GDS Agent

This MCP Server includes toolings from Neo4j Graph Data Science (GDS) library, which allows you to run all common graph algorithms, node embeddings, and machine learning pipelines.

Once set up, you can ask any graph question about your Neo4j graph and get answers. You can collaborate with the agent as a graph data scientist to solve complex tasks. LLMs equipped with GDS agent can decide and execute the appropriate parameterised graph algorithms over the graph you have in your Neo4j database.

Usage guide

If you have uvx installed, add the following config to your claude_desktop_config.json

{
    "mcpServers": {
      "neo4j-gds": {
      "command": "/opt/homebrew/bin/uvx",
      "args": [ "gds-agent" ],
      "env": {
        "NEO4J_URI": "bolt://localhost:7687",
        "NEO4J_USERNAME": "neo4j",
        "NEO4J_PASSWORD": ""
      }
    }
    }
}

Replace command with your uvx location. Find out by running which uvx in the command line. Replace NEOJ_URI, NEO4J_USERNAME, NEO4J_PASSWORD with your database login details. You can also optionally specify NEO4J_DATABASE.

By default the server uses STDIO transport. For HTTP-native clients, run:

gds-agent --transport http --host 127.0.0.1 --port 8000 --path /mcp

You can also set GDS_AGENT_TRANSPORT, GDS_AGENT_HOST, GDS_AGENT_PORT, and GDS_AGENT_PATH. The Neo4j MCP-style NEO4J_TRANSPORT and NEO4J_MCP_SERVER_* names are also supported.

GDS Aura Graph Analytics (sessions)

The server detects whether the connected Neo4j has the GDS plugin installed or whether to use a GDS Aura Graph Analytics session. Detection runs gds.session.list() on startup; if it succeeds, session mode is used and graph projections fall back to gds.graph.project.remote.

Session mode requires Aura API credentials. Add them to the same env block (or .env file) used for the database credentials:

"AURA_API_CLIENT_ID": "...",
"AURA_API_CLIENT_SECRET": "...",
"AURA_API_PROJECT_ID": "...",
"SESSION_MEMORY_GB": "8",
"SESSION_TTL_HOURS": "24"

AURA_API_PROJECT_ID is optional (needed only if your Aura API client has access to multiple projects), as are SESSION_MEMORY_GB (default 8) and SESSION_TTL_HOURS (default 24). Sessions are managed explicitly by the agent: three extra tools become available in session mode (list_sessions, create_session, and delete_session). A session must first be created with create_session, project_graph_cypher then projects each graph into the session named by its required sessionName parameter, and algorithm calls are routed to the right session automatically by graphName. Most workflows need a single session holding all graphs; multiple sessions allow running analyses in parallel. To resize a session (e.g. after an OOM), delete it and create it again with a larger memoryGB. All sessions created by the server are named with an mcp_ prefix.

Other clients and the graph-analysis skill

This package is one half of the GDS Agent: the repository also ships a neo4j-graph-data-scientist Agent Skill and one-step installers for Claude Code (plugin), Claude Desktop (MCPB bundle), OpenAI Codex, Cursor, VS Code/Copilot, and Gemini CLI. See the per-harness setup guides: https://github.com/neo4j-contrib/gds-agent#install.

Full documentation

For complete documentation and development guidelines, please refer to: https://github.com/neo4j-contrib/gds-agent.