Unloop MCP by protonese3
28 score
Detects and breaks repetitive fix loops in AI coding assistants by tracking attempts and providing escalating intervention strategies. It utilizes error fingerprinting and similarity analysis to redirect the AI toward new approaches when it gets stuck on the same error.
Ranked #1168 out of 1625 indexed tools.Actively maintained with commits in the last week.
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From the README
<p align="center">
<br>
<em>Break the Loop. Ship the Code.</em>
</p>
<p align="center">
<strong>MCP server that detects when AI coding assistants get stuck in fix loops and forces them to change approach.</strong>
</p>
<p align="center">
<a href="https://www.npmjs.com/package/unloop-mcp"></a>
<a href="https://github.com/protonese3/unloop-mcp/blob/master/LICENSE"></a>
<a href="https://www.npmjs.com/package/unloop-mcp"></a>
<a href="https://github.com/protonese3/unloop-mcp/actions"></a>
</p>
---
## Let your AI set it up for you
Paste this into Claude Code, Cursor, or any MCP-compatible assistant and it will install and configure Unloop for you:
```
Install Unloop MCP to detect fix loops in this project. Here's what to do:
1. Run: claude mcp add unloop -s user -- npx -y unloop-mcp
(Or for Cursor: create .cursor/mcp.json with {"mcpServers":{"unloop":{"command":"npx","args":["-y","unloop-mcp"]}}})
2. Download the rules file for this IDE from https://raw.githubuse Read full README on GitHub →