{
  "project_id": "2FastLabs/agent-squad",
  "repo": "2FastLabs/agent-squad",
  "name": "agent-squad",
  "github_url": "https://github.com/2FastLabs/agent-squad",
  "homepage_url": "https://2fastlabs.github.io/agent-squad/",
  "language": "Python",
  "license": "Apache-2.0",
  "project_kind": "project",
  "category": [
    "agent_framework"
  ],
  "tags": [
    "agentic-ai",
    "agents",
    "ai-agents",
    "ai-agents-framework",
    "anthropic",
    "anthropic-claude",
    "aws",
    "aws-bedrock",
    "aws-cdk",
    "aws-lambda",
    "chatbot",
    "framework",
    "generative-ai",
    "machine-learning",
    "openai",
    "openaiapi",
    "orchestrator",
    "python",
    "serverless",
    "typescript"
  ],
  "description": "Flexible and powerful framework for managing multiple AI agents and handling complex conversations",
  "overview": "Use 2FastLabs/agent-squad when the user needs an agent framework project with serverless, library-only, local deployment options.",
  "alternatives": [
    {
      "repo": "langchain-ai/langchain",
      "reason": "Same agent framework intent with workflow overlap."
    },
    {
      "repo": "omnigent-ai/omnigent",
      "reason": "Same agent framework intent with workflow overlap."
    },
    {
      "repo": "Significant-Gravitas/AutoGPT",
      "reason": "Same agent framework intent with workflow overlap."
    }
  ],
  "related": [
    {
      "repo": "CopilotKit/CopilotKit",
      "reason": "Related to 2FastLabs/agent-squad through agent framework category and library_only deployment."
    },
    {
      "repo": "e2b-dev/E2B",
      "reason": "Related to 2FastLabs/agent-squad through agent framework category and library_only deployment."
    },
    {
      "repo": "langchain-ai/langchain",
      "reason": "Related to 2FastLabs/agent-squad through agent framework category and library_only deployment."
    },
    {
      "repo": "google/adk-python",
      "reason": "Related to 2FastLabs/agent-squad through agent framework category and library_only deployment."
    },
    {
      "repo": "ax-llm/ax",
      "reason": "Related to 2FastLabs/agent-squad through agent framework category and library_only deployment."
    },
    {
      "repo": "i-am-bee/beeai-framework",
      "reason": "Related to 2FastLabs/agent-squad through agent framework category and library_only deployment."
    },
    {
      "repo": "ag2ai/ag2",
      "reason": "Related to 2FastLabs/agent-squad through agent framework category and library_only deployment."
    },
    {
      "repo": "vercel/ai",
      "reason": "Related to 2FastLabs/agent-squad through agent framework category and serverless deployment."
    }
  ],
  "dependencies": [
    "LLM provider"
  ],
  "deployments": [
    "serverless",
    "library_only",
    "local",
    "cloud"
  ],
  "difficulty": "beginner",
  "cloudflare_ready": false,
  "use_cases": [
    "build agents with agent-squad",
    "orchestrate LLM tools",
    "prototype autonomous workflows"
  ],
  "not_good_for": [
    "edge-only Cloudflare Workers deployment without adaptation",
    "users expecting a complete hosted product"
  ],
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    "category": {
      "confidence": "high",
      "evidence": [
        "Matched \"agent\" in metadata.",
        "Matched \"agents\" in metadata."
      ]
    },
    "deployment": {
      "confidence": "high",
      "evidence": [
        "Matched \"serverless\" in repository content.",
        "Matched \"pip install\" in repository content.",
        "Matched \"npm install\" in repository content.",
        "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": [
        "Runtime blocker: python.",
        "No Cloudflare deployment signal detected.",
        "No wrangler.toml found in inspected repository files."
      ]
    }
  },
  "quality_signals": {
    "stars": 7773,
    "recent_commits": 13,
    "contributors": 30,
    "issue_response_time_hours": null,
    "release_frequency_180d": 11
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  "quality_signal_confidence": {
    "stars_30d_delta": "snapshot",
    "stars30d_window_days": 30,
    "commits_30d": "complete",
    "releases_180d": "complete",
    "contributors_90d": "complete"
  },
  "quality_score": 26,
  "agent_score": 75,
  "score": 88,
  "agent_score_breakdown": {
    "documentation": 90,
    "maintenance": 48,
    "deployment": 90,
    "popularity": 78,
    "community": 75
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  "git_top_score": 88,
  "git_top_score_breakdown": {
    "community": 100,
    "maintenance": 55,
    "documentation": 92,
    "stability": 90,
    "adoption": 100,
    "agent_readability": 100
  },
  "verification": {
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    "overall_status": "partial",
    "observed_at": "2026-09-26T13:31:06.440Z",
    "signals": {
      "activity": {
        "status": "observed",
        "source": "github_metadata",
        "evidence": [
          "project.pushed_at",
          "metrics.recent_push_days"
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      },
      "license": {
        "status": "observed",
        "source": "github_metadata",
        "evidence": [
          "project.license"
        ]
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      "documentation": {
        "status": "observed",
        "source": "github_metadata",
        "evidence": [
          "project.description"
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      },
      "runtime": {
        "status": "inferred",
        "source": "git_top_heuristic",
        "evidence": [
          "agent_card.deployment",
          "agent_card.cloudflare_ready"
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      },
      "install": {
        "status": "not_run",
        "source": "git_top_runtime",
        "evidence": [
          "installation/build probe is not enabled"
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      },
      "security": {
        "status": "not_run",
        "source": "git_top_runtime",
        "evidence": [
          "dependency/security scan is not enabled"
        ]
      },
      "mcp": {
        "status": "not_applicable",
        "source": "git_top_runtime",
        "evidence": [
          "project is not classified as mcp_server"
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    "coverage": {
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      "inferred": 1,
      "not_run": 2,
      "unknown": 0
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    "next_steps": [
      "Run an installation/build probe before production adoption.",
      "Run a dependency and security scan before treating the score as a trust claim."
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  },
  "summary": {
    "tl_dr": "Use 2FastLabs/agent-squad when the user needs an agent framework project with serverless, library-only, local deployment options.",
    "purpose": "Use 2FastLabs/agent-squad when the user needs an agent framework project with serverless, library-only, local deployment options.",
    "install": "Install as a library or package using the repository instructions.",
    "inputs": [
      "task prompt",
      "tools",
      "context",
      "memory/state"
    ],
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      "agent runs",
      "tool calls",
      "workflow state"
    ],
    "good_for": [
      "build agents with agent-squad",
      "orchestrate LLM tools",
      "prototype autonomous workflows",
      "stateful agents",
      "tool-using assistants",
      "workflow orchestration"
    ],
    "not_good_for": [
      "edge-only Cloudflare Workers deployment without adaptation",
      "users expecting a complete hosted product",
      "simple prompt-only apps",
      "one-shot chat wrappers"
    ],
    "deployment": [
      "serverless",
      "library_only",
      "local",
      "cloud"
    ],
    "alternatives": [
      {
        "repo": "langchain-ai/langchain",
        "reason": "Same agent framework intent with workflow overlap."
      },
      {
        "repo": "omnigent-ai/omnigent",
        "reason": "Same agent framework intent with workflow overlap."
      },
      {
        "repo": "Significant-Gravitas/AutoGPT",
        "reason": "Same agent framework intent with workflow overlap."
      }
    ]
  },
  "evidence": {
    "classification": {
      "category": {
        "confidence": "high",
        "evidence": [
          "Matched \"agent\" in metadata.",
          "Matched \"agents\" in metadata."
        ]
      },
      "deployment": {
        "confidence": "high",
        "evidence": [
          "Matched \"serverless\" in repository content.",
          "Matched \"pip install\" in repository content.",
          "Matched \"npm install\" in repository content.",
          "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": [
          "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": 30,
      "commits_30d": "complete",
      "releases_180d": "complete",
      "contributors_90d": "complete"
    },
    "verification": {
      "schema_version": "git-top.verification.v1",
      "overall_status": "partial",
      "observed_at": "2026-09-26T13:31:06.440Z",
      "signals": {
        "activity": {
          "status": "observed",
          "source": "github_metadata",
          "evidence": [
            "project.pushed_at",
            "metrics.recent_push_days"
          ]
        },
        "license": {
          "status": "observed",
          "source": "github_metadata",
          "evidence": [
            "project.license"
          ]
        },
        "documentation": {
          "status": "observed",
          "source": "github_metadata",
          "evidence": [
            "project.description"
          ]
        },
        "runtime": {
          "status": "inferred",
          "source": "git_top_heuristic",
          "evidence": [
            "agent_card.deployment",
            "agent_card.cloudflare_ready"
          ]
        },
        "install": {
          "status": "not_run",
          "source": "git_top_runtime",
          "evidence": [
            "installation/build probe is not enabled"
          ]
        },
        "security": {
          "status": "not_run",
          "source": "git_top_runtime",
          "evidence": [
            "dependency/security scan is not enabled"
          ]
        },
        "mcp": {
          "status": "not_applicable",
          "source": "git_top_runtime",
          "evidence": [
            "project is not classified as mcp_server"
          ]
        }
      },
      "coverage": {
        "observed": 3,
        "inferred": 1,
        "not_run": 2,
        "unknown": 0
      },
      "next_steps": [
        "Run an installation/build probe before production adoption.",
        "Run a dependency and security scan before treating the score as a trust claim."
      ]
    },
    "source_fields": [
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      "project.language",
      "project.license",
      "agent_card.summary_for_agent",
      "agent_card.use_cases",
      "agent_card.deployment",
      "agent_card.classification",
      "metrics",
      "verification.signals"
    ],
    "caveats": [
      "edge-only Cloudflare Workers deployment without adaptation",
      "users expecting a complete hosted product",
      "Independent installation, security, or runtime probes have not been run for this project."
    ],
    "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.",
    "last_verified_at": "2026-09-26T13:31:06.440Z"
  },
  "caveats": [
    "edge-only Cloudflare Workers deployment without adaptation",
    "users expecting a complete hosted product",
    "Independent installation, security, or runtime probes have not been run for this project."
  ],
  "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",
    "verification.signals"
  ],
  "last_verified_at": "2026-09-26T13:31:06.440Z",
  "knowledge": {
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      "id": "2FastLabs/agent-squad",
      "owner": "2FastLabs",
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      "full_name": "2FastLabs/agent-squad",
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      "homepage_url": "https://2fastlabs.github.io/agent-squad/",
      "description": "Flexible and powerful framework for managing multiple AI agents and handling complex conversations",
      "language": "Python",
      "topics": [
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        "aws",
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        "aws-lambda",
        "chatbot",
        "framework",
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      "license": "Apache-2.0",
      "stars": 7773,
      "forks": 739,
      "open_issues": 114,
      "default_branch": "main",
      "created_at": "2024-07-23T12:48:30Z",
      "updated_at": "2026-09-26T11:18:55Z",
      "pushed_at": "2026-09-23T11:09:25Z",
      "synced_at": "2026-09-26T13:31:06.440Z"
    },
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      "project_id": "2FastLabs/agent-squad",
      "project_kind": "project",
      "category": "agent_framework",
      "difficulty": "beginner",
      "deployment": [
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      "use_cases": [
        "build agents with agent-squad",
        "orchestrate LLM tools",
        "prototype autonomous workflows"
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        "users expecting a complete hosted product"
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      "alternatives": [
        {
          "project_id": "langchain-ai/langchain",
          "reason": "Same agent framework intent with workflow overlap."
        },
        {
          "project_id": "omnigent-ai/omnigent",
          "reason": "Same agent framework intent with workflow overlap."
        },
        {
          "project_id": "Significant-Gravitas/AutoGPT",
          "reason": "Same agent framework intent with workflow overlap."
        }
      ],
      "summary_for_agent": "Use 2FastLabs/agent-squad when the user needs an agent framework project with serverless, library-only, local deployment options.",
      "classification": {
        "category": {
          "confidence": "high",
          "evidence": [
            "Matched \"agent\" in metadata.",
            "Matched \"agents\" in metadata."
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        },
        "deployment": {
          "confidence": "high",
          "evidence": [
            "Matched \"serverless\" in repository content.",
            "Matched \"pip install\" in repository content.",
            "Matched \"npm install\" in repository content.",
            "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": [
            "Runtime blocker: python.",
            "No Cloudflare deployment signal detected.",
            "No wrangler.toml found in inspected repository files."
          ]
        }
      },
      "schema_version": "v1",
      "generated_at": "2026-09-26T13:31:06.440Z"
    },
    "metrics": {
      "project_id": "2FastLabs/agent-squad",
      "stars_30d_delta": 25,
      "commits_30d": 13,
      "releases_180d": 11,
      "contributors_90d": 30,
      "issue_first_response_median_hours": null,
      "recent_push_days": 3,
      "git_score": 26,
      "maintenance_score": 48,
      "signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 30,
        "commits_30d": "complete",
        "releases_180d": "complete",
        "contributors_90d": "complete"
      },
      "calculated_at": "2026-09-26T13:31:06.440Z"
    }
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  "resolved_from": {
    "requested_id": "2FastLabs/agent-squad",
    "resolved_id": "2FastLabs/agent-squad",
    "resolution": "direct"
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    "source": "d1",
    "reason": "d1_query",
    "project_count": 1213,
    "generated_at": "2026-09-26T18:26:20.516Z",
    "snapshot_id": "d1:1213:2026-09-26T18:01:08.000Z",
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}