{
  "focus": "cloudflare/agents",
  "project": {
    "repo": "cloudflare/agents",
    "name": "agents",
    "description": "Build and deploy AI Agents on Cloudflare ",
    "maintainer": "cloudflare",
    "license": "MIT",
    "language": "TypeScript",
    "recent_activity": "active_last_week"
  },
  "summary": "cloudflare/agents graph connects 3 alternatives, 8 related projects, 2 inferred dependencies, 4 deployment targets, and 3 use cases.",
  "next_actions": [
    {
      "label": "Open project knowledge",
      "href": "/projects/cloudflare/agents",
      "kind": "project"
    },
    {
      "label": "Find alternatives",
      "href": "/alternatives/cloudflare/agents",
      "kind": "alternatives"
    },
    {
      "label": "Explore related projects",
      "href": "/api/related/cloudflare/agents",
      "kind": "related"
    },
    {
      "label": "Explain score",
      "href": "/score/cloudflare/agents",
      "kind": "score"
    },
    {
      "label": "Compare shortlist",
      "href": "/api/compare?repos=cloudflare/agents",
      "kind": "compare"
    }
  ],
  "graph_stats": {
    "node_count": 86,
    "edge_count": 350,
    "project_count": 47,
    "relationship_counts": {
      "alternative": 72,
      "related": 72,
      "category": 24,
      "deployment": 82,
      "use_case": 72,
      "dependency": 28
    }
  },
  "relationship_groups": {
    "alternatives": [
      {
        "repo": "langchain-ai/langchain",
        "reason": "Same agent framework intent with workflow overlap."
      },
      {
        "repo": "CopilotKit/CopilotKit",
        "reason": "Same agent framework intent with workflow overlap."
      },
      {
        "repo": "BuilderIO/agent-native",
        "reason": "Same agent framework intent with workflow overlap."
      }
    ],
    "related": [
      {
        "repo": "omnigent-ai/omnigent",
        "reason": "Shared agent framework category and serverless deployment context."
      },
      {
        "repo": "livekit/agents",
        "reason": "Shared agent framework category and library_only deployment context."
      },
      {
        "repo": "chroma-core/chroma",
        "reason": "Shared agent framework category and serverless deployment context."
      },
      {
        "repo": "google/adk-python",
        "reason": "Shared agent framework category and library_only deployment context."
      },
      {
        "repo": "langchain-ai/langchainjs",
        "reason": "Shared agent framework category and cloudflare deployment context."
      },
      {
        "repo": "Significant-Gravitas/AutoGPT",
        "reason": "Shared agent framework category and library_only deployment context."
      },
      {
        "repo": "e2b-dev/E2B",
        "reason": "Shared agent framework category and library_only deployment context."
      },
      {
        "repo": "supermemoryai/supermemory",
        "reason": "Shared agent framework category and serverless deployment context."
      }
    ],
    "dependencies": [
      "Cloudflare Workers",
      "LLM provider"
    ],
    "deployment_targets": [
      "cloudflare",
      "serverless",
      "library_only",
      "local"
    ],
    "use_cases": [
      "build agents with agents",
      "orchestrate LLM tools",
      "prototype autonomous workflows"
    ]
  },
  "migration_paths": [
    {
      "from": "cloudflare/agents",
      "to": "langchain-ai/langchain",
      "compatibility": "medium",
      "estimated_cost": "medium",
      "shared_signals": [
        "category:agent_framework",
        "deployment:library_only",
        "deployment:local",
        "use_case:orchestrate LLM tools",
        "use_case:prototype autonomous workflows",
        "dependency:LLM provider"
      ],
      "gaps": [
        "Deployment targets not listed by target: cloudflare, serverless.",
        "Language changes from TypeScript to Python."
      ],
      "validation_steps": [
        "Compare API, configuration, license, and dependency requirements.",
        "Run the target project's minimal example or test suite.",
        "Verify deployment, persistence, and tool-execution behavior in the requested runtime."
      ],
      "evidence": [
        "agent_card.category",
        "agent_card.deployment",
        "agent_card.use_cases",
        "project.language",
        "project.license"
      ]
    },
    {
      "from": "cloudflare/agents",
      "to": "CopilotKit/CopilotKit",
      "compatibility": "high",
      "estimated_cost": "medium",
      "shared_signals": [
        "category:agent_framework",
        "deployment:library_only",
        "deployment:local",
        "use_case:orchestrate LLM tools",
        "use_case:prototype autonomous workflows",
        "dependency:LLM provider",
        "language:TypeScript"
      ],
      "gaps": [
        "Deployment targets not listed by target: cloudflare, serverless."
      ],
      "validation_steps": [
        "Compare API, configuration, license, and dependency requirements.",
        "Run the target project's minimal example or test suite.",
        "Verify deployment, persistence, and tool-execution behavior in the requested runtime."
      ],
      "evidence": [
        "agent_card.category",
        "agent_card.deployment",
        "agent_card.use_cases",
        "project.language",
        "project.license"
      ]
    },
    {
      "from": "cloudflare/agents",
      "to": "BuilderIO/agent-native",
      "compatibility": "high",
      "estimated_cost": "medium",
      "shared_signals": [
        "category:agent_framework",
        "deployment:local",
        "use_case:orchestrate LLM tools",
        "use_case:prototype autonomous workflows",
        "dependency:LLM provider",
        "language:TypeScript"
      ],
      "gaps": [
        "Deployment targets not listed by target: cloudflare, serverless, library_only."
      ],
      "validation_steps": [
        "Compare API, configuration, license, and dependency requirements.",
        "Run the target project's minimal example or test suite.",
        "Verify deployment, persistence, and tool-execution behavior in the requested runtime."
      ],
      "evidence": [
        "agent_card.category",
        "agent_card.deployment",
        "agent_card.use_cases",
        "project.language",
        "project.license"
      ]
    }
  ],
  "evidence": {
    "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",
      "graph.nodes",
      "graph.edges",
      "graph.relationship_groups",
      "graph.migration_paths"
    ],
    "caveats": [
      "users expecting a complete hosted product",
      "Partial or estimated quality signals: releases180d.",
      "Independent installation, security, or runtime probes have not been run for this project."
    ],
    "confidence_reason": "cloudflare/agents graph is grounded in indexed alternatives, related projects, deployments, dependencies, and use cases.",
    "last_verified_at": "2026-09-20T06:00:59.363Z",
    "verification": {
      "schema_version": "git-top.verification.v1",
      "overall_status": "partial",
      "observed_at": "2026-09-20T06:00:59.363Z",
      "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."
      ]
    }
  },
  "caveats": [
    "users expecting a complete hosted product",
    "Partial or estimated quality signals: releases180d.",
    "Independent installation, security, or runtime probes have not been run for this project."
  ],
  "confidence_reason": "cloudflare/agents graph is grounded in indexed alternatives, related projects, deployments, dependencies, and use cases.",
  "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",
    "graph.nodes",
    "graph.edges",
    "graph.relationship_groups",
    "graph.migration_paths"
  ],
  "last_verified_at": "2026-09-20T06:00:59.363Z",
  "nodes": [
    {
      "id": "cloudflare/agents",
      "label": "agents",
      "kind": "project",
      "repo": "cloudflare/agents",
      "score": 86
    },
    {
      "id": "category:agent_framework",
      "label": "agent framework",
      "kind": "category"
    },
    {
      "id": "deployment:cloudflare",
      "label": "cloudflare",
      "kind": "deployment"
    },
    {
      "id": "deployment:serverless",
      "label": "serverless",
      "kind": "deployment"
    },
    {
      "id": "deployment:library_only",
      "label": "library_only",
      "kind": "deployment"
    },
    {
      "id": "deployment:local",
      "label": "local",
      "kind": "deployment"
    },
    {
      "id": "use_case:build-agents-with-agents",
      "label": "build agents with agents",
      "kind": "use_case"
    },
    {
      "id": "use_case:orchestrate-llm-tools",
      "label": "orchestrate LLM tools",
      "kind": "use_case"
    },
    {
      "id": "use_case:prototype-autonomous-workflows",
      "label": "prototype autonomous workflows",
      "kind": "use_case"
    },
    {
      "id": "dependency:cloudflare-workers",
      "label": "Cloudflare Workers",
      "kind": "dependency"
    },
    {
      "id": "dependency:llm-provider",
      "label": "LLM provider",
      "kind": "dependency"
    },
    {
      "id": "langchain-ai/langchain",
      "label": "langchain",
      "kind": "project",
      "repo": "langchain-ai/langchain",
      "score": 90
    },
    {
      "id": "CopilotKit/CopilotKit",
      "label": "CopilotKit",
      "kind": "project",
      "score": 90,
      "repo": "CopilotKit/CopilotKit"
    },
    {
      "id": "BuilderIO/agent-native",
      "label": "agent-native",
      "kind": "project",
      "repo": "BuilderIO/agent-native"
    },
    {
      "id": "omnigent-ai/omnigent",
      "label": "omnigent",
      "kind": "project",
      "repo": "omnigent-ai/omnigent",
      "score": 88
    },
    {
      "id": "livekit/agents",
      "label": "agents",
      "kind": "project",
      "score": 85,
      "repo": "livekit/agents"
    },
    {
      "id": "chroma-core/chroma",
      "label": "chroma",
      "kind": "project",
      "score": 86,
      "repo": "chroma-core/chroma"
    },
    {
      "id": "deployment:docker",
      "label": "docker",
      "kind": "deployment"
    },
    {
      "id": "deployment:cloud",
      "label": "cloud",
      "kind": "deployment"
    },
    {
      "id": "use_case:build-agents-with-langchain",
      "label": "build agents with langchain",
      "kind": "use_case"
    },
    {
      "id": "dependency:vector-database",
      "label": "Vector database",
      "kind": "dependency"
    },
    {
      "id": "framerslab/agentos",
      "label": "agentos",
      "kind": "project",
      "repo": "framerslab/agentos"
    },
    {
      "id": "Protocol-Lattice/go-agent",
      "label": "go-agent",
      "kind": "project",
      "repo": "Protocol-Lattice/go-agent"
    },
    {
      "id": "TransformerOptimus/SuperAGI",
      "label": "SuperAGI",
      "kind": "project",
      "repo": "TransformerOptimus/SuperAGI"
    },
    {
      "id": "e2b-dev/E2B",
      "label": "E2B",
      "kind": "project",
      "repo": "e2b-dev/E2B",
      "score": 85
    },
    {
      "id": "alibaba/open-code-review",
      "label": "open-code-review",
      "kind": "project",
      "score": 86,
      "repo": "alibaba/open-code-review"
    },
    {
      "id": "use_case:build-agents-with-open-code-review",
      "label": "build agents with open-code-review",
      "kind": "use_case"
    },
    {
      "id": "charmbracelet/crush",
      "label": "crush",
      "kind": "project",
      "score": 88,
      "repo": "charmbracelet/crush"
    },
    {
      "id": "aristoteleo/PantheonOS",
      "label": "PantheonOS",
      "kind": "project",
      "repo": "aristoteleo/PantheonOS"
    },
    {
      "id": "agentscope-ai/agentscope",
      "label": "agentscope",
      "kind": "project",
      "repo": "agentscope-ai/agentscope",
      "score": 88
    },
    {
      "id": "The-PR-Agent/pr-agent",
      "label": "pr-agent",
      "kind": "project",
      "score": 87,
      "repo": "The-PR-Agent/pr-agent"
    },
    {
      "id": "DietrichGebert/ponytail",
      "label": "ponytail",
      "kind": "project",
      "score": 83,
      "repo": "DietrichGebert/ponytail"
    },
    {
      "id": "use_case:build-agents-with-agentscope",
      "label": "build agents with agentscope",
      "kind": "use_case"
    },
    {
      "id": "dependency:mcp",
      "label": "MCP",
      "kind": "dependency"
    },
    {
      "id": "google/adk-python",
      "label": "adk-python",
      "kind": "project",
      "score": 88,
      "repo": "google/adk-python"
    },
    {
      "id": "ag2ai/ag2",
      "label": "ag2",
      "kind": "project",
      "repo": "ag2ai/ag2"
    },
    {
      "id": "FoundationAgents/MetaGPT",
      "label": "MetaGPT",
      "kind": "project",
      "score": 78,
      "repo": "FoundationAgents/MetaGPT"
    },
    {
      "id": "pipecat-ai/pipecat",
      "label": "pipecat",
      "kind": "project",
      "score": 83,
      "repo": "pipecat-ai/pipecat"
    },
    {
      "id": "use_case:build-agents-with-pipecat",
      "label": "build agents with pipecat",
      "kind": "use_case"
    },
    {
      "id": "crewAIInc/crewAI",
      "label": "crewAI",
      "kind": "project",
      "repo": "crewAIInc/crewAI",
      "score": 85
    },
    {
      "id": "iOfficeAI/AionUi",
      "label": "AionUi",
      "kind": "project",
      "score": 83,
      "repo": "iOfficeAI/AionUi"
    },
    {
      "id": "use_case:build-agents-with-crewai",
      "label": "build agents with crewAI",
      "kind": "use_case"
    },
    {
      "id": "embabel/embabel-agent",
      "label": "embabel-agent",
      "kind": "project",
      "score": 78,
      "repo": "embabel/embabel-agent"
    },
    {
      "id": "supermemoryai/supermemory",
      "label": "supermemory",
      "kind": "project",
      "score": 86,
      "repo": "supermemoryai/supermemory"
    },
    {
      "id": "deployment:vercel",
      "label": "vercel",
      "kind": "deployment"
    },
    {
      "id": "use_case:build-agents-with-supermemory",
      "label": "build agents with supermemory",
      "kind": "use_case"
    },
    {
      "id": "langchain-ai/langchainjs",
      "label": "langchainjs",
      "kind": "project",
      "score": 88,
      "repo": "langchain-ai/langchainjs"
    },
    {
      "id": "vercel/ai",
      "label": "ai",
      "kind": "project",
      "score": 88,
      "repo": "vercel/ai"
    },
    {
      "id": "Significant-Gravitas/AutoGPT",
      "label": "AutoGPT",
      "kind": "project",
      "repo": "Significant-Gravitas/AutoGPT",
      "score": 90
    },
    {
      "id": "TEN-framework/ten-framework",
      "label": "ten-framework",
      "kind": "project",
      "score": 84,
      "repo": "TEN-framework/ten-framework"
    },
    {
      "id": "firecrawl/firecrawl",
      "label": "firecrawl",
      "kind": "project",
      "repo": "firecrawl/firecrawl",
      "score": 85
    },
    {
      "id": "use_case:build-agents-with-firecrawl",
      "label": "build agents with firecrawl",
      "kind": "use_case"
    },
    {
      "id": "use_case:build-agents-with-ponytail",
      "label": "build agents with ponytail",
      "kind": "use_case"
    },
    {
      "id": "agent-of-empires/agent-of-empires",
      "label": "agent-of-empires",
      "kind": "project",
      "score": 83,
      "repo": "agent-of-empires/agent-of-empires"
    },
    {
      "id": "deployment:kubernetes",
      "label": "kubernetes",
      "kind": "deployment"
    },
    {
      "id": "use_case:build-agents-with-omnigent",
      "label": "build agents with omnigent",
      "kind": "use_case"
    },
    {
      "id": "obra/superpowers",
      "label": "superpowers",
      "kind": "project",
      "score": 78,
      "repo": "obra/superpowers"
    },
    {
      "id": "use_case:build-agents-with-superpowers",
      "label": "build agents with superpowers",
      "kind": "use_case"
    },
    {
      "id": "NeuralInverse/neuralinverse",
      "label": "neuralinverse",
      "kind": "project",
      "repo": "NeuralInverse/neuralinverse"
    },
    {
      "id": "TauricResearch/TradingAgents",
      "label": "TradingAgents",
      "kind": "project",
      "score": 78,
      "repo": "TauricResearch/TradingAgents"
    },
    {
      "id": "use_case:build-agents-with-tradingagents",
      "label": "build agents with TradingAgents",
      "kind": "use_case"
    },
    {
      "id": "olimorris/codecompanion.nvim",
      "label": "codecompanion.nvim",
      "kind": "project",
      "score": 84,
      "repo": "olimorris/codecompanion.nvim"
    },
    {
      "id": "use_case:build-agents-with-autogpt",
      "label": "build agents with AutoGPT",
      "kind": "use_case"
    },
    {
      "id": "agno-agi/agno",
      "label": "agno",
      "kind": "project",
      "score": 87,
      "repo": "agno-agi/agno"
    },
    {
      "id": "use_case:build-agents-with-crush",
      "label": "build agents with crush",
      "kind": "use_case"
    },
    {
      "id": "pydantic/pydantic-ai",
      "label": "pydantic-ai",
      "kind": "project",
      "score": 86,
      "repo": "pydantic/pydantic-ai"
    },
    {
      "id": "use_case:build-agents-with-pydantic-ai",
      "label": "build agents with pydantic-ai",
      "kind": "use_case"
    },
    {
      "id": "use_case:build-agents-with-copilotkit",
      "label": "build agents with CopilotKit",
      "kind": "use_case"
    },
    {
      "id": "github/awesome-copilot",
      "label": "awesome-copilot",
      "kind": "project",
      "repo": "github/awesome-copilot",
      "score": 79
    },
    {
      "id": "use_case:discover-related-ai-projects",
      "label": "discover related AI projects",
      "kind": "use_case"
    },
    {
      "id": "use_case:compare-implementation-patterns",
      "label": "compare implementation patterns",
      "kind": "use_case"
    },
    {
      "id": "use_case:bootstrap-project-selection",
      "label": "bootstrap project selection",
      "kind": "use_case"
    },
    {
      "id": "huggingface/agents-course",
      "label": "agents-course",
      "kind": "project",
      "score": 76,
      "repo": "huggingface/agents-course"
    },
    {
      "id": "google/adk-recipes",
      "label": "adk-recipes",
      "kind": "project",
      "score": 75,
      "repo": "google/adk-recipes"
    },
    {
      "id": "use_case:build-agents-with-aionui",
      "label": "build agents with AionUi",
      "kind": "use_case"
    },
    {
      "id": "GoogleCloudPlatform/generative-ai",
      "label": "generative-ai",
      "kind": "project",
      "repo": "GoogleCloudPlatform/generative-ai"
    },
    {
      "id": "openai/openai-cookbook",
      "label": "openai-cookbook",
      "kind": "project",
      "repo": "openai/openai-cookbook"
    },
    {
      "id": "use_case:build-agents-with-ai",
      "label": "build agents with ai",
      "kind": "use_case"
    },
    {
      "id": "langchain-ai/langgraphjs",
      "label": "langgraphjs",
      "kind": "project",
      "repo": "langchain-ai/langgraphjs"
    },
    {
      "id": "ax-llm/ax",
      "label": "ax",
      "kind": "project",
      "score": 77,
      "repo": "ax-llm/ax"
    },
    {
      "id": "use_case:build-agents-with-pr-agent",
      "label": "build agents with pr-agent",
      "kind": "use_case"
    },
    {
      "id": "avibe-bot/avibe",
      "label": "avibe",
      "kind": "project",
      "repo": "avibe-bot/avibe"
    },
    {
      "id": "use_case:build-agents-with-agno",
      "label": "build agents with agno",
      "kind": "use_case"
    },
    {
      "id": "shareAI-lab/learn-claude-code",
      "label": "learn-claude-code",
      "kind": "project",
      "score": 70,
      "repo": "shareAI-lab/learn-claude-code"
    },
    {
      "id": "use_case:build-agents-with-learn-claude-code",
      "label": "build agents with learn-claude-code",
      "kind": "use_case"
    },
    {
      "id": "simonlin1212/TradingAgents-astock",
      "label": "TradingAgents-astock",
      "kind": "project",
      "score": 69,
      "repo": "simonlin1212/TradingAgents-astock"
    }
  ],
  "edges": [
    {
      "source": "cloudflare/agents",
      "target": "category:agent_framework",
      "kind": "category",
      "weight": 72
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