{
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  "repo": "YV17labs/GhostDesk",
  "name": "GhostDesk",
  "github_url": "https://github.com/YV17labs/GhostDesk",
  "homepage_url": "https://www.yv17labs.com",
  "language": "Python",
  "license": "NOASSERTION",
  "project_kind": "project",
  "category": [
    "mcp_server"
  ],
  "tags": [
    "agentic",
    "ai-agent",
    "automation",
    "browser-automation",
    "computer-use",
    "docker",
    "mcp",
    "mcp-server",
    "python",
    "qa",
    "qa-automation",
    "virtual-desktop"
  ],
  "description": "Give any AI agent a full desktop — it sees the screen, clicks, types, and runs apps like a human. Automate anything with a UI: browsers, legacy software, internal tools. No API needed. One Docker command.",
  "overview": "Use YV17labs/GhostDesk when the user needs a mcp server project with docker, kubernetes, local deployment options.",
  "alternatives": [],
  "related": [
    {
      "repo": "AstrBotDevs/AstrBot",
      "reason": "Related to YV17labs/GhostDesk through mcp server category and docker deployment."
    },
    {
      "repo": "achiya-automation/safari-mcp",
      "reason": "Related to YV17labs/GhostDesk through mcp server category and docker deployment."
    },
    {
      "repo": "ImFeH2/flowent",
      "reason": "Related to YV17labs/GhostDesk through mcp server category and docker deployment."
    },
    {
      "repo": "ModelEngine-Group/nexent",
      "reason": "Related to YV17labs/GhostDesk through mcp server category and docker deployment."
    },
    {
      "repo": "rocketride-org/rocketride-server",
      "reason": "Related to YV17labs/GhostDesk through mcp server category and docker deployment."
    },
    {
      "repo": "ihuzaifashoukat/x-use",
      "reason": "Related to YV17labs/GhostDesk through mcp server category and docker deployment."
    },
    {
      "repo": "Wide-Moat/open-computer-use",
      "reason": "Related to YV17labs/GhostDesk through mcp server category and docker deployment."
    },
    {
      "repo": "the-open-agent/openagent",
      "reason": "Related to YV17labs/GhostDesk through mcp server category and docker deployment."
    }
  ],
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    "MCP",
    "Browser automation",
    "LLM provider"
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    "kubernetes",
    "local",
    "cloud"
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  "cloudflare_ready": false,
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    "expose APIs through MCP",
    "bootstrap MCP integrations"
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    "edge-only Cloudflare Workers deployment without adaptation"
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    "category": {
      "confidence": "medium",
      "evidence": [
        "Matched \"mcp\" in metadata."
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    "deployment": {
      "confidence": "high",
      "evidence": [
        "Found Docker configuration file.",
        "Matched \"kubernetes\" 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, gpu, filesystem.",
        "No Cloudflare deployment signal detected.",
        "No wrangler.toml found in inspected repository files."
      ]
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  },
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    "stars": 139,
    "recent_commits": 1,
    "contributors": 2,
    "issue_response_time_hours": null,
    "release_frequency_180d": 19
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    "stars_30d_delta": "estimated",
    "commits_30d": "complete",
    "releases_180d": "complete",
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  "agent_score": 63,
  "score": 73,
  "agent_score_breakdown": {
    "documentation": 90,
    "maintenance": 42,
    "deployment": 90,
    "popularity": 43,
    "community": 47
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  "git_top_score_breakdown": {
    "community": 69,
    "maintenance": 41,
    "documentation": 84,
    "stability": 100,
    "adoption": 59,
    "agent_readability": 90
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  "summary": {
    "tl_dr": "Use YV17labs/GhostDesk when the user needs a mcp server project with docker, kubernetes, local deployment options.",
    "purpose": "Use YV17labs/GhostDesk when the user needs a mcp server project with docker, kubernetes, local deployment options.",
    "install": "Run with Docker using the repository's container instructions.",
    "inputs": [
      "tool definitions",
      "resource config",
      "transport settings"
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    "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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      "edge-only Cloudflare Workers deployment without adaptation",
      "front-end apps",
      "non-tooling backends"
    ],
    "deployment": [
      "docker",
      "kubernetes",
      "local",
      "cloud"
    ],
    "alternatives": []
  },
  "evidence": {
    "classification": {
      "category": {
        "confidence": "medium",
        "evidence": [
          "Matched \"mcp\" in metadata."
        ]
      },
      "deployment": {
        "confidence": "high",
        "evidence": [
          "Found Docker configuration file.",
          "Matched \"kubernetes\" 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, gpu, filesystem.",
          "No Cloudflare deployment signal detected.",
          "No wrangler.toml found in inspected repository files."
        ]
      }
    },
    "quality_signal_confidence": {
      "stars_30d_delta": "estimated",
      "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",
      "Partial or estimated quality signals: stars30dDelta."
    ],
    "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
    "last_verified_at": "2026-07-27T10:01:13.470Z"
  },
  "caveats": [
    "edge-only Cloudflare Workers deployment without adaptation",
    "Partial or estimated quality signals: stars30dDelta."
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  "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
  "source_fields": [
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  "knowledge": {
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      "default_branch": "main",
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        "cloudflare_ready": {
          "confidence": "high",
          "evidence": [
            "Runtime blocker: python, gpu, filesystem.",
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      "schema_version": "v1",
      "generated_at": "2026-07-27T10:01:13.470Z"
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        "commits_30d": "complete",
        "releases_180d": "complete",
        "contributors_90d": "complete"
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