{
  "project_id": "ImFeH2/flowent",
  "repo": "ImFeH2/flowent",
  "name": "flowent",
  "github_url": "https://github.com/ImFeH2/flowent",
  "homepage_url": null,
  "language": "TypeScript",
  "license": "Apache-2.0",
  "project_kind": "project",
  "category": [
    "mcp_server"
  ],
  "tags": [
    "agent",
    "agent-runtime",
    "agentic-workflows",
    "ai",
    "ai-agent",
    "ai-workspace",
    "automation",
    "fastapi",
    "llm",
    "mcp",
    "react",
    "telegram-bot",
    "workflow",
    "workflow-automation"
  ],
  "description": "Run tasks and build workflows by talking to Flowent",
  "overview": "Use ImFeH2/flowent when the user needs a mcp server project with docker, library-only, local deployment options.",
  "alternatives": [
    {
      "repo": "can1357/oh-my-pi",
      "reason": "Same mcp server intent with mcp overlap."
    },
    {
      "repo": "heygen-com/hyperframes",
      "reason": "Same mcp server intent with mcp overlap."
    },
    {
      "repo": "danny-avila/LibreChat",
      "reason": "Same mcp server intent with mcp overlap."
    }
  ],
  "related": [
    {
      "repo": "bytechefhq/bytechef",
      "reason": "Related to ImFeH2/flowent through mcp server category and docker deployment."
    },
    {
      "repo": "googleapis/mcp-toolbox",
      "reason": "Related to ImFeH2/flowent through mcp server category and docker deployment."
    },
    {
      "repo": "heymrun/heym",
      "reason": "Related to ImFeH2/flowent through mcp server category and docker deployment."
    },
    {
      "repo": "activepieces/activepieces",
      "reason": "Related to ImFeH2/flowent through mcp server category and docker deployment."
    },
    {
      "repo": "ModelEngine-Group/nexent",
      "reason": "Related to ImFeH2/flowent through mcp server category and docker deployment."
    },
    {
      "repo": "freddy-schuetz/n8n-claw",
      "reason": "Related to ImFeH2/flowent through mcp server category and docker deployment."
    },
    {
      "repo": "fdueblab/Micro-Agent",
      "reason": "Related to ImFeH2/flowent through mcp server category and docker deployment."
    },
    {
      "repo": "firerpa/lamda",
      "reason": "Related to ImFeH2/flowent through mcp server category and docker deployment."
    }
  ],
  "dependencies": [
    "MCP",
    "LLM provider"
  ],
  "deployments": [
    "docker",
    "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": "medium",
      "evidence": [
        "Matched \"mcp\" in metadata."
      ]
    },
    "deployment": {
      "confidence": "high",
      "evidence": [
        "Found Docker configuration file.",
        "Matched \"pip install\" in repository content.",
        "Matched \"npm install\" in repository content.",
        "Local usage is assumed for open source repositories unless contradicted."
      ]
    },
    "difficulty": {
      "confidence": "medium",
      "evidence": [
        "Repository has under 10k stars, so complexity is treated conservatively."
      ]
    },
    "cloudflare_ready": {
      "confidence": "high",
      "evidence": [
        "Runtime blocker: python.",
        "No Cloudflare deployment signal detected."
      ]
    }
  },
  "quality_signals": {
    "stars": 247,
    "recent_commits": 90,
    "contributors": 1,
    "issue_response_time_hours": null,
    "release_frequency_180d": 29
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  "quality_signal_confidence": {
    "stars_30d_delta": "estimated",
    "commits_30d": "complete",
    "releases_180d": "complete",
    "contributors_90d": "complete"
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  "quality_score": 29,
  "agent_score": 67,
  "score": 81,
  "agent_score_breakdown": {
    "documentation": 90,
    "maintenance": 55,
    "deployment": 90,
    "popularity": 48,
    "community": 46
  },
  "git_top_score": 81,
  "git_top_score_breakdown": {
    "community": 69,
    "maintenance": 69,
    "documentation": 84,
    "stability": 100,
    "adoption": 64,
    "agent_readability": 100
  },
  "summary": {
    "tl_dr": "Use ImFeH2/flowent when the user needs a mcp server project with docker, library-only, local deployment options.",
    "purpose": "Use ImFeH2/flowent when the user needs a mcp server project with docker, library-only, 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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    "not_good_for": [
      "edge-only Cloudflare Workers deployment without adaptation",
      "users expecting a complete hosted product",
      "front-end apps",
      "non-tooling backends"
    ],
    "deployment": [
      "docker",
      "library_only",
      "local",
      "cloud"
    ],
    "alternatives": [
      {
        "repo": "can1357/oh-my-pi",
        "reason": "Same mcp server intent with mcp overlap."
      },
      {
        "repo": "heygen-com/hyperframes",
        "reason": "Same mcp server intent with mcp overlap."
      },
      {
        "repo": "danny-avila/LibreChat",
        "reason": "Same mcp server intent with mcp overlap."
      }
    ]
  },
  "evidence": {
    "classification": {
      "category": {
        "confidence": "medium",
        "evidence": [
          "Matched \"mcp\" in metadata."
        ]
      },
      "deployment": {
        "confidence": "high",
        "evidence": [
          "Found Docker configuration file.",
          "Matched \"pip install\" in repository content.",
          "Matched \"npm install\" in repository content.",
          "Local usage is assumed for open source repositories unless contradicted."
        ]
      },
      "difficulty": {
        "confidence": "medium",
        "evidence": [
          "Repository has under 10k stars, so complexity is treated conservatively."
        ]
      },
      "cloudflare_ready": {
        "confidence": "high",
        "evidence": [
          "Runtime blocker: python.",
          "No Cloudflare deployment signal detected."
        ]
      }
    },
    "quality_signal_confidence": {
      "stars_30d_delta": "estimated",
      "commits_30d": "complete",
      "releases_180d": "complete",
      "contributors_90d": "complete"
    },
    "source_fields": [
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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",
      "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": "2026-07-12T12:01:08.928Z"
  },
  "caveats": [
    "edge-only Cloudflare Workers deployment without adaptation",
    "users expecting a complete hosted product",
    "Partial or estimated quality signals: stars30dDelta."
  ],
  "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",
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    "agent_card.classification",
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  ],
  "last_verified_at": "2026-07-12T12:01:08.928Z",
  "knowledge": {
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      "owner": "ImFeH2",
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      "homepage_url": null,
      "description": "Run tasks and build workflows by talking to Flowent",
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      "forks": 13,
      "open_issues": 0,
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          "project_id": "can1357/oh-my-pi",
          "reason": "Same mcp server intent with mcp overlap."
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        },
        {
          "project_id": "danny-avila/LibreChat",
          "reason": "Same mcp server intent with mcp overlap."
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      "summary_for_agent": "Use ImFeH2/flowent when the user needs a mcp server project with docker, library-only, local deployment options.",
      "classification": {
        "category": {
          "confidence": "medium",
          "evidence": [
            "Matched \"mcp\" in metadata."
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            "Matched \"npm install\" in repository content.",
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        "cloudflare_ready": {
          "confidence": "high",
          "evidence": [
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            "No Cloudflare deployment signal detected."
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      "commits_30d": 90,
      "releases_180d": 29,
      "contributors_90d": 1,
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      "git_score": 29,
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        "releases_180d": "complete",
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    "resolved_id": "ImFeH2/flowent",
    "resolution": "direct"
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    "generated_at": "2026-07-12T20:12:49.175Z",
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