What is ai-distiller?
ai-distiller is a MCP server by janreges that extracts essential code structure from large codebases into an AI-digestible format so agents write code that correctly uses existing APIs. It is listed under Developer tools and has 172 GitHub stars.
| Type | Mcp server |
|---|---|
| Author | janreges |
| Repository | janreges/ai-distiller |
| Popularity | 172 GitHub stars |
| Category | Developer tools |
| Security | Low risk (84/100) |
| Rank | #454 of 4,418 MCP servers; #130 in Developer tools |
| License | MIT |
| Last commit | 2026-05-25 |
| Runs | Locally |
| Language | Go |
Is ai-distiller safe to install?
ai-distiller 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-distiller?
- 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/janreges/ai-distiller
- 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-distiller -- <command from README> claude mcp add --transport http ai-distiller <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-distiller for you:
Add the "ai-distiller" MCP server from https://github.com/janreges/ai-distiller 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.