Use open-webui/open-webui when the user needs an ai app template project with docker, kubernetes, library-only deployment options. It is classified as ai_app_template. Ranking signals: community 84/100, maintenance 76/100.",
      "reasons": [
        "Use open-webui/open-webui when the user needs an ai app template project with docker, kubernetes, library-only deployment options.",
        "It is classified as ai_app_template.",
        "Ranking signals: community 84/100, maintenance 76/100."
      ],
      "decision_summary": "open-webui/open-webui is an exploration candidate: recommendation score 44/100 with matched constraints, but quality and maturity signals need review.",
      "fit_profile": {
        "primary_fit": "Ranked within ai_app_template using quality and readiness signals.",
        "deployment_fit": "Supports docker, kubernetes, library_only 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/open-webui/open-webui to verify license, language, classification evidence, and quality signal confidence.",
        "Inspect /graph/open-webui/open-webui 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/open-webui/open-webui 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/open-webui/open-webui",
          "kind": "project"
        },
        {
          "label": "Inspect graph",
          "href": "/graph/open-webui/open-webui",
          "kind": "graph"
        },
        {
          "label": "Find alternatives",
          "href": "/alternatives/open-webui/open-webui",
          "kind": "alternatives"
        },
        {
          "label": "Explain score",
          "href": "/score/open-webui/open-webui",
          "kind": "score"
        },
        {
          "label": "Compare shortlist",
          "href": "/compare/open-webui/open-webui",
          "kind": "compare"
        }
      ],
      "matched_constraints": {
        "category": "ai_app_template"
      },
      "unmatched_constraints": {},
      "ranking_signals": {
        "use_case_match": 20,
        "community": 84,
        "maintenance": 76,
        "readiness": 0,
        "license_fit": 0
      },
      "confidence": "low",
      "project": {
        "id": "open-webui/open-webui",
        "owner": "open-webui",
        "name": "open-webui",
        "full_name": "open-webui/open-webui",
        "github_url": "https://github.com/open-webui/open-webui",
        "homepage_url": "https://openwebui.com",
        "description": "User-friendly AI Interface (Supports Ollama, OpenAI API, ...)",
        "language": "Python",
        "topics": [
          "ai",
          "llm",
          "llm-ui",
          "llm-webui",
          "llms",
          "mcp",
          "ollama",
          "ollama-webui",
          "open-webui",
          "openai",
          "openapi",
          "rag",
          "self-hosted",
          "ui",
          "webui"
        ],
        "license": "NOASSERTION",
        "stars": 148821,
        "forks": 21667,
        "open_issues": 390,
        "default_branch": "main",
        "created_at": "2023-10-06T22:08:27Z",
        "updated_at": "2026-08-15T09:58:29Z",
        "pushed_at": "2026-08-15T07:10:16Z",
        "synced_at": "2026-08-15T10:00:19.962Z"
      },
      "agent_card": {
        "project_id": "open-webui/open-webui",
        "project_kind": "project",
        "category": "ai_app_template",
        "difficulty": "intermediate",
        "deployment": [
          "docker",
          "kubernetes",
          "library_only",
          "local",
          "cloud"
        ],
        "cloudflare_ready": false,
        "use_cases": [
          "bootstrap an AI app",
          "start a production-ready template",
          "learn app architecture patterns"
        ],
        "not_good_for": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product"
        ],
        "alternatives": [
          {
            "project_id": "lobehub/lobehub",
            "reason": "Same ai app template intent with mcp overlap."
          },
          {
            "project_id": "CopilotKit/aimock",
            "reason": "Same ai app template intent with mcp overlap."
          },
          {
            "project_id": "vstorm-co/full-stack-ai-agent-template",
            "reason": "Same ai app template intent with rag overlap."
          }
        ],
        "summary_for_agent": "Use open-webui/open-webui when the user needs an ai app template project with docker, kubernetes, library-only deployment options.",
        "classification": {
          "category": {
            "confidence": "high",
            "evidence": [
              "Manual product trust override: Open WebUI is a user-facing AI interface/application platform, not an MCP server."
            ]
          },
          "deployment": {
            "confidence": "high",
            "evidence": [
              "Found Docker configuration file.",
              "Matched \"kubernetes\" in repository content.",
              "Matched \"pip install\" in repository content.",
              "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, cuda, gpu, postgres.",
              "No Cloudflare deployment signal detected.",
              "No wrangler.toml found in inspected repository files."
            ]
          }
        },
        "schema_version": "v1",
        "generated_at": "2026-08-15T10:00:19.962Z"
      },
      "metrics": {
        "project_id": "open-webui/open-webui",
        "stars_30d_delta": 3271,
        "commits_30d": 100,
        "releases_180d": 21,
        "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": "2026-08-15T10:00:19.962Z"
      }
    },
    {
      "project_id": "lobehub/lobehub",
      "repo": "lobehub/lobehub",
      "name": "lobehub",
      "github_url": "https://github.com/lobehub/lobehub",
      "homepage_url": "https://lobehub.com",
      "language": "TypeScript",
      "license": "NOASSERTION",
      "project_kind": "project",
      "category": [
        "ai_app_template"
      ],
      "tags": [
        "agent",
        "agent-collaboration",
        "agent-harness",
        "ai",
        "cao",
        "chatgpt",
        "chief-agent-operator",
        "claude",
        "deepseek",
        "fable",
        "gemini",
        "glm",
        "gpt",
        "knowledge-base",
        "loop-engineering",
        "mcp",
        "openai",
        "skills"
      ],
      "description": "🤯 LobeHub is your Chief Agent Operator, organizing your agents into 7×24 operations by hiring, scheduling, and reporting on your entire AI team.",
      "overview": "Use lobehub/lobehub when the user needs an ai app template project with docker, vercel, serverless deployment options.",
      "alternatives": [
        {
          "repo": "open-webui/open-webui",
          "reason": "Same ai app template intent with mcp overlap."
        },
        {
          "repo": "CopilotKit/aimock",
          "reason": "Same ai app template intent with mcp overlap."
        },
        {
          "repo": "songquanpeng/one-api",
          "reason": "Similar ai app template with docker/serverless deployment overlap."
        }
      ],
      "related": [],
      "dependencies": [
        "MCP",
        "LLM provider"
      ],
      "deployments": [
        "docker",
        "vercel",
        "serverless",
        "library_only",
        "local"
      ],
      "difficulty": "intermediate",
      "cloudflare_ready": false,
      "use_cases": [
        "bootstrap an AI app",
        "start a production-ready template",
        "learn app architecture patterns"
      ],
      "not_good_for": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product"
      ],
      "classification": {
        "category": {
          "confidence": "high",
          "evidence": [
            "Manual product trust override: LobeHub is an AI agent application/interface platform, not an MCP server."
          ]
        },
        "deployment": {
          "confidence": "high",
          "evidence": [
            "Found Docker configuration file.",
            "Matched \"vercel\" in repository content.",
            "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": [
            "No Cloudflare deployment signal detected.",
            "No wrangler.toml found in inspected repository files."
          ]
        }
      },
      "quality_signals": {
        "stars": 81690,
        "recent_commits": 100,
        "contributors": 100,
        "issue_response_time_hours": null,
        "release_frequency_180d": 100
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 33,
        "commits_30d": "partial",
        "releases_180d": "partial",
        "contributors_90d": "partial"
      },
      "quality_score": 84,
      "agent_score": 92,
      "score": 44,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 76,
        "deployment": 100,
        "popularity": 98,
        "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 lobehub/lobehub when the user needs an ai app template project with docker, vercel, serverless deployment options.",
        "purpose": "Use lobehub/lobehub when the user needs an ai app template project with docker, vercel, serverless deployment options.",
        "install": "Run with Docker using the repository's container instructions.",
        "inputs": [
          "starter config",
          "app requirements"
        ],
        "outputs": [
          "project scaffold",
          "starter app",
          "template structure"
        ],
        "good_for": [
          "bootstrap an AI app",
          "start a production-ready template",
          "learn app architecture patterns",
          "new AI applications",
          "starter projects",
          "reference implementations"
        ],
        "not_good_for": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product",
          "drop-in libraries",
          "runtime infrastructure"
        ],
        "deployment": [
          "docker",
          "vercel",
          "serverless",
          "library_only",
          "local"
        ],
        "alternatives": [
          {
            "repo": "open-webui/open-webui",
            "reason": "Same ai app template intent with mcp overlap."
          },
          {
            "repo": "CopilotKit/aimock",
            "reason": "Same ai app template intent with mcp overlap."
          },
          {
            "repo": "songquanpeng/one-api",
            "reason": "Similar ai app template with docker/serverless deployment overlap."
          }
        ]
      },
      "evidence": {
        "classification": {
          "category": {
            "confidence": "high",
            "evidence": [
              "Manual product trust override: LobeHub is an AI agent application/interface platform, not an MCP server."
            ]
          },
          "deployment": {
            "confidence": "high",
            "evidence": [
              "Found Docker configuration file.",
              "Matched \"vercel\" in repository content.",
              "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": [
              "No Cloudflare deployment signal detected.",
              "No wrangler.toml found in inspected repository files."
            ]
          }
        },
        "quality_signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 33,
          "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 lobehub/lobehub when the user needs an ai app template project with docker, vercel, serverless deployment options.",
          "It is classified as ai_app_template.",
          "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": "ai_app_template"
        },
        "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": "2026-08-14T17:15:18.714Z"
      },
      "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": "2026-08-14T17:15:18.714Z",
      "reason": "Use lobehub/lobehub when the user needs an ai app template project with docker, vercel, serverless deployment options. It is classified as ai_app_template. Ranking signals: community 84/100, maintenance 76/100.",
      "reasons": [
        "Use lobehub/lobehub when the user needs an ai app template project with docker, vercel, serverless deployment options.",
        "It is classified as ai_app_template.",
        "Ranking signals: community 84/100, maintenance 76/100."
      ],
      "decision_summary": "lobehub/lobehub is an exploration candidate: recommendation score 44/100 with matched constraints, but quality and maturity signals need review.",
      "fit_profile": {
        "primary_fit": "Ranked within ai_app_template using quality and readiness signals.",
        "deployment_fit": "Supports docker, vercel, serverless 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/lobehub/lobehub to verify license, language, classification evidence, and quality signal confidence.",
        "Inspect /graph/lobehub/lobehub 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/lobehub/lobehub 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/lobehub/lobehub",
          "kind": "project"
        },
        {
          "label": "Inspect graph",
          "href": "/graph/lobehub/lobehub",
          "kind": "graph"
        },
        {
          "label": "Find alternatives",
          "href": "/alternatives/lobehub/lobehub",
          "kind": "alternatives"
        },
        {
          "label": "Explain score",
          "href": "/score/lobehub/lobehub",
          "kind": "score"
        },
        {
          "label": "Compare shortlist",
          "href": "/compare/lobehub/lobehub",
          "kind": "compare"
        }
      ],
      "matched_constraints": {
        "category": "ai_app_template"
      },
      "unmatched_constraints": {},
      "ranking_signals": {
        "use_case_match": 20,
        "community": 84,
        "maintenance": 76,
        "readiness": 0,
        "license_fit": 0
      },
      "confidence": "low",
      "project": {
        "id": "lobehub/lobehub",
        "owner": "lobehub",
        "name": "lobehub",
        "full_name": "lobehub/lobehub",
        "github_url": "https://github.com/lobehub/lobehub",
        "homepage_url": "https://lobehub.com",
        "description": "🤯 LobeHub is your Chief Agent Operator, organizing your agents into 7×24 operations by hiring, scheduling, and reporting on your entire AI team.",
        "language": "TypeScript",
        "topics": [
          "agent",
          "agent-collaboration",
          "agent-harness",
          "ai",
          "cao",
          "chatgpt",
          "chief-agent-operator",
          "claude",
          "deepseek",
          "fable",
          "gemini",
          "glm",
          "gpt",
          "knowledge-base",
          "loop-engineering",
          "mcp",
          "openai",
          "skills"
        ],
        "license": "NOASSERTION",
        "stars": 81690,
        "forks": 15808,
        "open_issues": 739,
        "default_branch": "canary",
        "created_at": "2023-05-21T07:19:12Z",
        "updated_at": "2026-08-14T16:43:51Z",
        "pushed_at": "2026-08-14T16:52:23Z",
        "synced_at": "2026-08-14T17:15:18.714Z"
      },
      "agent_card": {
        "project_id": "lobehub/lobehub",
        "project_kind": "project",
        "category": "ai_app_template",
        "difficulty": "intermediate",
        "deployment": [
          "docker",
          "vercel",
          "serverless",
          "library_only",
          "local"
        ],
        "cloudflare_ready": false,
        "use_cases": [
          "bootstrap an AI app",
          "start a production-ready template",
          "learn app architecture patterns"
        ],
        "not_good_for": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product"
        ],
        "alternatives": [
          {
            "project_id": "open-webui/open-webui",
            "reason": "Same ai app template intent with mcp overlap."
          },
          {
            "project_id": "CopilotKit/aimock",
            "reason": "Same ai app template intent with mcp overlap."
          },
          {
            "project_id": "songquanpeng/one-api",
            "reason": "Similar ai app template with docker/serverless deployment overlap."
          }
        ],
        "summary_for_agent": "Use lobehub/lobehub when the user needs an ai app template project with docker, vercel, serverless deployment options.",
        "classification": {
          "category": {
            "confidence": "high",
            "evidence": [
              "Manual product trust override: LobeHub is an AI agent application/interface platform, not an MCP server."
            ]
          },
          "deployment": {
            "confidence": "high",
            "evidence": [
              "Found Docker configuration file.",
              "Matched \"vercel\" in repository content.",
              "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": [
              "No Cloudflare deployment signal detected.",
              "No wrangler.toml found in inspected repository files."
            ]
          }
        },
        "schema_version": "v1",
        "generated_at": "2026-08-14T17:15:18.714Z"
      },
      "metrics": {
        "project_id": "lobehub/lobehub",
        "stars_30d_delta": 1931,
        "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": 33,
          "commits_30d": "partial",
          "releases_180d": "partial",
          "contributors_90d": "partial"
        },
        "calculated_at": "2026-08-14T17:15:18.714Z"
      }
    },
    {
      "project_id": "MervinPraison/PraisonAI",
      "repo": "MervinPraison/PraisonAI",
      "name": "PraisonAI",
      "github_url": "https://github.com/MervinPraison/PraisonAI",
      "homepage_url": "https://praison.ai/docs",
      "language": "Python",
      "license": "MIT",
      "project_kind": "project",
      "category": [
        "ai_app_template"
      ],
      "tags": [
        "agents",
        "ai",
        "ai-agent-framework",
        "ai-agent-sdk",
        "ai-agents",
        "ai-agents-framework",
        "ai-agents-sdk",
        "ai-framwork",
        "aiagent",
        "aiagentframework",
        "aiagents",
        "aiagentsframework",
        "framework",
        "hermes",
        "hermes-agent",
        "multi-agent",
        "multi-agent-system",
        "multi-agents",
        "multi-ai-agents",
        "openclaw"
      ],
      "description": "PraisonAI 🦞 — Hire a 24/7 AI Workforce. Stop writing boilerplate and start shipping autonomous self-improving agents that research, plan, code, and execute tasks. Deployed in 5 lines of code with built-in memory, RAG, and support for 100+ LLMs.",
      "overview": "Use MervinPraison/PraisonAI when the user needs an ai app template project with docker, library-only, local deployment options.",
      "alternatives": [
        {
          "repo": "open-webui/open-webui",
          "reason": "Same ai app template intent with rag overlap."
        },
        {
          "repo": "vstorm-co/full-stack-ai-agent-template",
          "reason": "Same ai app template intent with rag overlap."
        },
        {
          "repo": "e2b-dev/fragments",
          "reason": "Same ai app template intent with rag overlap."
        }
      ],
      "related": [],
      "dependencies": [
        "Vector database",
        "LLM provider"
      ],
      "deployments": [
        "docker",
        "library_only",
        "local",
        "cloud"
      ],
      "difficulty": "beginner",
      "cloudflare_ready": false,
      "use_cases": [
        "bootstrap an AI app",
        "start a production-ready template",
        "learn app architecture patterns"
      ],
      "not_good_for": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product"
      ],
      "classification": {
        "category": {
          "confidence": "medium",
          "evidence": [
            "Matched \"boilerplate\" in metadata."
          ]
        },
        "deployment": {
          "confidence": "high",
          "evidence": [
            "Matched \"pip install\" in repository content.",
            "Matched \"npm 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, postgres.",
            "No Cloudflare deployment signal detected.",
            "No wrangler.toml found in inspected repository files."
          ]
        }
      },
      "quality_signals": {
        "stars": 8804,
        "recent_commits": 100,
        "contributors": 57,
        "issue_response_time_hours": null,
        "release_frequency_180d": 100
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 40,
        "commits_30d": "partial",
        "releases_180d": "partial",
        "contributors_90d": "complete"
      },
      "quality_score": 52,
      "agent_score": 85,
      "score": 35,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 70,
        "deployment": 90,
        "popularity": 79,
        "community": 100
      },
      "git_top_score": 95,
      "git_top_score_breakdown": {
        "community": 100,
        "maintenance": 80,
        "documentation": 92,
        "stability": 100,
        "adoption": 100,
        "agent_readability": 100
      },
      "summary": {
        "tl_dr": "Use MervinPraison/PraisonAI when the user needs an ai app template project with docker, library-only, local deployment options.",
        "purpose": "Use MervinPraison/PraisonAI when the user needs an ai app template project with docker, library-only, local deployment options.",
        "install": "Run with Docker using the repository's container instructions.",
        "inputs": [
          "starter config",
          "app requirements"
        ],
        "outputs": [
          "project scaffold",
          "starter app",
          "template structure"
        ],
        "good_for": [
          "bootstrap an AI app",
          "start a production-ready template",
          "learn app architecture patterns",
          "new AI applications",
          "starter projects",
          "reference implementations"
        ],
        "not_good_for": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product",
          "drop-in libraries",
          "runtime infrastructure"
        ],
        "deployment": [
          "docker",
          "library_only",
          "local",
          "cloud"
        ],
        "alternatives": [
          {
            "repo": "open-webui/open-webui",
            "reason": "Same ai app template intent with rag overlap."
          },
          {
            "repo": "vstorm-co/full-stack-ai-agent-template",
            "reason": "Same ai app template intent with rag overlap."
          },
          {
            "repo": "e2b-dev/fragments",
            "reason": "Same ai app template intent with rag overlap."
          }
        ]
      },
      "evidence": {
        "classification": {
          "category": {
            "confidence": "medium",
            "evidence": [
              "Matched \"boilerplate\" in metadata."
            ]
          },
          "deployment": {
            "confidence": "high",
            "evidence": [
              "Matched \"pip install\" in repository content.",
              "Matched \"npm 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, postgres.",
              "No Cloudflare deployment signal detected.",
              "No wrangler.toml found in inspected repository files."
            ]
          }
        },
        "quality_signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 40,
          "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.",
          "users expecting a complete hosted product"
        ],
        "recommendation_reasons": [
          "Use MervinPraison/PraisonAI when the user needs an ai app template project with docker, library-only, local deployment options.",
          "It is classified as ai_app_template.",
          "Ranking signals: community 52/100, maintenance 70/100."
        ],
        "ranking_signals": {
          "use_case_match": 20,
          "community": 52,
          "maintenance": 70,
          "readiness": 0,
          "license_fit": 0
        },
        "matched_constraints": {
          "category": "ai_app_template"
        },
        "unmatched_constraints": {},
        "confidence_reason": "Low confidence because the recommendation score is 35/100, 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": "2026-08-10T13:45:31.075Z"
      },
      "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.",
        "users expecting a complete hosted product"
      ],
      "confidence_reason": "Low confidence because the recommendation score is 35/100, 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": "2026-08-10T13:45:31.075Z",
      "reason": "Use MervinPraison/PraisonAI when the user needs an ai app template project with docker, library-only, local deployment options. It is classified as ai_app_template. Ranking signals: community 52/100, maintenance 70/100.",
      "reasons": [
        "Use MervinPraison/PraisonAI when the user needs an ai app template project with docker, library-only, local deployment options.",
        "It is classified as ai_app_template.",
        "Ranking signals: community 52/100, maintenance 70/100."
      ],
      "decision_summary": "MervinPraison/PraisonAI is an exploration candidate: recommendation score 35/100 with matched constraints, but quality and maturity signals need review.",
      "fit_profile": {
        "primary_fit": "Ranked within ai_app_template using quality and readiness signals.",
        "deployment_fit": "Supports docker, library_only, local deployment paths.",
        "maturity": "Moderate maturity signal; maintenance is acceptable but compare community adoption.",
        "agent_readiness": "Agent-readable summary and use cases are available."
      },
      "adoption_plan": [
        "Open /projects/MervinPraison/PraisonAI to verify license, language, classification evidence, and quality signal confidence.",
        "Inspect /graph/MervinPraison/PraisonAI 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/MervinPraison/PraisonAI 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/MervinPraison/PraisonAI",
          "kind": "project"
        },
        {
          "label": "Inspect graph",
          "href": "/graph/MervinPraison/PraisonAI",
          "kind": "graph"
        },
        {
          "label": "Find alternatives",
          "href": "/alternatives/MervinPraison/PraisonAI",
          "kind": "alternatives"
        },
        {
          "label": "Explain score",
          "href": "/score/MervinPraison/PraisonAI",
          "kind": "score"
        },
        {
          "label": "Compare shortlist",
          "href": "/compare/MervinPraison/PraisonAI",
          "kind": "compare"
        }
      ],
      "matched_constraints": {
        "category": "ai_app_template"
      },
      "unmatched_constraints": {},
      "ranking_signals": {
        "use_case_match": 20,
        "community": 52,
        "maintenance": 70,
        "readiness": 0,
        "license_fit": 0
      },
      "confidence": "low",
      "project": {
        "id": "MervinPraison/PraisonAI",
        "owner": "MervinPraison",
        "name": "PraisonAI",
        "full_name": "MervinPraison/PraisonAI",
        "github_url": "https://github.com/MervinPraison/PraisonAI",
        "homepage_url": "https://praison.ai/docs",
        "description": "PraisonAI 🦞 — Hire a 24/7 AI Workforce. Stop writing boilerplate and start shipping autonomous self-improving agents that research, plan, code, and execute tasks. Deployed in 5 lines of code with built-in memory, RAG, and support for 100+ LLMs.",
        "language": "Python",
        "topics": [
          "agents",
          "ai",
          "ai-agent-framework",
          "ai-agent-sdk",
          "ai-agents",
          "ai-agents-framework",
          "ai-agents-sdk",
          "ai-framwork",
          "aiagent",
          "aiagentframework",
          "aiagents",
          "aiagentsframework",
          "framework",
          "hermes",
          "hermes-agent",
          "multi-agent",
          "multi-agent-system",
          "multi-agents",
          "multi-ai-agents",
          "openclaw"
        ],
        "license": "MIT",
        "stars": 8804,
        "forks": 1378,
        "open_issues": 92,
        "default_branch": "main",
        "created_at": "2024-03-19T16:45:25Z",
        "updated_at": "2026-08-10T13:39:07Z",
        "pushed_at": "2026-08-10T10:37:21Z",
        "synced_at": "2026-08-10T13:45:31.075Z"
      },
      "agent_card": {
        "project_id": "MervinPraison/PraisonAI",
        "project_kind": "project",
        "category": "ai_app_template",
        "difficulty": "beginner",
        "deployment": [
          "docker",
          "library_only",
          "local",
          "cloud"
        ],
        "cloudflare_ready": false,
        "use_cases": [
          "bootstrap an AI app",
          "start a production-ready template",
          "learn app architecture patterns"
        ],
        "not_good_for": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product"
        ],
        "alternatives": [
          {
            "project_id": "open-webui/open-webui",
            "reason": "Same ai app template intent with rag overlap."
          },
          {
            "project_id": "vstorm-co/full-stack-ai-agent-template",
            "reason": "Same ai app template intent with rag overlap."
          },
          {
            "project_id": "e2b-dev/fragments",
            "reason": "Same ai app template intent with rag overlap."
          }
        ],
        "summary_for_agent": "Use MervinPraison/PraisonAI when the user needs an ai app template project with docker, library-only, local deployment options.",
        "classification": {
          "category": {
            "confidence": "medium",
            "evidence": [
              "Matched \"boilerplate\" in metadata."
            ]
          },
          "deployment": {
            "confidence": "high",
            "evidence": [
              "Matched \"pip install\" in repository content.",
              "Matched \"npm 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, postgres.",
              "No Cloudflare deployment signal detected.",
              "No wrangler.toml found in inspected repository files."
            ]
          }
        },
        "schema_version": "v1",
        "generated_at": "2026-08-10T13:45:31.075Z"
      },
      "metrics": {
        "project_id": "MervinPraison/PraisonAI",
        "stars_30d_delta": 471,
        "commits_30d": 100,
        "releases_180d": 100,
        "contributors_90d": 57,
        "issue_first_response_median_hours": null,
        "recent_push_days": 0,
        "git_score": 52,
        "maintenance_score": 70,
        "signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 40,
          "commits_30d": "partial",
          "releases_180d": "partial",
          "contributors_90d": "complete"
        },
        "calculated_at": "2026-08-10T13:45:31.075Z"
      }
    },
    {
      "project_id": "streamlit/streamlit",
      "repo": "streamlit/streamlit",
      "name": "streamlit",
      "github_url": "https://github.com/streamlit/streamlit",
      "homepage_url": "https://streamlit.io",
      "language": "Python",
      "license": "Apache-2.0",
      "project_kind": "project",
      "category": [
        "ai_app_template"
      ],
      "tags": [
        "data-analysis",
        "data-science",
        "data-visualization",
        "deep-learning",
        "developer-tools",
        "machine-learning",
        "python",
        "streamlit"
      ],
      "description": "Streamlit — A faster way to build and share data apps.",
      "overview": "Use streamlit/streamlit when the user needs an ai app template project with library-only, local, cloud deployment options.",
      "alternatives": [
        {
          "repo": "open-webui/open-webui",
          "reason": "Similar ai app template with library_only/local deployment overlap."
        },
        {
          "repo": "microsoft/genaiops-promptflow-template",
          "reason": "Similar ai app template with library_only/local deployment overlap."
        },
        {
          "repo": "mozilla-ai/otari",
          "reason": "Similar ai app template with library_only/local deployment overlap."
        }
      ],
      "related": [],
      "dependencies": [],
      "deployments": [
        "library_only",
        "local",
        "cloud"
      ],
      "difficulty": "intermediate",
      "cloudflare_ready": false,
      "use_cases": [
        "bootstrap an AI app",
        "start a production-ready template",
        "learn app architecture patterns"
      ],
      "not_good_for": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product"
      ],
      "classification": {
        "category": {
          "confidence": "medium",
          "evidence": [
            "Matched \"template\" in repository content."
          ]
        },
        "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": 45548,
        "recent_commits": 100,
        "contributors": 100,
        "issue_response_time_hours": null,
        "release_frequency_180d": 10
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 30,
        "commits_30d": "partial",
        "releases_180d": "complete",
        "contributors_90d": "partial"
      },
      "quality_score": 49,
      "agent_score": 86,
      "score": 35,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 72,
        "deployment": 80,
        "popularity": 93,
        "community": 100
      },
      "git_top_score": 92,
      "git_top_score_breakdown": {
        "community": 100,
        "maintenance": 81,
        "documentation": 92,
        "stability": 90,
        "adoption": 100,
        "agent_readability": 90
      },
      "summary": {
        "tl_dr": "Use streamlit/streamlit when the user needs an ai app template project with library-only, local, cloud deployment options.",
        "purpose": "Use streamlit/streamlit when the user needs an ai app template project with library-only, local, cloud deployment options.",
        "install": "Install as a library or package using the repository instructions.",
        "inputs": [
          "starter config",
          "app requirements"
        ],
        "outputs": [
          "project scaffold",
          "starter app",
          "template structure"
        ],
        "good_for": [
          "bootstrap an AI app",
          "start a production-ready template",
          "learn app architecture patterns",
          "new AI applications",
          "starter projects",
          "reference implementations"
        ],
        "not_good_for": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product",
          "drop-in libraries",
          "runtime infrastructure"
        ],
        "deployment": [
          "library_only",
          "local",
          "cloud"
        ],
        "alternatives": [
          {
            "repo": "open-webui/open-webui",
            "reason": "Similar ai app template with library_only/local deployment overlap."
          },
          {
            "repo": "microsoft/genaiops-promptflow-template",
            "reason": "Similar ai app template with library_only/local deployment overlap."
          },
          {
            "repo": "mozilla-ai/otari",
            "reason": "Similar ai app template with library_only/local deployment overlap."
          }
        ]
      },
      "evidence": {
        "classification": {
          "category": {
            "confidence": "medium",
            "evidence": [
              "Matched \"template\" in repository content."
            ]
          },
          "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 streamlit/streamlit when the user needs an ai app template project with library-only, local, cloud deployment options.",
          "It is classified as ai_app_template.",
          "Ranking signals: community 49/100, maintenance 72/100."
        ],
        "ranking_signals": {
          "use_case_match": 20,
          "community": 49,
          "maintenance": 72,
          "readiness": 0,
          "license_fit": 0
        },
        "matched_constraints": {
          "category": "ai_app_template"
        },
        "unmatched_constraints": {},
        "confidence_reason": "Low confidence because the recommendation score is 35/100, 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": "2026-08-15T06:00:17.760Z"
      },
      "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 35/100, 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": "2026-08-15T06:00:17.760Z",
      "reason": "Use streamlit/streamlit when the user needs an ai app template project with library-only, local, cloud deployment options. It is classified as ai_app_template. Ranking signals: community 49/100, maintenance 72/100.",
      "reasons": [
        "Use streamlit/streamlit when the user needs an ai app template project with library-only, local, cloud deployment options.",
        "It is classified as ai_app_template.",
        "Ranking signals: community 49/100, maintenance 72/100."
      ],
      "decision_summary": "streamlit/streamlit is an exploration candidate: recommendation score 35/100 with matched constraints, but quality and maturity signals need review.",
      "fit_profile": {
        "primary_fit": "Ranked within ai_app_template using quality and readiness signals.",
        "deployment_fit": "Supports library_only, local, cloud deployment paths.",
        "maturity": "Moderate maturity signal; maintenance is acceptable but compare community adoption.",
        "agent_readiness": "Agent-readable summary and use cases are available."
      },
      "adoption_plan": [
        "Open /projects/streamlit/streamlit to verify license, language, classification evidence, and quality signal confidence.",
        "Inspect /graph/streamlit/streamlit 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/streamlit/streamlit 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/streamlit/streamlit",
          "kind": "project"
        },
        {
          "label": "Inspect graph",
          "href": "/graph/streamlit/streamlit",
          "kind": "graph"
        },
        {
          "label": "Find alternatives",
          "href": "/alternatives/streamlit/streamlit",
          "kind": "alternatives"
        },
        {
          "label": "Explain score",
          "href": "/score/streamlit/streamlit",
          "kind": "score"
        },
        {
          "label": "Compare shortlist",
          "href": "/compare/streamlit/streamlit",
          "kind": "compare"
        }
      ],
      "matched_constraints": {
        "category": "ai_app_template"
      },
      "unmatched_constraints": {},
      "ranking_signals": {
        "use_case_match": 20,
        "community": 49,
        "maintenance": 72,
        "readiness": 0,
        "license_fit": 0
      },
      "confidence": "low",
      "project": {
        "id": "streamlit/streamlit",
        "owner": "streamlit",
        "name": "streamlit",
        "full_name": "streamlit/streamlit",
        "github_url": "https://github.com/streamlit/streamlit",
        "homepage_url": "https://streamlit.io",
        "description": "Streamlit — A faster way to build and share data apps.",
        "language": "Python",
        "topics": [
          "data-analysis",
          "data-science",
          "data-visualization",
          "deep-learning",
          "developer-tools",
          "machine-learning",
          "python",
          "streamlit"
        ],
        "license": "Apache-2.0",
        "stars": 45548,
        "forks": 4362,
        "open_issues": 1208,
        "default_branch": "develop",
        "created_at": "2019-08-24T00:14:52Z",
        "updated_at": "2026-08-14T23:15:01Z",
        "pushed_at": "2026-08-15T04:42:10Z",
        "synced_at": "2026-08-15T06:00:17.760Z"
      },
      "agent_card": {
        "project_id": "streamlit/streamlit",
        "project_kind": "project",
        "category": "ai_app_template",
        "difficulty": "intermediate",
        "deployment": [
          "library_only",
          "local",
          "cloud"
        ],
        "cloudflare_ready": false,
        "use_cases": [
          "bootstrap an AI app",
          "start a production-ready template",
          "learn app architecture patterns"
        ],
        "not_good_for": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product"
        ],
        "alternatives": [
          {
            "project_id": "open-webui/open-webui",
            "reason": "Similar ai app template with library_only/local deployment overlap."
          },
          {
            "project_id": "microsoft/genaiops-promptflow-template",
            "reason": "Similar ai app template with library_only/local deployment overlap."
          },
          {
            "project_id": "mozilla-ai/otari",
            "reason": "Similar ai app template with library_only/local deployment overlap."
          }
        ],
        "summary_for_agent": "Use streamlit/streamlit when the user needs an ai app template project with library-only, local, cloud deployment options.",
        "classification": {
          "category": {
            "confidence": "medium",
            "evidence": [
              "Matched \"template\" in repository content."
            ]
          },
          "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": "2026-08-15T06:00:17.760Z"
      },
      "metrics": {
        "project_id": "streamlit/streamlit",
        "stars_30d_delta": 305,
        "commits_30d": 100,
        "releases_180d": 10,
        "contributors_90d": 100,
        "issue_first_response_median_hours": null,
        "recent_push_days": 0,
        "git_score": 49,
        "maintenance_score": 72,
        "signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 30,
          "commits_30d": "partial",
          "releases_180d": "complete",
          "contributors_90d": "partial"
        },
        "calculated_at": "2026-08-15T06:00:17.760Z"
      }
    },
    {
      "project_id": "fastapi/full-stack-fastapi-template",
      "repo": "fastapi/full-stack-fastapi-template",
      "name": "full-stack-fastapi-template",
      "github_url": "https://github.com/fastapi/full-stack-fastapi-template",
      "homepage_url": null,
      "language": "TypeScript",
      "license": "MIT",
      "project_kind": "project",
      "category": [
        "ai_app_template"
      ],
      "tags": [
        "docker",
        "docker-compose",
        "fastapi",
        "fastapi-cloud",
        "full-stack",
        "github-actions",
        "jwt",
        "openapi",
        "playwright",
        "postgresql",
        "pytest",
        "python",
        "react",
        "shadcn-ui",
        "sqlmodel",
        "tailwindcss",
        "tanstack-query",
        "tanstack-router",
        "typescript",
        "vite"
      ],
      "description": "Full-stack web application template with FastAPI, React, SQLModel, PostgreSQL, Vite, Tailwind CSS, shadcn/ui, FastAPI Cloud, and Docker Compose.",
      "overview": "Use fastapi/full-stack-fastapi-template when the user needs an ai app template project with docker, local, cloud deployment options.",
      "alternatives": [
        {
          "repo": "lobehub/lobehub",
          "reason": "Similar ai app template with docker/library_only deployment overlap."
        },
        {
          "repo": "wasp-lang/open-saas",
          "reason": "Similar ai app template with local/cloud deployment overlap."
        },
        {
          "repo": "pcliangx/AppGenesisForge",
          "reason": "Similar ai app template with docker/local deployment overlap."
        }
      ],
      "related": [],
      "dependencies": [],
      "deployments": [
        "docker",
        "local",
        "cloud"
      ],
      "difficulty": "intermediate",
      "cloudflare_ready": false,
      "use_cases": [
        "bootstrap an AI app",
        "start a production-ready template",
        "learn app architecture patterns"
      ],
      "not_good_for": [
        "edge-only Cloudflare Workers deployment without adaptation"
      ],
      "classification": {
        "category": {
          "confidence": "medium",
          "evidence": [
            "Matched \"template\" in metadata."
          ]
        },
        "deployment": {
          "confidence": "medium",
          "evidence": [
            "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, postgres.",
            "No Cloudflare deployment signal detected.",
            "No wrangler.toml found in inspected repository files."
          ]
        }
      },
      "quality_signals": {
        "stars": 44820,
        "recent_commits": 89,
        "contributors": 80,
        "issue_response_time_hours": null,
        "release_frequency_180d": 3
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 31,
        "commits_30d": "complete",
        "releases_180d": "complete",
        "contributors_90d": "complete"
      },
      "quality_score": 49,
      "agent_score": 82,
      "score": 31,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 56,
        "deployment": 80,
        "popularity": 93,
        "community": 100
      },
      "git_top_score": 89,
      "git_top_score_breakdown": {
        "community": 100,
        "maintenance": 64,
        "documentation": 92,
        "stability": 94,
        "adoption": 100,
        "agent_readability": 90
      },
      "summary": {
        "tl_dr": "Use fastapi/full-stack-fastapi-template when the user needs an ai app template project with docker, local, cloud deployment options.",
        "purpose": "Use fastapi/full-stack-fastapi-template when the user needs an ai app template project with docker, local, cloud deployment options.",
        "install": "Run with Docker using the repository's container instructions.",
        "inputs": [
          "starter config",
          "app requirements"
        ],
        "outputs": [
          "project scaffold",
          "starter app",
          "template structure"
        ],
        "good_for": [
          "bootstrap an AI app",
          "start a production-ready template",
          "learn app architecture patterns",
          "new AI applications",
          "starter projects",
          "reference implementations"
        ],
        "not_good_for": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "drop-in libraries",
          "runtime infrastructure"
        ],
        "deployment": [
          "docker",
          "local",
          "cloud"
        ],
        "alternatives": [
          {
            "repo": "lobehub/lobehub",
            "reason": "Similar ai app template with docker/library_only deployment overlap."
          },
          {
            "repo": "wasp-lang/open-saas",
            "reason": "Similar ai app template with local/cloud deployment overlap."
          },
          {
            "repo": "pcliangx/AppGenesisForge",
            "reason": "Similar ai app template with docker/local deployment overlap."
          }
        ]
      },
      "evidence": {
        "classification": {
          "category": {
            "confidence": "medium",
            "evidence": [
              "Matched \"template\" in metadata."
            ]
          },
          "deployment": {
            "confidence": "medium",
            "evidence": [
              "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, postgres.",
              "No Cloudflare deployment signal detected.",
              "No wrangler.toml found in inspected repository files."
            ]
          }
        },
        "quality_signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 31,
          "commits_30d": "complete",
          "releases_180d": "complete",
          "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."
        ],
        "recommendation_reasons": [
          "Use fastapi/full-stack-fastapi-template when the user needs an ai app template project with docker, local, cloud deployment options.",
          "It is classified as ai_app_template.",
          "Ranking signals: community 49/100, maintenance 56/100."
        ],
        "ranking_signals": {
          "use_case_match": 20,
          "community": 49,
          "maintenance": 56,
          "readiness": 0,
          "license_fit": 0
        },
        "matched_constraints": {
          "category": "ai_app_template"
        },
        "unmatched_constraints": {},
        "confidence_reason": "Low confidence because the recommendation score is 31/100, use-case match is 20/100, or constraints are weakly matched; Evidence is incomplete; use this project as an exploration candidate until classification and quality signals are reviewed.",
        "last_verified_at": "2026-08-13T06:00:38.221Z"
      },
      "caveats": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "Low recommendation confidence; use as a discovery lead, not a final choice."
      ],
      "confidence_reason": "Low confidence because the recommendation score is 31/100, use-case match is 20/100, or constraints are weakly matched; Evidence is incomplete; use this project as an exploration candidate until classification and quality signals are reviewed.",
      "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": "2026-08-13T06:00:38.221Z",
      "reason": "Use fastapi/full-stack-fastapi-template when the user needs an ai app template project with docker, local, cloud deployment options. It is classified as ai_app_template. Ranking signals: community 49/100, maintenance 56/100.",
      "reasons": [
        "Use fastapi/full-stack-fastapi-template when the user needs an ai app template project with docker, local, cloud deployment options.",
        "It is classified as ai_app_template.",
        "Ranking signals: community 49/100, maintenance 56/100."
      ],
      "decision_summary": "fastapi/full-stack-fastapi-template is an exploration candidate: recommendation score 31/100 with matched constraints, but quality and maturity signals need review.",
      "fit_profile": {
        "primary_fit": "Ranked within ai_app_template using quality and readiness signals.",
        "deployment_fit": "Supports docker, local, cloud deployment paths.",
        "maturity": "Moderate maturity signal; maintenance is acceptable but compare community adoption.",
        "agent_readiness": "Agent-readable summary and use cases are available."
      },
      "adoption_plan": [
        "Open /projects/fastapi/full-stack-fastapi-template to verify license, language, classification evidence, and quality signal confidence.",
        "Inspect /graph/fastapi/full-stack-fastapi-template 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/fastapi/full-stack-fastapi-template 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/fastapi/full-stack-fastapi-template",
          "kind": "project"
        },
        {
          "label": "Inspect graph",
          "href": "/graph/fastapi/full-stack-fastapi-template",
          "kind": "graph"
        },
        {
          "label": "Find alternatives",
          "href": "/alternatives/fastapi/full-stack-fastapi-template",
          "kind": "alternatives"
        },
        {
          "label": "Explain score",
          "href": "/score/fastapi/full-stack-fastapi-template",
          "kind": "score"
        },
        {
          "label": "Compare shortlist",
          "href": "/compare/fastapi/full-stack-fastapi-template",
          "kind": "compare"
        }
      ],
      "matched_constraints": {
        "category": "ai_app_template"
      },
      "unmatched_constraints": {},
      "ranking_signals": {
        "use_case_match": 20,
        "community": 49,
        "maintenance": 56,
        "readiness": 0,
        "license_fit": 0
      },
      "confidence": "low",
      "project": {
        "id": "fastapi/full-stack-fastapi-template",
        "owner": "fastapi",
        "name": "full-stack-fastapi-template",
        "full_name": "fastapi/full-stack-fastapi-template",
        "github_url": "https://github.com/fastapi/full-stack-fastapi-template",
        "homepage_url": null,
        "description": "Full-stack web application template with FastAPI, React, SQLModel, PostgreSQL, Vite, Tailwind CSS, shadcn/ui, FastAPI Cloud, and Docker Compose.",
        "language": "TypeScript",
        "topics": [
          "docker",
          "docker-compose",
          "fastapi",
          "fastapi-cloud",
          "full-stack",
          "github-actions",
          "jwt",
          "openapi",
          "playwright",
          "postgresql",
          "pytest",
          "python",
          "react",
          "shadcn-ui",
          "sqlmodel",
          "tailwindcss",
          "tanstack-query",
          "tanstack-router",
          "typescript",
          "vite"
        ],
        "license": "MIT",
        "stars": 44820,
        "forks": 8923,
        "open_issues": 11,
        "default_branch": "master",
        "created_at": "2019-02-23T15:08:34Z",
        "updated_at": "2026-08-13T06:00:27Z",
        "pushed_at": "2026-08-12T09:25:44Z",
        "synced_at": "2026-08-13T06:00:38.221Z"
      },
      "agent_card": {
        "project_id": "fastapi/full-stack-fastapi-template",
        "project_kind": "project",
        "category": "ai_app_template",
        "difficulty": "intermediate",
        "deployment": [
          "docker",
          "local",
          "cloud"
        ],
        "cloudflare_ready": false,
        "use_cases": [
          "bootstrap an AI app",
          "start a production-ready template",
          "learn app architecture patterns"
        ],
        "not_good_for": [
          "edge-only Cloudflare Workers deployment without adaptation"
        ],
        "alternatives": [
          {
            "project_id": "lobehub/lobehub",
            "reason": "Similar ai app template with docker/library_only deployment overlap."
          },
          {
            "project_id": "wasp-lang/open-saas",
            "reason": "Similar ai app template with local/cloud deployment overlap."
          },
          {
            "project_id": "pcliangx/AppGenesisForge",
            "reason": "Similar ai app template with docker/local deployment overlap."
          }
        ],
        "summary_for_agent": "Use fastapi/full-stack-fastapi-template when the user needs an ai app template project with docker, local, cloud deployment options.",
        "classification": {
          "category": {
            "confidence": "medium",
            "evidence": [
              "Matched \"template\" in metadata."
            ]
          },
          "deployment": {
            "confidence": "medium",
            "evidence": [
              "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, postgres.",
              "No Cloudflare deployment signal detected.",
              "No wrangler.toml found in inspected repository files."
            ]
          }
        },
        "schema_version": "v1",
        "generated_at": "2026-08-13T06:00:38.221Z"
      },
      "metrics": {
        "project_id": "fastapi/full-stack-fastapi-template",
        "stars_30d_delta": 641,
        "commits_30d": 89,
        "releases_180d": 3,
        "contributors_90d": 80,
        "issue_first_response_median_hours": null,
        "recent_push_days": 0,
        "git_score": 49,
        "maintenance_score": 56,
        "signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 31,
          "commits_30d": "complete",
          "releases_180d": "complete",
          "contributors_90d": "complete"
        },
        "calculated_at": "2026-08-13T06:00:38.221Z"
      }
    }
  ],
  "metadata": {
    "source": "d1",
    "reason": "d1_query",
    "project_count": 1097,
    "generated_at": "2026-08-15T10:26:16.359Z",
    "snapshot_id": "d1:1097:2026-08-15T10:00:22.824Z",
    "latest_synced_at": "2026-08-15T10:00:22.824Z",
    "schema_version": "git-top.knowledge.v1",
    "loaded_project_limit": 2000,
    "truncated": false
  }
}