{
  "project_id": "dhruvanbhalara/flutter_agent_lens",
  "repo": "dhruvanbhalara/flutter_agent_lens",
  "name": "flutter_agent_lens",
  "github_url": "https://github.com/dhruvanbhalara/flutter_agent_lens",
  "homepage_url": "https://pub.dev/packages/flutter_agent_lens",
  "language": "Dart",
  "license": "MIT",
  "project_kind": "project",
  "category": [
    "mcp_server"
  ],
  "tags": [],
  "description": "Agent-first Model Context Protocol (MCP) server to debug, profile, and optimize running Flutter apps. Connects AI assistants to Dart VM Service over WebSockets for direct access to widget trees, memory snapshots, network traffic, stateful CPU profiling, and layout diffing.",
  "overview": "Use dhruvanbhalara/flutter_agent_lens when the user needs a mcp server project with library-only, local, cloud deployment options.",
  "alternatives": [
    {
      "repo": "affaan-m/ECC",
      "reason": "Same mcp server intent with agent_memory, mcp overlap."
    },
    {
      "repo": "ModelEngine-Group/nexent",
      "reason": "Same mcp server intent with agent_memory, mcp overlap."
    },
    {
      "repo": "trpc-group/trpc-agent-go",
      "reason": "Same mcp server intent with agent_memory, mcp overlap."
    }
  ],
  "related": [
    {
      "repo": "BerriAI/litellm",
      "reason": "Related to dhruvanbhalara/flutter_agent_lens through mcp server category and library_only deployment."
    },
    {
      "repo": "AstrBotDevs/AstrBot",
      "reason": "Related to dhruvanbhalara/flutter_agent_lens through mcp server category and library_only deployment."
    },
    {
      "repo": "PrefectHQ/fastmcp",
      "reason": "Related to dhruvanbhalara/flutter_agent_lens through mcp server category and library_only deployment."
    },
    {
      "repo": "HKUDS/nanobot",
      "reason": "Related to dhruvanbhalara/flutter_agent_lens through mcp server category and library_only deployment."
    },
    {
      "repo": "ruvnet/ruflo",
      "reason": "Related to dhruvanbhalara/flutter_agent_lens through mcp server category and library_only deployment."
    },
    {
      "repo": "QwenLM/qwen-code",
      "reason": "Related to dhruvanbhalara/flutter_agent_lens through mcp server category and library_only deployment."
    },
    {
      "repo": "apify/apify-mcp-server",
      "reason": "Related to dhruvanbhalara/flutter_agent_lens through mcp server category and library_only deployment."
    },
    {
      "repo": "deepset-ai/haystack",
      "reason": "Related to dhruvanbhalara/flutter_agent_lens through mcp server category and library_only deployment."
    }
  ],
  "dependencies": [
    "MCP",
    "LLM provider"
  ],
  "deployments": [
    "library_only",
    "local",
    "cloud"
  ],
  "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"
  ],
  "classification": {
    "category": {
      "confidence": "high",
      "evidence": [
        "Matched \"model context protocol\" in metadata.",
        "Matched \"mcp\" in metadata."
      ]
    },
    "deployment": {
      "confidence": "high",
      "evidence": [
        "Matched \"library\" in repository content.",
        "Local usage is assumed for open source repositories unless contradicted."
      ]
    },
    "difficulty": {
      "confidence": "medium",
      "evidence": [
        "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": 45,
    "recent_commits": 16,
    "contributors": 1,
    "issue_response_time_hours": null,
    "release_frequency_180d": 17
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  "quality_signal_confidence": {
    "stars_30d_delta": "snapshot",
    "stars30d_window_days": 40,
    "commits_30d": "complete",
    "releases_180d": "complete",
    "contributors_90d": "complete"
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  "quality_score": 21,
  "agent_score": 59,
  "score": 74,
  "agent_score_breakdown": {
    "documentation": 90,
    "maintenance": 43,
    "deployment": 80,
    "popularity": 33,
    "community": 46
  },
  "git_top_score": 74,
  "git_top_score_breakdown": {
    "community": 62,
    "maintenance": 54,
    "documentation": 92,
    "stability": 100,
    "adoption": 42,
    "agent_readability": 100
  },
  "summary": {
    "tl_dr": "Use dhruvanbhalara/flutter_agent_lens when the user needs a mcp server project with library-only, local, cloud deployment options.",
    "purpose": "Use dhruvanbhalara/flutter_agent_lens when the user needs a mcp server project with library-only, local, cloud 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"
    ],
    "deployment": [
      "library_only",
      "local",
      "cloud"
    ],
    "alternatives": [
      {
        "repo": "affaan-m/ECC",
        "reason": "Same mcp server intent with agent_memory, mcp overlap."
      },
      {
        "repo": "ModelEngine-Group/nexent",
        "reason": "Same mcp server intent with agent_memory, mcp overlap."
      },
      {
        "repo": "trpc-group/trpc-agent-go",
        "reason": "Same mcp server intent with agent_memory, mcp overlap."
      }
    ]
  },
  "evidence": {
    "classification": {
      "category": {
        "confidence": "high",
        "evidence": [
          "Matched \"model context protocol\" in metadata.",
          "Matched \"mcp\" in metadata."
        ]
      },
      "deployment": {
        "confidence": "high",
        "evidence": [
          "Matched \"library\" in repository content.",
          "Local usage is assumed for open source repositories unless contradicted."
        ]
      },
      "difficulty": {
        "confidence": "medium",
        "evidence": [
          "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": 40,
      "commits_30d": "complete",
      "releases_180d": "complete",
      "contributors_90d": "complete"
    },
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      "project.topics",
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      "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": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.",
    "last_verified_at": "2026-08-10T13:50:19.865Z"
  },
  "caveats": [
    "edge-only Cloudflare Workers deployment without adaptation",
    "users expecting a complete hosted product"
  ],
  "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.",
  "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": "2026-08-10T13:50:19.865Z",
  "knowledge": {
    "project": {
      "id": "dhruvanbhalara/flutter_agent_lens",
      "owner": "dhruvanbhalara",
      "name": "flutter_agent_lens",
      "full_name": "dhruvanbhalara/flutter_agent_lens",
      "github_url": "https://github.com/dhruvanbhalara/flutter_agent_lens",
      "homepage_url": "https://pub.dev/packages/flutter_agent_lens",
      "description": "Agent-first Model Context Protocol (MCP) server to debug, profile, and optimize running Flutter apps. Connects AI assistants to Dart VM Service over WebSockets for direct access to widget trees, memory snapshots, network traffic, stateful CPU profiling, and layout diffing.",
      "language": "Dart",
      "topics": [],
      "license": "MIT",
      "stars": 45,
      "forks": 4,
      "open_issues": 4,
      "default_branch": "main",
      "created_at": "2026-05-30T12:41:05Z",
      "updated_at": "2026-08-08T06:20:27Z",
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        "connect agents to tools",
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        "edge-only Cloudflare Workers deployment without adaptation",
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      "alternatives": [
        {
          "project_id": "affaan-m/ECC",
          "reason": "Same mcp server intent with agent_memory, mcp overlap."
        },
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          "project_id": "ModelEngine-Group/nexent",
          "reason": "Same mcp server intent with agent_memory, mcp overlap."
        },
        {
          "project_id": "trpc-group/trpc-agent-go",
          "reason": "Same mcp server intent with agent_memory, mcp overlap."
        }
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      "summary_for_agent": "Use dhruvanbhalara/flutter_agent_lens when the user needs a mcp server project with library-only, local, cloud deployment options.",
      "classification": {
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          "confidence": "high",
          "evidence": [
            "Matched \"library\" 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": [
            "No Cloudflare deployment signal detected.",
            "No wrangler.toml found in inspected repository files."
          ]
        }
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      "schema_version": "v1",
      "generated_at": "2026-08-10T13:50:19.865Z"
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      "issue_first_response_median_hours": null,
      "recent_push_days": 2,
      "git_score": 21,
      "maintenance_score": 43,
      "signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 40,
        "commits_30d": "complete",
        "releases_180d": "complete",
        "contributors_90d": "complete"
      },
      "calculated_at": "2026-08-10T13:50:19.865Z"
    }
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    "requested_id": "dhruvanbhalara/flutter_agent_lens",
    "resolved_id": "dhruvanbhalara/flutter_agent_lens",
    "resolution": "direct"
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    "generated_at": "2026-08-16T16:10:44.897Z",
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    "schema_version": "git-top.knowledge.v1",
    "loaded_project_limit": 2000,
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}