{
  "project": {
    "project_id": "supabase-community/vercel-ai-chatbot",
    "repo": "supabase-community/vercel-ai-chatbot",
    "name": "vercel-ai-chatbot",
    "github_url": "https://github.com/supabase-community/vercel-ai-chatbot",
    "homepage_url": "https://github.com/thorwebdev/vercel-ai-chatbot/pull/1",
    "language": "TypeScript",
    "license": "NOASSERTION",
    "project_kind": "project",
    "category": [
      "ai_app_template"
    ],
    "tags": [],
    "description": "A full-featured, Supabaseified Next.js AI chatbot built by Vercel Labs & Supabase",
    "overview": "Use supabase-community/vercel-ai-chatbot when the user needs an ai app template project with vercel, serverless, library-only deployment options.",
    "alternatives": [
      {
        "repo": "lobehub/lobehub",
        "reason": "Similar ai app template with vercel/serverless deployment overlap."
      },
      {
        "repo": "fastapi/full-stack-fastapi-template",
        "reason": "Similar ai app template with library_only/local deployment overlap."
      },
      {
        "repo": "CopilotKit/aimock",
        "reason": "Similar ai app template with library_only/local deployment overlap."
      }
    ],
    "related": [],
    "dependencies": [],
    "deployments": [
      "vercel",
      "serverless",
      "library_only",
      "local"
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      "start a production-ready template",
      "learn app architecture patterns"
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      "edge-only Cloudflare Workers deployment without adaptation",
      "users expecting a complete hosted product"
    ],
    "classification": {
      "category": {
        "confidence": "medium",
        "evidence": [
          "Matched \"template\" in repository content."
        ]
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      "deployment": {
        "confidence": "high",
        "evidence": [
          "Matched \"vercel\" in repository content.",
          "Matched \"npm install\" in repository content.",
          "Matched \"library\" 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: postgres.",
          "No Cloudflare deployment signal detected.",
          "No wrangler.toml found in inspected repository files."
        ]
      }
    },
    "quality_signals": {
      "stars": 826,
      "recent_commits": 0,
      "contributors": 18,
      "issue_response_time_hours": null,
      "release_frequency_180d": 0
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    "quality_signal_confidence": {
      "stars_30d_delta": "snapshot",
      "stars30d_window_days": 43,
      "commits_30d": "complete",
      "releases_180d": "complete",
      "contributors_90d": "complete"
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    "quality_score": 8,
    "agent_score": 61,
    "score": 69,
    "agent_score_breakdown": {
      "documentation": 90,
      "maintenance": 11,
      "deployment": 90,
      "popularity": 58,
      "community": 63
    },
    "git_top_score": 69,
    "git_top_score_breakdown": {
      "community": 100,
      "maintenance": 7,
      "documentation": 92,
      "stability": 55,
      "adoption": 86,
      "agent_readability": 90
    },
    "summary": {
      "tl_dr": "Use supabase-community/vercel-ai-chatbot when the user needs an ai app template project with vercel, serverless, library-only deployment options.",
      "purpose": "Use supabase-community/vercel-ai-chatbot when the user needs an ai app template project with vercel, serverless, library-only 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": [
        "vercel",
        "serverless",
        "library_only",
        "local"
      ],
      "alternatives": [
        {
          "repo": "lobehub/lobehub",
          "reason": "Similar ai app template with vercel/serverless deployment overlap."
        },
        {
          "repo": "fastapi/full-stack-fastapi-template",
          "reason": "Similar ai app template with library_only/local deployment overlap."
        },
        {
          "repo": "CopilotKit/aimock",
          "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 \"vercel\" in repository content.",
            "Matched \"npm install\" in repository content.",
            "Matched \"library\" 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: postgres.",
            "No Cloudflare deployment signal detected.",
            "No wrangler.toml found in inspected repository files."
          ]
        }
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 43,
        "commits_30d": "complete",
        "releases_180d": "complete",
        "contributors_90d": "complete"
      },
      "source_fields": [
        "project.description",
        "project.topics",
        "project.language",
        "project.license",
        "agent_card.summary_for_agent",
        "agent_card.use_cases",
        "agent_card.deployment",
        "agent_card.classification",
        "metrics"
      ],
      "caveats": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product"
      ],
      "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
      "last_verified_at": "2026-08-03T19:00:31.654Z"
    },
    "caveats": [
      "edge-only Cloudflare Workers deployment without adaptation",
      "users expecting a complete hosted product"
    ],
    "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
    "source_fields": [
      "project.description",
      "project.topics",
      "project.language",
      "project.license",
      "agent_card.summary_for_agent",
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      "agent_card.deployment",
      "agent_card.classification",
      "metrics"
    ],
    "last_verified_at": "2026-08-03T19:00:31.654Z"
  },
  "related": [
    {
      "project_id": "vstorm-co/full-stack-ai-agent-template",
      "repo": "vstorm-co/full-stack-ai-agent-template",
      "name": "full-stack-ai-agent-template",
      "github_url": "https://github.com/vstorm-co/full-stack-ai-agent-template",
      "homepage_url": "https://vstorm-co.github.io/full-stack-ai-agent-template/",
      "language": "Python",
      "license": "MIT",
      "project_kind": "project",
      "category": [
        "ai_app_template"
      ],
      "tags": [
        "agent-framework",
        "ai-agent-template",
        "ai-agents",
        "crewai",
        "docker",
        "fastapi",
        "full-stack",
        "langchain",
        "langgraph",
        "llm",
        "nextjs",
        "postgresql",
        "pydantic-ai",
        "pydantic-deep",
        "python",
        "rag",
        "react",
        "typescript",
        "vstorm",
        "websocket"
      ],
      "description": "Full-stack AI app generator — FastAPI + Next.js with AI Agents, RAG, streaming, auth, and 20+ integrations out of the box.",
      "overview": "Use vstorm-co/full-stack-ai-agent-template 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 rag overlap."
        },
        {
          "repo": "MervinPraison/PraisonAI",
          "reason": "Same ai app template intent with rag overlap."
        },
        {
          "repo": "pcliangx/AppGenesisForge",
          "reason": "Similar ai app template with docker/library_only deployment overlap."
        }
      ],
      "related": [],
      "dependencies": [
        "Vector database",
        "LLM provider"
      ],
      "deployments": [
        "docker",
        "vercel",
        "serverless",
        "library_only",
        "local"
      ],
      "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 \"template\" in metadata."
          ]
        },
        "deployment": {
          "confidence": "high",
          "evidence": [
            "Matched \"vercel\" in repository content.",
            "Matched \"pip install\" in repository content.",
            "Local usage is assumed for open source repositories unless contradicted."
          ]
        },
        "difficulty": {
          "confidence": "medium",
          "evidence": [
            "Repository has under 10k stars, so complexity is treated conservatively."
          ]
        },
        "cloudflare_ready": {
          "confidence": "high",
          "evidence": [
            "Runtime blocker: python, postgres.",
            "No Cloudflare deployment signal detected.",
            "No wrangler.toml found in inspected repository files."
          ]
        }
      },
      "quality_signals": {
        "stars": 1682,
        "recent_commits": 20,
        "contributors": 7,
        "issue_response_time_hours": null,
        "release_frequency_180d": 20
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 33,
        "commits_30d": "complete",
        "releases_180d": "complete",
        "contributors_90d": "complete"
      },
      "quality_score": 28,
      "agent_score": 71,
      "score": 89,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 45,
        "deployment": 100,
        "popularity": 65,
        "community": 52
      },
      "git_top_score": 89,
      "git_top_score_breakdown": {
        "community": 95,
        "maintenance": 59,
        "documentation": 92,
        "stability": 100,
        "adoption": 96,
        "agent_readability": 100
      },
      "summary": {
        "tl_dr": "Use vstorm-co/full-stack-ai-agent-template when the user needs an ai app template project with docker, vercel, serverless deployment options.",
        "purpose": "Use vstorm-co/full-stack-ai-agent-template 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 rag overlap."
          },
          {
            "repo": "MervinPraison/PraisonAI",
            "reason": "Same ai app template intent with rag overlap."
          },
          {
            "repo": "pcliangx/AppGenesisForge",
            "reason": "Similar ai app template with docker/library_only deployment overlap."
          }
        ]
      },
      "evidence": {
        "classification": {
          "category": {
            "confidence": "medium",
            "evidence": [
              "Matched \"template\" in metadata."
            ]
          },
          "deployment": {
            "confidence": "high",
            "evidence": [
              "Matched \"vercel\" in repository content.",
              "Matched \"pip install\" in repository content.",
              "Local usage is assumed for open source repositories unless contradicted."
            ]
          },
          "difficulty": {
            "confidence": "medium",
            "evidence": [
              "Repository has under 10k stars, so complexity is treated conservatively."
            ]
          },
          "cloudflare_ready": {
            "confidence": "high",
            "evidence": [
              "Runtime blocker: python, postgres.",
              "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": "complete",
          "releases_180d": "complete",
          "contributors_90d": "complete"
        },
        "source_fields": [
          "project.description",
          "project.topics",
          "project.language",
          "project.license",
          "agent_card.summary_for_agent",
          "agent_card.use_cases",
          "agent_card.deployment",
          "agent_card.classification",
          "metrics"
        ],
        "caveats": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product"
        ],
        "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
        "last_verified_at": "2026-08-04T01:00:23.490Z"
      },
      "caveats": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product"
      ],
      "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
      "source_fields": [
        "project.description",
        "project.topics",
        "project.language",
        "project.license",
        "agent_card.summary_for_agent",
        "agent_card.use_cases",
        "agent_card.deployment",
        "agent_card.classification",
        "metrics"
      ],
      "last_verified_at": "2026-08-04T01:00:23.490Z"
    },
    {
      "project_id": "vercel/ai-elements",
      "repo": "vercel/ai-elements",
      "name": "ai-elements",
      "github_url": "https://github.com/vercel/ai-elements",
      "homepage_url": "https://elements.ai-sdk.dev",
      "language": "TypeScript",
      "license": "NOASSERTION",
      "project_kind": "project",
      "category": [
        "ai_app_template"
      ],
      "tags": [
        "ai",
        "elements",
        "shadcn-ui",
        "vercel"
      ],
      "description": "AI Elements is a component library and custom registry built on top of shadcn/ui to help you build AI-native applications faster.",
      "overview": "Use vercel/ai-elements when the user needs an ai app template project with vercel, serverless, library-only deployment options.",
      "alternatives": [
        {
          "repo": "lobehub/lobehub",
          "reason": "Similar ai app template with vercel/serverless deployment overlap."
        },
        {
          "repo": "open-webui/open-webui",
          "reason": "Similar ai app template with library_only/local deployment overlap."
        },
        {
          "repo": "CopilotKit/aimock",
          "reason": "Similar ai app template with library_only/local deployment overlap."
        }
      ],
      "related": [],
      "dependencies": [],
      "deployments": [
        "vercel",
        "serverless",
        "library_only",
        "local"
      ],
      "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": [
            "Curated category override for vercel/ai-elements."
          ]
        },
        "deployment": {
          "confidence": "high",
          "evidence": [
            "Matched \"vercel\" in repository content.",
            "Matched \"library\" 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": [
            "No Cloudflare deployment signal detected.",
            "No wrangler.toml found in inspected repository files."
          ]
        }
      },
      "quality_signals": {
        "stars": 2285,
        "recent_commits": 1,
        "contributors": 57,
        "issue_response_time_hours": null,
        "release_frequency_180d": 2
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 31,
        "commits_30d": "complete",
        "releases_180d": "complete",
        "contributors_90d": "complete"
      },
      "quality_score": 20,
      "agent_score": 74,
      "score": 80,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 34,
        "deployment": 90,
        "popularity": 67,
        "community": 100
      },
      "git_top_score": 80,
      "git_top_score_breakdown": {
        "community": 100,
        "maintenance": 28,
        "documentation": 92,
        "stability": 86,
        "adoption": 98,
        "agent_readability": 90
      },
      "summary": {
        "tl_dr": "Use vercel/ai-elements when the user needs an ai app template project with vercel, serverless, library-only deployment options.",
        "purpose": "Use vercel/ai-elements when the user needs an ai app template project with vercel, serverless, library-only 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": [
          "vercel",
          "serverless",
          "library_only",
          "local"
        ],
        "alternatives": [
          {
            "repo": "lobehub/lobehub",
            "reason": "Similar ai app template with vercel/serverless deployment overlap."
          },
          {
            "repo": "open-webui/open-webui",
            "reason": "Similar ai app template with library_only/local deployment overlap."
          },
          {
            "repo": "CopilotKit/aimock",
            "reason": "Similar ai app template with library_only/local deployment overlap."
          }
        ]
      },
      "evidence": {
        "classification": {
          "category": {
            "confidence": "medium",
            "evidence": [
              "Curated category override for vercel/ai-elements."
            ]
          },
          "deployment": {
            "confidence": "high",
            "evidence": [
              "Matched \"vercel\" in repository content.",
              "Matched \"library\" 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": [
              "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": [
          "project.description",
          "project.topics",
          "project.language",
          "project.license",
          "agent_card.summary_for_agent",
          "agent_card.use_cases",
          "agent_card.deployment",
          "agent_card.classification",
          "metrics"
        ],
        "caveats": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product"
        ],
        "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
        "last_verified_at": "2026-08-04T07:30:17.586Z"
      },
      "caveats": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product"
      ],
      "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
      "source_fields": [
        "project.description",
        "project.topics",
        "project.language",
        "project.license",
        "agent_card.summary_for_agent",
        "agent_card.use_cases",
        "agent_card.deployment",
        "agent_card.classification",
        "metrics"
      ],
      "last_verified_at": "2026-08-04T07:30:17.586Z"
    },
    {
      "project_id": "songquanpeng/one-api",
      "repo": "songquanpeng/one-api",
      "name": "one-api",
      "github_url": "https://github.com/songquanpeng/one-api",
      "homepage_url": "https://oneapi.justsong.cn/",
      "language": "JavaScript",
      "license": "MIT",
      "project_kind": "project",
      "category": [
        "ai_app_template"
      ],
      "tags": [
        "api",
        "api-gateway",
        "azure-openai-api",
        "chatgpt",
        "claude",
        "ernie-bot",
        "gemini",
        "gpt",
        "openai",
        "openai-api",
        "proxy"
      ],
      "description": "LLM API 管理 & 分发系统，支持 OpenAI、Azure、Anthropic Claude、Google Gemini、DeepSeek、字节豆包、ChatGLM、文心一言、讯飞星火、通义千问、360 智脑、腾讯混元等主流模型，统一 API 适配，可用于 key 管理与二次分发。单可执行文件，提供 Docker 镜像，一键部署，开箱即用。LLM API management & key redistribution system, unifying multiple providers under a single API. Single binary, Docker-ready, with an English UI.",
      "overview": "Use songquanpeng/one-api when the user needs an ai app template project with docker, cloudflare, serverless deployment options.",
      "alternatives": [
        {
          "repo": "open-webui/open-webui",
          "reason": "Similar ai app template with docker/library_only deployment overlap."
        },
        {
          "repo": "lobehub/lobehub",
          "reason": "Similar ai app template with docker/serverless deployment overlap."
        },
        {
          "repo": "mozilla-ai/otari",
          "reason": "Same ai app template intent with llm_gateway overlap."
        }
      ],
      "related": [],
      "dependencies": [
        "Cloudflare Workers",
        "LLM provider"
      ],
      "deployments": [
        "docker",
        "cloudflare",
        "serverless",
        "library_only",
        "local"
      ],
      "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 \"template\" in repository content."
          ]
        },
        "deployment": {
          "confidence": "high",
          "evidence": [
            "Found Docker configuration file.",
            "Matched \"cloudflare workers\" in repository content.",
            "Matched \"npm install\" in repository content.",
            "Local usage is assumed for open source repositories unless contradicted."
          ]
        },
        "difficulty": {
          "confidence": "medium",
          "evidence": [
            "Cloudflare deployment path suggests a guided serverless setup."
          ]
        },
        "cloudflare_ready": {
          "confidence": "high",
          "evidence": [
            "Cloudflare signal: cloudflare workers.",
            "Runtime blocker: postgres."
          ]
        }
      },
      "quality_signals": {
        "stars": 36161,
        "recent_commits": 0,
        "contributors": 100,
        "issue_response_time_hours": null,
        "release_frequency_180d": 0
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 33,
        "commits_30d": "complete",
        "releases_180d": "complete",
        "contributors_90d": "partial"
      },
      "quality_score": 40,
      "agent_score": 78,
      "score": 74,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 26,
        "deployment": 100,
        "popularity": 91,
        "community": 100
      },
      "git_top_score": 74,
      "git_top_score_breakdown": {
        "community": 100,
        "maintenance": 18,
        "documentation": 92,
        "stability": 45,
        "adoption": 100,
        "agent_readability": 100
      },
      "summary": {
        "tl_dr": "Use songquanpeng/one-api when the user needs an ai app template project with docker, cloudflare, serverless deployment options.",
        "purpose": "Use songquanpeng/one-api when the user needs an ai app template project with docker, cloudflare, serverless deployment options.",
        "install": "Deploy on Cloudflare Workers using the repository's deployment 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",
          "cloudflare",
          "serverless",
          "library_only",
          "local"
        ],
        "alternatives": [
          {
            "repo": "open-webui/open-webui",
            "reason": "Similar ai app template with docker/library_only deployment overlap."
          },
          {
            "repo": "lobehub/lobehub",
            "reason": "Similar ai app template with docker/serverless deployment overlap."
          },
          {
            "repo": "mozilla-ai/otari",
            "reason": "Same ai app template intent with llm_gateway overlap."
          }
        ]
      },
      "evidence": {
        "classification": {
          "category": {
            "confidence": "medium",
            "evidence": [
              "Matched \"template\" in repository content."
            ]
          },
          "deployment": {
            "confidence": "high",
            "evidence": [
              "Found Docker configuration file.",
              "Matched \"cloudflare workers\" in repository content.",
              "Matched \"npm install\" in repository content.",
              "Local usage is assumed for open source repositories unless contradicted."
            ]
          },
          "difficulty": {
            "confidence": "medium",
            "evidence": [
              "Cloudflare deployment path suggests a guided serverless setup."
            ]
          },
          "cloudflare_ready": {
            "confidence": "high",
            "evidence": [
              "Cloudflare signal: cloudflare workers.",
              "Runtime blocker: postgres."
            ]
          }
        },
        "quality_signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 33,
          "commits_30d": "complete",
          "releases_180d": "complete",
          "contributors_90d": "partial"
        },
        "source_fields": [
          "project.description",
          "project.topics",
          "project.language",
          "project.license",
          "agent_card.summary_for_agent",
          "agent_card.use_cases",
          "agent_card.deployment",
          "agent_card.classification",
          "metrics"
        ],
        "caveats": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product",
          "Partial or estimated quality signals: contributors90d."
        ],
        "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
        "last_verified_at": "2026-08-03T10:30:27.804Z"
      },
      "caveats": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product",
        "Partial or estimated quality signals: contributors90d."
      ],
      "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
      "source_fields": [
        "project.description",
        "project.topics",
        "project.language",
        "project.license",
        "agent_card.summary_for_agent",
        "agent_card.use_cases",
        "agent_card.deployment",
        "agent_card.classification",
        "metrics"
      ],
      "last_verified_at": "2026-08-03T10:30:27.804Z"
    },
    {
      "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": 81306,
        "recent_commits": 100,
        "contributors": 100,
        "issue_response_time_hours": null,
        "release_frequency_180d": 100
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 37,
        "commits_30d": "partial",
        "releases_180d": "partial",
        "contributors_90d": "partial"
      },
      "quality_score": 84,
      "agent_score": 92,
      "score": 93,
      "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": 37,
          "commits_30d": "partial",
          "releases_180d": "partial",
          "contributors_90d": "partial"
        },
        "source_fields": [
          "project.description",
          "project.topics",
          "project.language",
          "project.license",
          "agent_card.summary_for_agent",
          "agent_card.use_cases",
          "agent_card.deployment",
          "agent_card.classification",
          "metrics"
        ],
        "caveats": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product",
          "Partial or estimated quality signals: commits30d, releases180d, contributors90d."
        ],
        "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
        "last_verified_at": "2026-08-05T18:31:03.495Z"
      },
      "caveats": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product",
        "Partial or estimated quality signals: commits30d, releases180d, contributors90d."
      ],
      "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
      "source_fields": [
        "project.description",
        "project.topics",
        "project.language",
        "project.license",
        "agent_card.summary_for_agent",
        "agent_card.use_cases",
        "agent_card.deployment",
        "agent_card.classification",
        "metrics"
      ],
      "last_verified_at": "2026-08-05T18:31:03.495Z"
    },
    {
      "project_id": "e2b-dev/fragments",
      "repo": "e2b-dev/fragments",
      "name": "fragments",
      "github_url": "https://github.com/e2b-dev/fragments",
      "homepage_url": "https://fragments.e2b.dev",
      "language": "TypeScript",
      "license": "Apache-2.0",
      "project_kind": "project",
      "category": [
        "ai_app_template"
      ],
      "tags": [
        "ai",
        "ai-code-generation",
        "anthropic",
        "claude",
        "claude-ai",
        "code-interpreter",
        "e2b",
        "javascript",
        "llm",
        "nextjs",
        "react",
        "sandbox",
        "typescript"
      ],
      "description": "Open-source Next.js template for building apps that are fully generated by AI. By E2B.",
      "overview": "Use e2b-dev/fragments 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 rag overlap."
        },
        {
          "repo": "MervinPraison/PraisonAI",
          "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."
        }
      ],
      "related": [],
      "dependencies": [
        "Vector database",
        "LLM provider"
      ],
      "deployments": [
        "docker",
        "vercel",
        "serverless",
        "local"
      ],
      "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"
      ],
      "classification": {
        "category": {
          "confidence": "medium",
          "evidence": [
            "Matched \"template\" in metadata."
          ]
        },
        "deployment": {
          "confidence": "high",
          "evidence": [
            "Matched \"vercel\" in repository content.",
            "Local usage is assumed for open source repositories unless contradicted."
          ]
        },
        "difficulty": {
          "confidence": "medium",
          "evidence": [
            "Repository has under 10k stars, so complexity is treated conservatively."
          ]
        },
        "cloudflare_ready": {
          "confidence": "high",
          "evidence": [
            "Runtime blocker: python.",
            "No Cloudflare deployment signal detected.",
            "No wrangler.toml found in inspected repository files."
          ]
        }
      },
      "quality_signals": {
        "stars": 6362,
        "recent_commits": 6,
        "contributors": 17,
        "issue_response_time_hours": null,
        "release_frequency_180d": 0
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 31,
        "commits_30d": "complete",
        "releases_180d": "complete",
        "contributors_90d": "complete"
      },
      "quality_score": 8,
      "agent_score": 66,
      "score": 76,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 19,
        "deployment": 90,
        "popularity": 76,
        "community": 62
      },
      "git_top_score": 76,
      "git_top_score_breakdown": {
        "community": 100,
        "maintenance": 18,
        "documentation": 84,
        "stability": 70,
        "adoption": 100,
        "agent_readability": 100
      },
      "summary": {
        "tl_dr": "Use e2b-dev/fragments when the user needs an ai app template project with docker, vercel, serverless deployment options.",
        "purpose": "Use e2b-dev/fragments 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",
          "drop-in libraries",
          "runtime infrastructure"
        ],
        "deployment": [
          "docker",
          "vercel",
          "serverless",
          "local"
        ],
        "alternatives": [
          {
            "repo": "open-webui/open-webui",
            "reason": "Same ai app template intent with rag overlap."
          },
          {
            "repo": "MervinPraison/PraisonAI",
            "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."
          }
        ]
      },
      "evidence": {
        "classification": {
          "category": {
            "confidence": "medium",
            "evidence": [
              "Matched \"template\" in metadata."
            ]
          },
          "deployment": {
            "confidence": "high",
            "evidence": [
              "Matched \"vercel\" in repository content.",
              "Local usage is assumed for open source repositories unless contradicted."
            ]
          },
          "difficulty": {
            "confidence": "medium",
            "evidence": [
              "Repository has under 10k stars, so complexity is treated conservatively."
            ]
          },
          "cloudflare_ready": {
            "confidence": "high",
            "evidence": [
              "Runtime blocker: python.",
              "No Cloudflare deployment signal detected.",
              "No wrangler.toml found in inspected repository files."
            ]
          }
        },
        "quality_signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 31,
          "commits_30d": "complete",
          "releases_180d": "complete",
          "contributors_90d": "complete"
        },
        "source_fields": [
          "project.description",
          "project.topics",
          "project.language",
          "project.license",
          "agent_card.summary_for_agent",
          "agent_card.use_cases",
          "agent_card.deployment",
          "agent_card.classification",
          "metrics"
        ],
        "caveats": [
          "edge-only Cloudflare Workers deployment without adaptation"
        ],
        "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
        "last_verified_at": "2026-08-04T19:00:24.369Z"
      },
      "caveats": [
        "edge-only Cloudflare Workers deployment without adaptation"
      ],
      "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
      "source_fields": [
        "project.description",
        "project.topics",
        "project.language",
        "project.license",
        "agent_card.summary_for_agent",
        "agent_card.use_cases",
        "agent_card.deployment",
        "agent_card.classification",
        "metrics"
      ],
      "last_verified_at": "2026-08-04T19:00:24.369Z"
    },
    {
      "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": 148088,
        "recent_commits": 100,
        "contributors": 100,
        "issue_response_time_hours": null,
        "release_frequency_180d": 24
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 37,
        "commits_30d": "partial",
        "releases_180d": "complete",
        "contributors_90d": "partial"
      },
      "quality_score": 84,
      "agent_score": 92,
      "score": 94,
      "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": 37,
          "commits_30d": "partial",
          "releases_180d": "complete",
          "contributors_90d": "partial"
        },
        "source_fields": [
          "project.description",
          "project.topics",
          "project.language",
          "project.license",
          "agent_card.summary_for_agent",
          "agent_card.use_cases",
          "agent_card.deployment",
          "agent_card.classification",
          "metrics"
        ],
        "caveats": [
          "edge-only Cloudflare Workers deployment without adaptation",
          "users expecting a complete hosted product",
          "Partial or estimated quality signals: commits30d, contributors90d."
        ],
        "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
        "last_verified_at": "2026-08-07T03:21:29.427Z"
      },
      "caveats": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product",
        "Partial or estimated quality signals: commits30d, contributors90d."
      ],
      "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
      "source_fields": [
        "project.description",
        "project.topics",
        "project.language",
        "project.license",
        "agent_card.summary_for_agent",
        "agent_card.use_cases",
        "agent_card.deployment",
        "agent_card.classification",
        "metrics"
      ],
      "last_verified_at": "2026-08-07T03:21:29.427Z"
    },
    {
      "project_id": "lobehub/chat-plugins-gateway",
      "repo": "lobehub/chat-plugins-gateway",
      "name": "chat-plugins-gateway",
      "github_url": "https://github.com/lobehub/chat-plugins-gateway",
      "homepage_url": "http://chat-plugins-gateway.lobehub.com",
      "language": "TypeScript",
      "license": "MIT",
      "project_kind": "project",
      "category": [
        "ai_app_template"
      ],
      "tags": [
        "function-calling",
        "gateway",
        "lobe-chat",
        "lobe-chat-plugin",
        "lobehub"
      ],
      "description": "🧩 / 🚪 Plugins Gateway - The LobeChat Plugins Gateway is a backend service that serves as a gateway for LobeChat plugins. We deploy this service using Vercel. The primary API POST /api/v1/runner is deployed as an Edge Function.",
      "overview": "Use lobehub/chat-plugins-gateway when the user needs an ai app template project with vercel, serverless, local deployment options.",
      "alternatives": [
        {
          "repo": "lobehub/lobehub",
          "reason": "Similar ai app template with vercel/serverless deployment overlap."
        },
        {
          "repo": "songquanpeng/one-api",
          "reason": "Same ai app template intent with llm_gateway overlap."
        },
        {
          "repo": "vercel/ai-elements",
          "reason": "Similar ai app template with vercel/serverless deployment overlap."
        }
      ],
      "related": [],
      "dependencies": [],
      "deployments": [
        "vercel",
        "serverless",
        "local"
      ],
      "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"
      ],
      "classification": {
        "category": {
          "confidence": "medium",
          "evidence": [
            "Matched \"template\" in repository content."
          ]
        },
        "deployment": {
          "confidence": "high",
          "evidence": [
            "Matched \"vercel\" 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": [
            "No Cloudflare deployment signal detected.",
            "No wrangler.toml found in inspected repository files."
          ]
        }
      },
      "quality_signals": {
        "stars": 26,
        "recent_commits": 0,
        "contributors": 4,
        "issue_response_time_hours": null,
        "release_frequency_180d": 0
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 43,
        "commits_30d": "complete",
        "releases_180d": "complete",
        "contributors_90d": "complete"
      },
      "quality_score": 5,
      "agent_score": 50,
      "score": 57,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 7,
        "deployment": 80,
        "popularity": 28,
        "community": 49
      },
      "git_top_score": 57,
      "git_top_score_breakdown": {
        "community": 68,
        "maintenance": 5,
        "documentation": 92,
        "stability": 55,
        "adoption": 43,
        "agent_readability": 90
      },
      "summary": {
        "tl_dr": "Use lobehub/chat-plugins-gateway when the user needs an ai app template project with vercel, serverless, local deployment options.",
        "purpose": "Use lobehub/chat-plugins-gateway when the user needs an ai app template project with vercel, serverless, local deployment options.",
        "install": "Use the template bootstrap instructions from the repository.",
        "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": [
          "vercel",
          "serverless",
          "local"
        ],
        "alternatives": [
          {
            "repo": "lobehub/lobehub",
            "reason": "Similar ai app template with vercel/serverless deployment overlap."
          },
          {
            "repo": "songquanpeng/one-api",
            "reason": "Same ai app template intent with llm_gateway overlap."
          },
          {
            "repo": "vercel/ai-elements",
            "reason": "Similar ai app template with vercel/serverless deployment overlap."
          }
        ]
      },
      "evidence": {
        "classification": {
          "category": {
            "confidence": "medium",
            "evidence": [
              "Matched \"template\" in repository content."
            ]
          },
          "deployment": {
            "confidence": "high",
            "evidence": [
              "Matched \"vercel\" 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": [
              "No Cloudflare deployment signal detected.",
              "No wrangler.toml found in inspected repository files."
            ]
          }
        },
        "quality_signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 43,
          "commits_30d": "complete",
          "releases_180d": "complete",
          "contributors_90d": "complete"
        },
        "source_fields": [
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          "agent_card.classification",
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        "caveats": [
          "edge-only Cloudflare Workers deployment without adaptation"
        ],
        "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
        "last_verified_at": "2026-08-03T23:00:25.976Z"
      },
      "caveats": [
        "edge-only Cloudflare Workers deployment without adaptation"
      ],
      "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
      "source_fields": [
        "project.description",
        "project.topics",
        "project.language",
        "project.license",
        "agent_card.summary_for_agent",
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        "agent_card.classification",
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      ],
      "last_verified_at": "2026-08-03T23:00:25.976Z"
    },
    {
      "project_id": "vercel/ai-sdk-rag-starter",
      "repo": "vercel/ai-sdk-rag-starter",
      "name": "ai-sdk-rag-starter",
      "github_url": "https://github.com/vercel/ai-sdk-rag-starter",
      "homepage_url": null,
      "language": "TypeScript",
      "license": null,
      "project_kind": "project",
      "category": [
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      ],
      "tags": [],
      "description": "Use vercel/ai-sdk-rag-starter when the user needs an ai app template project with vercel, serverless, local deployment options.",
      "overview": "Use vercel/ai-sdk-rag-starter when the user needs an ai app template project with vercel, serverless, local deployment options.",
      "alternatives": [
        {
          "repo": "Azure-Samples/azure-search-openai-demo",
          "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": [
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      ],
      "deployments": [
        "vercel",
        "serverless",
        "local"
      ],
      "difficulty": "beginner",
      "cloudflare_ready": false,
      "use_cases": [
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        "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 \"starter\" in metadata."
          ]
        },
        "deployment": {
          "confidence": "high",
          "evidence": [
            "Matched \"vercel\" 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: postgres.",
            "No Cloudflare deployment signal detected.",
            "No wrangler.toml found in inspected repository files."
          ]
        }
      },
      "quality_signals": {
        "stars": 275,
        "recent_commits": 0,
        "contributors": 1,
        "issue_response_time_hours": null,
        "release_frequency_180d": 0
      },
      "quality_signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 44,
        "commits_30d": "complete",
        "releases_180d": "complete",
        "contributors_90d": "complete"
      },
      "quality_score": 5,
      "agent_score": 53,
      "score": 64,
      "agent_score_breakdown": {
        "documentation": 90,
        "maintenance": 6,
        "deployment": 80,
        "popularity": 49,
        "community": 46
      },
      "git_top_score": 64,
      "git_top_score_breakdown": {
        "community": 69,
        "maintenance": 4,
        "documentation": 92,
        "stability": 55,
        "adoption": 77,
        "agent_readability": 100
      },
      "summary": {
        "tl_dr": "Use vercel/ai-sdk-rag-starter when the user needs an ai app template project with vercel, serverless, local deployment options.",
        "purpose": "Use vercel/ai-sdk-rag-starter when the user needs an ai app template project with vercel, serverless, local deployment options.",
        "install": "Use the template bootstrap instructions from the repository.",
        "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": [
          "vercel",
          "serverless",
          "local"
        ],
        "alternatives": [
          {
            "repo": "Azure-Samples/azure-search-openai-demo",
            "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 \"starter\" in metadata."
            ]
          },
          "deployment": {
            "confidence": "high",
            "evidence": [
              "Matched \"vercel\" 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: postgres.",
              "No Cloudflare deployment signal detected.",
              "No wrangler.toml found in inspected repository files."
            ]
          }
        },
        "quality_signal_confidence": {
          "stars_30d_delta": "snapshot",
          "stars30d_window_days": 44,
          "commits_30d": "complete",
          "releases_180d": "complete",
          "contributors_90d": "complete"
        },
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          "agent_card.classification",
          "metrics"
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        "caveats": [
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        "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
        "last_verified_at": "2026-08-04T18:00:21.060Z"
      },
      "caveats": [
        "edge-only Cloudflare Workers deployment without adaptation"
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      "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
      "source_fields": [
        "project.description",
        "project.topics",
        "project.language",
        "project.license",
        "agent_card.summary_for_agent",
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        "agent_card.deployment",
        "agent_card.classification",
        "metrics"
      ],
      "last_verified_at": "2026-08-04T18:00:21.060Z"
    }
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    "resolution": "direct"
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    "source": "d1",
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    "generated_at": "2026-08-07T05:12:21.611Z",
    "snapshot_id": "d1:1057:2026-08-07T03:21:58.827Z",
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