{
  "project_id": "linora-u/AgentLoom",
  "repo": "linora-u/AgentLoom",
  "name": "AgentLoom",
  "github_url": "https://github.com/linora-u/AgentLoom",
  "homepage_url": "https://github.com/linora-u/AgentLoom#readme",
  "language": "Python",
  "license": null,
  "project_kind": "project",
  "category": [
    "mcp_server"
  ],
  "tags": [
    "agent-framework",
    "ai-agent",
    "automation",
    "cicd",
    "code-review",
    "developer-tools",
    "llm",
    "mcp",
    "multi-agent",
    "open-source",
    "orchestration",
    "python",
    "unit-testing",
    "workflow-automation",
    "yaml"
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  "description": "Simple, flexible workflow orchestration for multi-agent AI apps, with YAML configuration, runtime safety, observability, and resume support.",
  "overview": "Use linora-u/AgentLoom when the user needs a mcp server project with local, cloud deployment options.",
  "alternatives": [],
  "related": [
    {
      "repo": "ImFeH2/flowent",
      "reason": "Related to linora-u/AgentLoom through mcp server category and local deployment."
    },
    {
      "repo": "ZaxbyHub/opencode-swarm",
      "reason": "Related to linora-u/AgentLoom through mcp server category and local deployment."
    },
    {
      "repo": "mixpeek/amux",
      "reason": "Related to linora-u/AgentLoom through mcp server category and local deployment."
    },
    {
      "repo": "trpc-group/trpc-agent-go",
      "reason": "Related to linora-u/AgentLoom through mcp server category and local deployment."
    },
    {
      "repo": "bytechefhq/bytechef",
      "reason": "Related to linora-u/AgentLoom through mcp server category and local deployment."
    },
    {
      "repo": "ModelEngine-Group/nexent",
      "reason": "Related to linora-u/AgentLoom through mcp server category and local deployment."
    },
    {
      "repo": "automagik-dev/genie",
      "reason": "Related to linora-u/AgentLoom through mcp server category and local deployment."
    },
    {
      "repo": "bagidea/bagidea-office",
      "reason": "Related to linora-u/AgentLoom through mcp server category and local deployment."
    }
  ],
  "dependencies": [
    "MCP",
    "LLM provider"
  ],
  "deployments": [
    "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"
  ],
  "classification": {
    "category": {
      "confidence": "medium",
      "evidence": [
        "Matched \"mcp\" in metadata."
      ]
    },
    "deployment": {
      "confidence": "medium",
      "evidence": [
        "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": 89,
    "recent_commits": 44,
    "contributors": 3,
    "issue_response_time_hours": null,
    "release_frequency_180d": 2
  },
  "quality_signal_confidence": {
    "stars_30d_delta": "estimated",
    "commits_30d": "complete",
    "releases_180d": "complete",
    "contributors_90d": "complete"
  },
  "quality_score": 13,
  "agent_score": 55,
  "score": 70,
  "agent_score_breakdown": {
    "documentation": 90,
    "maintenance": 28,
    "deployment": 70,
    "popularity": 39,
    "community": 48
  },
  "git_top_score": 70,
  "git_top_score_breakdown": {
    "community": 70,
    "maintenance": 43,
    "documentation": 84,
    "stability": 86,
    "adoption": 52,
    "agent_readability": 90
  },
  "summary": {
    "tl_dr": "Use linora-u/AgentLoom when the user needs a mcp server project with local, cloud deployment options.",
    "purpose": "Use linora-u/AgentLoom when the user needs a mcp server project with local, cloud deployment options.",
    "install": "Run the MCP server following the repository's transport 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"
    ],
    "not_good_for": [
      "edge-only Cloudflare Workers deployment without adaptation",
      "front-end apps",
      "non-tooling backends"
    ],
    "deployment": [
      "local",
      "cloud"
    ],
    "alternatives": []
  },
  "evidence": {
    "classification": {
      "category": {
        "confidence": "medium",
        "evidence": [
          "Matched \"mcp\" in metadata."
        ]
      },
      "deployment": {
        "confidence": "medium",
        "evidence": [
          "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": "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",
      "Partial or estimated quality signals: stars30dDelta."
    ],
    "confidence_reason": "Evidence is incomplete; use this project as an exploration candidate until classification and quality signals are reviewed.",
    "last_verified_at": "2026-07-14T03:00:09.769Z"
  },
  "caveats": [
    "edge-only Cloudflare Workers deployment without adaptation",
    "Partial or estimated quality signals: stars30dDelta."
  ],
  "confidence_reason": "Evidence is incomplete; use this project as an exploration candidate until classification and quality signals are reviewed.",
  "source_fields": [
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  "last_verified_at": "2026-07-14T03:00:09.769Z",
  "knowledge": {
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      "owner": "linora-u",
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      "open_issues": 7,
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      "updated_at": "2026-07-13T14:13:49Z",
      "pushed_at": "2026-07-13T14:10:01Z",
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      "project_id": "linora-u/AgentLoom",
      "project_kind": "project",
      "category": "mcp_server",
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        "connect agents to tools",
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        "edge-only Cloudflare Workers deployment without adaptation"
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      "alternatives": [],
      "summary_for_agent": "Use linora-u/AgentLoom when the user needs a mcp server project with local, cloud deployment options.",
      "classification": {
        "category": {
          "confidence": "medium",
          "evidence": [
            "Matched \"mcp\" in metadata."
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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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      "schema_version": "v1",
      "generated_at": "2026-07-14T03:00:09.769Z"
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    "metrics": {
      "project_id": "linora-u/AgentLoom",
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      "commits_30d": 44,
      "releases_180d": 2,
      "contributors_90d": 3,
      "issue_first_response_median_hours": null,
      "recent_push_days": 0,
      "git_score": 13,
      "maintenance_score": 28,
      "signal_confidence": {
        "stars_30d_delta": "estimated",
        "commits_30d": "complete",
        "releases_180d": "complete",
        "contributors_90d": "complete"
      },
      "calculated_at": "2026-07-14T03:00:09.769Z"
    }
  },
  "resolved_from": {
    "requested_id": "linora-u/AgentLoom",
    "resolved_id": "linora-u/AgentLoom",
    "resolution": "direct"
  },
  "metadata": {
    "source": "d1",
    "reason": "d1_query",
    "project_count": 946,
    "generated_at": "2026-07-15T07:15:00.022Z",
    "snapshot_id": "d1:946:2026-07-15T07:00:33.967Z",
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