MCP Servers
memgraph/mcp-memgraph
Toolkit for building AI-driven graph apps on Memgraph, with LangChain, MCP, and agent implementations.
Our verdict
We have not reviewed memgraph/mcp-memgraph yet
No one at Enterprise DNA has checked this listing against its sources. The description comes from public listings gathered automatically. Any fact below shows where it came from and when it was last checked.
From the listing
About memgraph/mcp-memgraph
A Python toolkit for building graph applications on Memgraph that use AI. It provides integrations with LangChain, the Model Context Protocol (MCP), and agent implementations.
Best for
Developers working with Memgraph who need to add AI capabilities to graph applications
Use cases
- Build graph-based agents with LangChain
- Integrate Memgraph with the Model Context Protocol for tool execution
- Create retrieval-augmented generation systems on graph data
Notes
102 stars on GitHub. Last updated 2026-06-01. Licensed MIT.
Pros
- Provides ready-to-use integrations for popular AI frameworks
- Open-source Python code with 102 GitHub stars
- Tailored specifically for the Memgraph graph database
Cons
- Low community adoption relative to more established tools
- Limited to Memgraph ecosystem, not database-agnostic
- Documentation and examples may be sparse
Key facts
What we have checked
- Days since the last commit
- 0
- GitHub forks
- 15
- GitHub stars
- 117
- Open issues
- 49
- Releases in the last 90 days
- 3
Each value shows when we last confirmed it and where it came from. Values we have not confirmed are left out, never guessed.
How to use
How to set it up
As the listing publishes it. We have not run this install.
Install
pip install memgraph-toolboxTools exposed
run_querysearch_schemaget_node_schemaget_relationship_schemaget_enum_schema
Clients the listing names (not checked here)
Claude Code, Cursor, ChatGPT
Install
Add memgraph/mcp-memgraph to your client
No install recipe yet. We write one for Claude Code, Claude Desktop, Cursor, VS Code, Codex and ChatGPT when the server is in the official MCP registry with a package or remote address we can use.
Until then, follow the project's own README, or the setup the listing publishes under How to set it up.
Works with
What memgraph/mcp-memgraph connects to
No confirmed connections yet. A product appears here when the server's registry name, repo, homepage or name ties it to that product, and a client appears when we have an install recipe for it.
Health and security
Is memgraph/mcp-memgraph looked after, and what do its setup files show
Health score
75 out of 100
| Part | Points | What we saw |
|---|---|---|
| Recent activity | 30 of 30 | Last push 0 days ago |
| Releases | 15 of 15 | 3 releases in 90 days |
| Issue replies | Not counted | The latest check has no issue response reading (fewer than 3 measured issues, or issues switched off) |
| Maintainer | 15 of 15 | Owned by an organisation |
| Official source | 0 of 20 | Community server |
Security check static checks
100 out of 100
- Note The lab has not recorded this server's tool list yet, so tool permissions were not checked.
Sources
Where this comes from
- GitHubRegistry
A source shows what was published when we checked it. It does not certify security, performance or a working installation. Read our method.
Changelog
What changed
No changes recorded yet. Releases, price changes and deprecations appear here, with their dates, once we track them for this record.
Pairs with
Other entries in the index that connect to this one. Click through to see the chain.
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