Tool-Confusability Recovery Loop

Overview

Tool-Confusability Recovery Loop is a Model Context Protocol server that helps diagnose and repair confusion in agent tool catalogs. It measures tool confusion, ranks potential fixes, and generates signed recovery receipts to validate corrections. By integrating this MCP server, AI agents gain structured access to recovery workflows that improve tool reliability and reduce misclassification errors.

The server runs as a remote service hosted at https://textforagents.com/products/tool-confusability-regression-gate/mcp. No authentication is required, and no local installation is needed—simply point your MCP client to the endpoint and connect immediately. Version 2.0.0 is the latest release.

Tool-Confusability Recovery Loop is listed in the AI & Agents category and works with MCP clients including Claude Desktop, Claude Code, Cursor, VS Code, Windsurf, Zed, and others. If you maintain this server, claim your listing here to earn the Verified badge and ensure the details stay accurate.

Installation

Settings → Connectors → Add custom connector
Name: Tool-Confusability Recovery Loop
URL:  https://textforagents.com/products/tool-confusability-regression-gate/mcp