{
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  "repo": "MCP-UI-Org/mcp-ui",
  "name": "mcp-ui",
  "github_url": "https://github.com/MCP-UI-Org/mcp-ui",
  "homepage_url": "https://mcpui.dev",
  "language": "TypeScript",
  "license": "Apache-2.0",
  "project_kind": "project",
  "category": [
    "mcp_server"
  ],
  "tags": [
    "ai",
    "frontend",
    "llm",
    "mcp",
    "ui",
    "web"
  ],
  "description": "UI over MCP. Create next-gen UI experiences with the protocol and SDK!",
  "overview": "Use MCP-UI-Org/mcp-ui when the user needs a mcp server project with vercel, serverless, library-only deployment options.",
  "alternatives": [
    {
      "repo": "headroomlabs-ai/headroom",
      "reason": "Same mcp server intent with mcp overlap."
    },
    {
      "repo": "AstrBotDevs/AstrBot",
      "reason": "Same mcp server intent with mcp overlap."
    },
    {
      "repo": "can1357/oh-my-pi",
      "reason": "Same mcp server intent with mcp overlap."
    }
  ],
  "related": [
    {
      "repo": "ComposioHQ/composio",
      "reason": "Related to MCP-UI-Org/mcp-ui through mcp server category and vercel deployment."
    },
    {
      "repo": "ohad6k/emulo",
      "reason": "Related to MCP-UI-Org/mcp-ui through mcp server category and vercel deployment."
    },
    {
      "repo": "upstash/context7",
      "reason": "Related to MCP-UI-Org/mcp-ui through mcp server category and vercel deployment."
    },
    {
      "repo": "mastra-ai/mastra",
      "reason": "Related to MCP-UI-Org/mcp-ui through mcp server category and vercel deployment."
    },
    {
      "repo": "open-multi-agent/open-multi-agent",
      "reason": "Related to MCP-UI-Org/mcp-ui through mcp server category and vercel deployment."
    },
    {
      "repo": "inkeep/agents",
      "reason": "Related to MCP-UI-Org/mcp-ui through mcp server category and vercel deployment."
    },
    {
      "repo": "yonatangross/orchestkit",
      "reason": "Related to MCP-UI-Org/mcp-ui through mcp server category and vercel deployment."
    },
    {
      "repo": "JKHeadley/instar",
      "reason": "Related to MCP-UI-Org/mcp-ui through mcp server category and vercel deployment."
    }
  ],
  "dependencies": [
    "MCP",
    "LLM provider"
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  "deployments": [
    "vercel",
    "serverless",
    "library_only",
    "local"
  ],
  "difficulty": "beginner",
  "cloudflare_ready": false,
  "use_cases": [
    "connect agents to tools",
    "expose APIs through MCP",
    "bootstrap MCP integrations"
  ],
  "not_good_for": [
    "edge-only Cloudflare Workers deployment without adaptation",
    "users expecting a complete hosted product"
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  "classification": {
    "category": {
      "confidence": "medium",
      "evidence": [
        "Matched \"mcp\" in metadata."
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    "deployment": {
      "confidence": "high",
      "evidence": [
        "Matched \"vercel\" in repository content.",
        "Matched \"pip install\" in repository content.",
        "Matched \"npm install\" in repository content.",
        "Matched \"pnpm add\" 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": 5073,
    "recent_commits": 2,
    "contributors": 20,
    "issue_response_time_hours": null,
    "release_frequency_180d": 7
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    "stars_30d_delta": "snapshot",
    "stars30d_window_days": 33,
    "commits_30d": "complete",
    "releases_180d": "complete",
    "contributors_90d": "complete"
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  "quality_score": 19,
  "agent_score": 68,
  "score": 84,
  "agent_score_breakdown": {
    "documentation": 90,
    "maintenance": 26,
    "deployment": 90,
    "popularity": 74,
    "community": 65
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  "git_top_score": 84,
  "git_top_score_breakdown": {
    "community": 100,
    "maintenance": 31,
    "documentation": 84,
    "stability": 100,
    "adoption": 100,
    "agent_readability": 100
  },
  "summary": {
    "tl_dr": "Use MCP-UI-Org/mcp-ui when the user needs a mcp server project with vercel, serverless, library-only deployment options.",
    "purpose": "Use MCP-UI-Org/mcp-ui when the user needs a mcp server project with vercel, serverless, library-only deployment options.",
    "install": "Install as a library or package using the repository instructions.",
    "inputs": [
      "tool definitions",
      "resource config",
      "transport settings"
    ],
    "outputs": [
      "MCP tools",
      "JSON-RPC responses",
      "server capabilities"
    ],
    "good_for": [
      "connect agents to tools",
      "expose APIs through MCP",
      "bootstrap MCP integrations",
      "agent tool exposure",
      "MCP integrations",
      "tool servers"
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    "not_good_for": [
      "edge-only Cloudflare Workers deployment without adaptation",
      "users expecting a complete hosted product",
      "front-end apps",
      "non-tooling backends"
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    "deployment": [
      "vercel",
      "serverless",
      "library_only",
      "local"
    ],
    "alternatives": [
      {
        "repo": "headroomlabs-ai/headroom",
        "reason": "Same mcp server intent with mcp overlap."
      },
      {
        "repo": "AstrBotDevs/AstrBot",
        "reason": "Same mcp server intent with mcp overlap."
      },
      {
        "repo": "can1357/oh-my-pi",
        "reason": "Same mcp server intent with mcp overlap."
      }
    ]
  },
  "evidence": {
    "classification": {
      "category": {
        "confidence": "medium",
        "evidence": [
          "Matched \"mcp\" in metadata."
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      "deployment": {
        "confidence": "high",
        "evidence": [
          "Matched \"vercel\" in repository content.",
          "Matched \"pip install\" in repository content.",
          "Matched \"npm install\" in repository content.",
          "Matched \"pnpm add\" 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": 33,
      "commits_30d": "complete",
      "releases_180d": "complete",
      "contributors_90d": "complete"
    },
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      "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": "2026-08-05T03:30:25.625Z"
  },
  "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"
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  "last_verified_at": "2026-08-05T03:30:25.625Z",
  "knowledge": {
    "project": {
      "id": "MCP-UI-Org/mcp-ui",
      "owner": "MCP-UI-Org",
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      "github_url": "https://github.com/MCP-UI-Org/mcp-ui",
      "homepage_url": "https://mcpui.dev",
      "description": "UI over MCP. Create next-gen UI experiences with the protocol and SDK!",
      "language": "TypeScript",
      "topics": [
        "ai",
        "frontend",
        "llm",
        "mcp",
        "ui",
        "web"
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      "license": "Apache-2.0",
      "stars": 5073,
      "forks": 391,
      "open_issues": 59,
      "default_branch": "main",
      "created_at": "2025-05-13T22:41:43Z",
      "updated_at": "2026-08-04T19:19:22Z",
      "pushed_at": "2026-07-08T04:21:59Z",
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    "agent_card": {
      "project_id": "MCP-UI-Org/mcp-ui",
      "project_kind": "project",
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        "serverless",
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      "use_cases": [
        "connect agents to tools",
        "expose APIs through MCP",
        "bootstrap MCP integrations"
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      "not_good_for": [
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        "users expecting a complete hosted product"
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      "alternatives": [
        {
          "project_id": "headroomlabs-ai/headroom",
          "reason": "Same mcp server intent with mcp overlap."
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        {
          "project_id": "AstrBotDevs/AstrBot",
          "reason": "Same mcp server intent with mcp overlap."
        },
        {
          "project_id": "can1357/oh-my-pi",
          "reason": "Same mcp server intent with mcp overlap."
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      "summary_for_agent": "Use MCP-UI-Org/mcp-ui when the user needs a mcp server project with vercel, serverless, library-only deployment options.",
      "classification": {
        "category": {
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          "evidence": [
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            "Matched \"vercel\" in repository content.",
            "Matched \"pip install\" in repository content.",
            "Matched \"npm install\" in repository content.",
            "Matched \"pnpm add\" in repository content.",
            "Local usage is assumed for open source repositories unless contradicted."
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        "difficulty": {
          "confidence": "medium",
          "evidence": [
            "Repository has under 10k stars, so complexity is treated conservatively."
          ]
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        "cloudflare_ready": {
          "confidence": "high",
          "evidence": [
            "Runtime blocker: python.",
            "No Cloudflare deployment signal detected.",
            "No wrangler.toml found in inspected repository files."
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      "generated_at": "2026-08-05T03:30:25.625Z"
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      "issue_first_response_median_hours": null,
      "recent_push_days": 27,
      "git_score": 19,
      "maintenance_score": 26,
      "signal_confidence": {
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        "stars30d_window_days": 33,
        "commits_30d": "complete",
        "releases_180d": "complete",
        "contributors_90d": "complete"
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    "resolution": "direct"
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    "generated_at": "2026-08-07T08:51:41.647Z",
    "snapshot_id": "d1:1057:2026-08-07T03:21:58.827Z",
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    "loaded_project_limit": 2000,
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