What is ai-toolkit?
ai-toolkit is a MCP server by memgraph that run queries against Memgraph and access its schema. It is listed under Data & databases and has 116 GitHub stars.
| Type | Mcp server |
|---|---|
| Author | memgraph |
| Repository | memgraph/ai-toolkit |
| Popularity | 116 GitHub stars |
| Category | Data & databases |
| Security | Low risk (84/100) |
| Rank | #551 of 4,418 MCP servers; #54 in Data & databases |
| License | MIT |
| Last commit | 2026-10-15 |
| Stars this week | +2 |
| Runs | Locally |
| Language | Python |
Is ai-toolkit safe to install?
ai-toolkit scores 84/100 on the MCPMods security check: Low risk. Things to review: can take actions such as send, write or deploy. It passed 4 of 6 checks.
MCP server results come from listing signals: who publishes it, where your data goes and what it can do. The code itself is not scanned yet.
| Check | Result |
|---|---|
| Community-built server | Note |
| Runs on your machine only | Pass |
| No credentials mentioned | Pass |
| Can take actions such as send, write or deploy | Review |
| No code execution | Pass |
| Source on GitHub | Pass |
How do I install ai-toolkit?
- Find the launch command. The README says how the server starts (npx, uvx, docker or a remote URL) and which API keys it needs.
https://github.com/memgraph/ai-toolkit/tree/main/integrations/mcp-memgraph
- Add it to Claude Code. Replace the part after -- with the command from the README. Remote servers use --transport http with a URL.
claude mcp add ai-toolkit -- <command from README> claude mcp add --transport http ai-toolkit <server-url>
- Check it connected. This lists your MCP servers and their status.
claude mcp list
Or ask Claude to set it up
Paste this into Claude Code and it installs ai-toolkit for you:
Add the "ai-toolkit" MCP server from https://github.com/memgraph/ai-toolkit/tree/main/integrations/mcp-memgraph to Claude Code. Read its README for the launch command and any API keys I need, run claude mcp add, then check that it connects.