Neo4j GDS Agent MCP server
Neo4j Graph Data Science MCP server
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97 stars40 downloads/wk
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Neo4j GDS Agent tools
No tool declarations could be read from the package source. They show once the server is installed.
Install Neo4j GDS Agent in Claude Code, Cursor or VS Code
claude mcp add gds-agent -- uvx gds-agent
What the publisher says
From the Neo4j GDS Agent repository's README, as published. We do not edit it. Read it on GitHub
GDS Agent
The GDS Agent let LLMs reason and do data science work on your graph data in Neo4j, by using two artifacts:
- Tools — an MCP server exposing Neo4j Graph Data Science (GDS) algorithms: centrality, community detection, path finding, similarity, node embeddings, and ML pipelines.
- Skills — an agent skill (neo4j-graph-data-scientist) teaching the agent how and when to use those tools and best practices for doing data science on graphs.
It works with any MCP-capable harness — Claude Code, Claude Desktop, claude.ai, OpenAI Codex, Cursor, VS Code/Copilot, Gemini CLI — and programmatically from agent frameworks. It uses the GDS plugin on self-managed Neo4j and GDS Aura Graph Analytics sessions on AuraDB, over STDIO or HTTP transport.
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.
Install
Most local setups need uv installed (the server runs via uvx gds-agent from PyPI). Generic MCP clients run uvx gds-agent over stdio with the environment variables below.
Configuration reference
Set as environment variables (or the credential form of your harness's installer):
Shortened. The full README is on GitHub.
Nothing above is checked by us. What we check is on the safety report.
Neo4j GDS Agent: common questions
- Is Neo4j GDS Agent MCP server safe?
- Yes, by our scan: it is graded A (85/100). Read the Neo4j GDS Agent safety report
- How do I install Neo4j GDS Agent?
- It runs on your machine. Copy the Claude Code, Cursor, VS Code or Claude Desktop config from the install section.
- Does Neo4j GDS Agent need an API key?
- Yes. The registry entry asks for
NEO4J_PASSWORD,AURA_API_CLIENT_SECRET. - Is Neo4j GDS Agent maintained?
- The last commit was 22 days ago (2026-09-21). The latest release is v1.1.0.
- What can I use instead of Neo4j GDS Agent?
- Servers from other publishers that do the same job: Google Surf MCP server, MCP AutoMem MCP server and Total Agent Memory MCP server. Compare all Neo4j GDS Agent alternatives.
Alternatives to Neo4j GDS Agent
Same job from other publishers: the closest match first, then the best rated.
- Google SurfWeb, academic and code search with graph RAG, data lineage, ontology and cross-project schema links.not reviewedEstablishedB
- MCP AutoMemGraph-vector memory for AI assistants using FalkorDB and Qdrantnot reviewedEstablishedC
Total Agent MemoryPersistent local memory for coding agents: temporal knowledge graph, procedural and episodic recallnot reviewedEstablishedA
