{
  "focus": "AgentEvalHQ/AgentEval",
  "project": {
    "repo": "AgentEvalHQ/AgentEval",
    "name": "AgentEval",
    "description": "AgentEval is the comprehensive .NET toolkit for AI agent evaluation—tool usage validation, RAG quality metrics, stochastic evaluation, and model comparison—built first for Microsoft Agent Framework (MAF) and Microsoft.Extensions.AI. What RAGAS, PromptFoo and DeepEval do for Python, AgentEval does for .NET",
    "maintainer": "AgentEvalHQ",
    "license": "MIT",
    "language": "C#",
    "recent_activity": "active_last_week"
  },
  "summary": "AgentEvalHQ/AgentEval graph connects 3 alternatives, 8 related projects, 2 inferred dependencies, 3 deployment targets, and 3 use cases.",
  "next_actions": [
    {
      "label": "Open project knowledge",
      "href": "/projects/AgentEvalHQ/AgentEval",
      "kind": "project"
    },
    {
      "label": "Find alternatives",
      "href": "/alternatives/AgentEvalHQ/AgentEval",
      "kind": "alternatives"
    },
    {
      "label": "Explore related projects",
      "href": "/api/related/AgentEvalHQ/AgentEval",
      "kind": "related"
    },
    {
      "label": "Explain score",
      "href": "/score/AgentEvalHQ/AgentEval",
      "kind": "score"
    },
    {
      "label": "Compare shortlist",
      "href": "/api/compare?repos=AgentEvalHQ/AgentEval",
      "kind": "compare"
    }
  ],
  "graph_stats": {
    "node_count": 157,
    "edge_count": 367,
    "project_count": 111,
    "relationship_counts": {
      "alternative": 72,
      "related": 72,
      "category": 24,
      "deployment": 90,
      "use_case": 72,
      "dependency": 37
    }
  },
  "relationship_groups": {
    "alternatives": [
      {
        "repo": "langchain-ai/langchain",
        "reason": "Same agent framework intent with rag, workflow overlap."
      },
      {
        "repo": "google/adk-python",
        "reason": "Same agent framework intent with workflow overlap."
      },
      {
        "repo": "Protocol-Lattice/go-agent",
        "reason": "Same agent framework intent with rag, workflow overlap."
      }
    ],
    "related": [
      {
        "repo": "open-mercato/open-mercato",
        "reason": "Shared agent framework category and docker deployment context."
      },
      {
        "repo": "agentscope-ai/agentscope",
        "reason": "Shared agent framework category and docker deployment context."
      },
      {
        "repo": "CopilotKit/CopilotKit",
        "reason": "Shared agent framework category and docker deployment context."
      },
      {
        "repo": "e2b-dev/E2B",
        "reason": "Shared agent framework category and docker deployment context."
      },
      {
        "repo": "TauricResearch/TradingAgents",
        "reason": "Shared agent framework category and docker deployment context."
      },
      {
        "repo": "olimorris/codecompanion.nvim",
        "reason": "Shared agent framework category and docker deployment context."
      },
      {
        "repo": "Kohaku-Lab/KohakuTerrarium",
        "reason": "Shared agent framework category and docker deployment context."
      },
      {
        "repo": "modelship-ai/modelship",
        "reason": "Shared agent framework category and docker deployment context."
      }
    ],
    "dependencies": [
      "Vector database",
      "LLM provider"
    ],
    "deployment_targets": [
      "docker",
      "local",
      "cloud"
    ],
    "use_cases": [
      "build agents with AgentEval",
      "orchestrate LLM tools",
      "prototype autonomous workflows"
    ]
  },
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    {
      "from": "AgentEvalHQ/AgentEval",
      "to": "langchain-ai/langchain",
      "compatibility": "medium",
      "estimated_cost": "medium",
      "shared_signals": [
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        "deployment:docker",
        "deployment:local",
        "deployment:cloud",
        "use_case:orchestrate LLM tools",
        "use_case:prototype autonomous workflows",
        "dependency:Vector database",
        "dependency:LLM provider"
      ],
      "gaps": [
        "Language changes from C# 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": "AgentEvalHQ/AgentEval",
      "to": "google/adk-python",
      "compatibility": "medium",
      "estimated_cost": "medium",
      "shared_signals": [
        "category:agent_framework",
        "deployment:docker",
        "deployment:local",
        "deployment:cloud",
        "use_case:orchestrate LLM tools",
        "use_case:prototype autonomous workflows",
        "dependency:LLM provider"
      ],
      "gaps": [
        "Language changes from C# to Python.",
        "License changes from MIT to Apache-2.0."
      ],
      "validation_steps": [
        "Review license obligations before migrating production code.",
        "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": "AgentEvalHQ/AgentEval",
      "to": "Protocol-Lattice/go-agent",
      "compatibility": "medium",
      "estimated_cost": "high",
      "shared_signals": [
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        "deployment:local",
        "deployment:cloud",
        "use_case:orchestrate LLM tools",
        "use_case:prototype autonomous workflows",
        "dependency:Vector database",
        "dependency:LLM provider"
      ],
      "gaps": [
        "Deployment targets not listed by target: docker.",
        "Language changes from C# to Go.",
        "License changes from MIT to Apache-2.0."
      ],
      "validation_steps": [
        "Review license obligations before migrating production code.",
        "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"
      ]
    }
  ],
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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",
      "verification.signals",
      "graph.nodes",
      "graph.edges",
      "graph.relationship_groups",
      "graph.migration_paths"
    ],
    "caveats": [
      "edge-only Cloudflare Workers deployment without adaptation",
      "Independent installation, security, or runtime probes have not been run for this project."
    ],
    "confidence_reason": "AgentEvalHQ/AgentEval graph is grounded in indexed alternatives, related projects, deployments, dependencies, and use cases.",
    "last_verified_at": "2026-09-15T18:30:46.515Z",
    "verification": {
      "schema_version": "git-top.verification.v1",
      "overall_status": "partial",
      "observed_at": "2026-09-15T18:30:46.515Z",
      "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": [
    "edge-only Cloudflare Workers deployment without adaptation",
    "Independent installation, security, or runtime probes have not been run for this project."
  ],
  "confidence_reason": "AgentEvalHQ/AgentEval 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": "2026-09-15T18:30:46.515Z",
  "nodes": [
    {
      "id": "AgentEvalHQ/AgentEval",
      "label": "AgentEval",
      "kind": "project",
      "score": 64,
      "repo": "AgentEvalHQ/AgentEval"
    },
    {
      "id": "category:agent_framework",
      "label": "agent framework",
      "kind": "category"
    },
    {
      "id": "deployment:docker",
      "label": "docker",
      "kind": "deployment"
    },
    {
      "id": "deployment:local",
      "label": "local",
      "kind": "deployment"
    },
    {
      "id": "deployment:cloud",
      "label": "cloud",
      "kind": "deployment"
    },
    {
      "id": "use_case:build-agents-with-agenteval",
      "label": "build agents with AgentEval",
      "kind": "use_case"
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      "id": "use_case:orchestrate-llm-tools",
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      "kind": "use_case"
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      "id": "use_case:prototype-autonomous-workflows",
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      "kind": "use_case"
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      "id": "dependency:vector-database",
      "label": "Vector database",
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      "id": "dependency:llm-provider",
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      "id": "langchain-ai/langchain",
      "label": "langchain",
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      "repo": "langchain-ai/langchain"
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      "id": "google/adk-python",
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    },
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      "id": "Protocol-Lattice/go-agent",
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    },
    {
      "id": "open-mercato/open-mercato",
      "label": "open-mercato",
      "kind": "project",
      "score": 82,
      "repo": "open-mercato/open-mercato"
    },
    {
      "id": "agentscope-ai/agentscope",
      "label": "agentscope",
      "kind": "project",
      "score": 88,
      "repo": "agentscope-ai/agentscope"
    },
    {
      "id": "CopilotKit/CopilotKit",
      "label": "CopilotKit",
      "kind": "project",
      "score": 90,
      "repo": "CopilotKit/CopilotKit"
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      "repo": "anomalyco/opencode",
      "score": 88
    },
    {
      "id": "category:coding_agent",
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      "kind": "category"
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    {
      "id": "use_case:build-ai-coding-assistants",
      "label": "build AI coding assistants",
      "kind": "use_case"
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      "kind": "use_case"
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      "id": "use_case:integrate-codebase-aware-agents",
      "label": "integrate codebase-aware agents",
      "kind": "use_case"
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    },
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      "id": "OpenHands/OpenHands",
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      "score": 92
    },
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      "score": 84,
      "repo": "generalaction/emdash"
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      "id": "n8n-io/n8n",
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      "score": 88,
      "repo": "n8n-io/n8n"
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      "id": "category:workflow_automation",
      "label": "workflow automation",
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      "id": "use_case:orchestrate-ai-workflows",
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      "id": "kittors/CliRelay",
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      "repo": "neuml/txtai"
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      "repo": "bytedance/deer-flow"
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      "repo": "langflow-ai/langflow"
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      "id": "hexabot-ai/Hexabot",
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      "repo": "hexabot-ai/Hexabot"
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      "id": "test-zeus-ai/testzeus-hercules",
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      "repo": "test-zeus-ai/testzeus-hercules"
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      "repo": "Skyvern-AI/skyvern"
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      "repo": "e2b-dev/E2B"
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      "repo": "langchain-ai/open-swe"
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      "id": "narumiruna/pi-extensions",
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      "repo": "narumiruna/pi-extensions"
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      "id": "ggml-org/llama.cpp",
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      "repo": "ggml-org/llama.cpp"
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      "repo": "cactus-compute/cactus"
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    {
      "id": "facebookresearch/faiss",
      "label": "faiss",
      "kind": "project",
      "repo": "facebookresearch/faiss"
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      "source": "github/spec-kit",
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    {
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    {
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    {
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    {
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    {
      "source": "cline/cline",
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    {
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