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{
  "mcpServers": {
    "code-graph-rag": {
      "command": "uvx",
      "args": [
        "code-graph-rag==0.5.0",
        "mcp-server"
      ],
      "env": {
        "ORCHESTRATOR_PROVIDER": "ollama",
        "ORCHESTRATOR_MODEL": "llama3.2",
        "ORCHESTRATOR_API_KEY": "${ORCHESTRATOR_API_KEY}",
        "CYPHER_PROVIDER": "ollama",
        "CYPHER_MODEL": "llama3.2",
        "CYPHER_API_KEY": "${CYPHER_API_KEY}",
        "MEMGRAPH_HOST": "localhost",
        "MEMGRAPH_PORT": "7687"
      }
    }
  }
}

claude mcp add code-graph-rag -e "ORCHESTRATOR_PROVIDER=ollama" -e "ORCHESTRATOR_MODEL=llama3.2" -e "ORCHESTRATOR_API_KEY=${ORCHESTRATOR_API_KEY}" -e "CYPHER_PROVIDER=ollama" -e "CYPHER_MODEL=llama3.2" -e "CYPHER_API_KEY=${CYPHER_API_KEY}" -e "MEMGRAPH_HOST=localhost" -e "MEMGRAPH_PORT=7687" -- uvx code-graph-rag==0.5.0 mcp-server

[mcp_servers.code-graph-rag]
command = "uvx"
args = ["code-graph-rag==0.5.0", "mcp-server"]
env = { "ORCHESTRATOR_PROVIDER" = "ollama", "ORCHESTRATOR_MODEL" = "llama3.2", "ORCHESTRATOR_API_KEY" = "${ORCHESTRATOR_API_KEY}", "CYPHER_PROVIDER" = "ollama", "CYPHER_MODEL" = "llama3.2", "CYPHER_API_KEY" = "${CYPHER_API_KEY}", "MEMGRAPH_HOST" = "localhost", "MEMGRAPH_PORT" = "7687" }

{
  "$schema": "https://opencode.ai/config.json",
  "mcp": {
    "code-graph-rag": {
      "type": "local",
      "command": [
        "uvx",
        "code-graph-rag==0.5.0",
        "mcp-server"
      ],
      "enabled": true,
      "environment": {
        "ORCHESTRATOR_PROVIDER": "ollama",
        "ORCHESTRATOR_MODEL": "llama3.2",
        "ORCHESTRATOR_API_KEY": "{env:ORCHESTRATOR_API_KEY}",
        "CYPHER_PROVIDER": "ollama",
        "CYPHER_MODEL": "llama3.2",
        "CYPHER_API_KEY": "{env:CYPHER_API_KEY}",
        "MEMGRAPH_HOST": "localhost",
        "MEMGRAPH_PORT": "7687"
      }
    }
  }
}

{
  "mcpServers": {
    "code-graph-rag": {
      "command": "uvx",
      "args": [
        "code-graph-rag==0.5.0",
        "mcp-server"
      ],
      "env": {
        "ORCHESTRATOR_PROVIDER": "ollama",
        "ORCHESTRATOR_MODEL": "llama3.2",
        "ORCHESTRATOR_API_KEY": "${ORCHESTRATOR_API_KEY}",
        "CYPHER_PROVIDER": "ollama",
        "CYPHER_MODEL": "llama3.2",
        "CYPHER_API_KEY": "${CYPHER_API_KEY}",
        "MEMGRAPH_HOST": "localhost",
        "MEMGRAPH_PORT": "7687"
      }
    }
  },
  "deeplink": "cursor://anysphere.cursor-deeplink/mcp/install?name=code-graph-rag&config=eyJjb21tYW5kIjoidXZ4IiwiYXJncyI6WyJjb2RlLWdyYXBoLXJhZz09MC41LjAiLCJtY3Atc2VydmVyIl0sImVudiI6eyJPUkNIRVNUUkFUT1JfUFJPVklERVIiOiJvbGxhbWEiLCJPUkNIRVNUUkFUT1JfTU9ERUwiOiJsbGFtYTMuMiIsIk9SQ0hFU1RSQVRPUl9BUElfS0VZIjoiJHtPUkNIRVNUUkFUT1JfQVBJX0tFWX0iLCJDWVBIRVJfUFJPVklERVIiOiJvbGxhbWEiLCJDWVBIRVJfTU9ERUwiOiJsbGFtYTMuMiIsIkNZUEhFUl9BUElfS0VZIjoiJHtDWVBIRVJfQVBJX0tFWX0iLCJNRU1HUkFQSF9IT1NUIjoibG9jYWxob3N0IiwiTUVNR1JBUEhfUE9SVCI6Ijc2ODcifX0%3D"
}

{
  "servers": {
    "code-graph-rag": {
      "type": "stdio",
      "command": "uvx",
      "args": [
        "code-graph-rag==0.5.0",
        "mcp-server"
      ],
      "env": {
        "ORCHESTRATOR_PROVIDER": "ollama",
        "ORCHESTRATOR_MODEL": "llama3.2",
        "ORCHESTRATOR_API_KEY": "${ORCHESTRATOR_API_KEY}",
        "CYPHER_PROVIDER": "ollama",
        "CYPHER_MODEL": "llama3.2",
        "CYPHER_API_KEY": "${CYPHER_API_KEY}",
        "MEMGRAPH_HOST": "localhost",
        "MEMGRAPH_PORT": "7687"
      }
    }
  }
}

{
  "mcpServers": {
    "code-graph-rag": {
      "command": "uvx",
      "args": [
        "code-graph-rag==0.5.0",
        "mcp-server"
      ],
      "env": {
        "ORCHESTRATOR_PROVIDER": "ollama",
        "ORCHESTRATOR_MODEL": "llama3.2",
        "ORCHESTRATOR_API_KEY": "${ORCHESTRATOR_API_KEY}",
        "CYPHER_PROVIDER": "ollama",
        "CYPHER_MODEL": "llama3.2",
        "CYPHER_API_KEY": "${CYPHER_API_KEY}",
        "MEMGRAPH_HOST": "localhost",
        "MEMGRAPH_PORT": "7687"
      }
    }
  }
}

extensions:
  "code-graph-rag":
    enabled: true
    name: "code-graph-rag"
    type: stdio
    cmd: "uvx"
    args:
      - "code-graph-rag==0.5.0"
      - "mcp-server"
    envs:
      "ORCHESTRATOR_PROVIDER": "ollama"
      "ORCHESTRATOR_MODEL": "llama3.2"
      "ORCHESTRATOR_API_KEY": "${ORCHESTRATOR_API_KEY}"
      "CYPHER_PROVIDER": "ollama"
      "CYPHER_MODEL": "llama3.2"
      "CYPHER_API_KEY": "${CYPHER_API_KEY}"
      "MEMGRAPH_HOST": "localhost"
      "MEMGRAPH_PORT": "7687"
    timeout: 300

Placeholders to fill from your own secret store: ${ORCHESTRATOR_API_KEY}, ${CYPHER_API_KEY}. The registry never accepts secret values.

This is a local package: the command runs on your machine.

Quality – / 100new

Not scored: fewer than three checks apply, usually because no remote answered a credential-free probe or the server is a local package.

protocoln/a · weight 25

n/a
protocol.modern, protocol.stateless, protocol.transport, protocol.list_ttlno remote answered a protocol handshake (not probed yet, unreachable, or local-only)

authorizationn/a · weight 15

n/a
auth.prm, auth.as_metadata, auth.cimdno remote uses OAuth
n/a
auth.secret_in_urlno templated URL

tool hygienen/a · weight 30

n/a
tools.descriptions, tools.description_length, tools.schemas, tools.annotations, tools.directory_hints, tools.token_cost, tools.api_dumptool list unknown (behind auth, not probed, or empty)

stabilityn/a · weight 15

n/a
stability.changes, stability.rug_pulltool list unknown

dependenciesn/a · weight 15

n/a
deps.known_vulns, deps.mcp_sdk_version, deps.resolvabledeps.dev does not know [email protected]

Tool list unknown · checked 2026-11-07 17:28 UTC

Tool changes

No tool definition changes recorded. A server's first observation is its baseline; later probes record what changes.

Checks run on what our credential-free, read-only probes observe; tools are never called and no code audit is performed. How it is computed.

Trust 96 / 100

provenance90

livenessn/a

freshness100

hygiene100

+repository +namespace-matches-repo +website ~liveness-unmeasured +updated-5d-ago

Derived from observable signals (official registry feed and our own credential-free probes); no code audit performed. How it is computed.

Dependencies

[email protected] PyPIthis version is not known to the dependency resolver

Dependency graphs from deps.dev; advisories from OSV.dev, including the GitHub Advisory Database and the PyPI Advisory Database; all CC BY 4.0. The graph is what a clean install of this version resolves today; nothing was installed or run. How it is checked.

Endpoints

package	registry	version	runtime	secrets
`code-graph-rag`	pypi	0.5.0	uvx	`ORCHESTRATOR_API_KEY`, `CYPHER_API_KEY`

Tools (0)

No tools observed. Local packages are never executed by the registry.

Schemas: list_tools.

Similar MCP servers

Official server.json

{
  "name": "io.github.vitali87/code-graph-rag",
  "title": "Code-Graph-RAG",
  "$schema": "https://static.modelcontextprotocol.io/schemas/2025-12-11/server.schema.json",
  "version": "0.5.0",
  "packages": [
    {
      "version": "0.5.0",
      "transport": {
        "type": "stdio"
      },
      "identifier": "code-graph-rag",
      "runtimeHint": "uvx",
      "registryType": "pypi",
      "registryBaseUrl": "https://pypi.org",
      "packageArguments": [
        {
          "type": "positional",
          "value": "mcp-server"
        }
      ],
      "environmentVariables": [
        {
          "name": "ORCHESTRATOR_PROVIDER",
          "default": "ollama",
          "description": "LLM provider for the orchestrator agent (openai, anthropic, google, azure, cohere, ollama)"
        },
        {
          "name": "ORCHESTRATOR_MODEL",
          "default": "llama3.2",
          "description": "Model name for the orchestrator agent"
        },
        {
          "name": "ORCHESTRATOR_API_KEY",
          "isSecret": true,
          "description": "API key for the orchestrator LLM provider (not needed for the default local ollama provider)"
        },
        {
          "name": "CYPHER_PROVIDER",
          "default": "ollama",
          "description": "LLM provider for Cypher query generation (openai, anthropic, google, azure, cohere, ollama)"
        },
        {
          "name": "CYPHER_MODEL",
          "default": "llama3.2",
          "description": "Model name for Cypher query generation"
        },
        {
          "name": "CYPHER_API_KEY",
          "isSecret": true,
          "description": "API key for the Cypher LLM provider (not needed for the default local ollama provider)"
        },
        {
          "name": "MEMGRAPH_HOST",
          "default": "localhost",
          "description": "Hostname of the Memgraph database"
        },
        {
          "name": "MEMGRAPH_PORT",
          "default": "7687",
          "description": "Port of the Memgraph database"
        },
        {
          "name": "TARGET_REPO_PATH",
          "description": "Path to the repository to analyze (auto-detected from working directory if not set)"
        }
      ]
    }
  ],
  "repository": {
    "url": "https://github.com/vitali87/code-graph-rag",
    "source": "github"
  },
  "websiteUrl": "https://code-graph-rag.com",
  "description": "Knowledge-graph RAG for multi-language codebases: index, query and edit code in natural language."
}