glimind

Glimind MCP server

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Glimind MCP server: live reliability, agent-readiness and safety data for every public MCP server.

Glimind MCP server

Live reliability, agent-readiness and safety data for every public MCP server, as an MCP server.

Glimind checks 130,000+ MCP servers with the initialize handshake and tools/list (it never calls tools) and grades each one for agent-readiness: schemas, descriptions, safety annotations, token cost and client compatibility, plus a tool-poisoning scan.

Install

claude mcp add --transport http glimind https://glimind.com/mcp

Cursor, VS Code and other clients: add an MCP server with URL https://glimind.com/mcp. One-click links: https://glimind.com/install

Main tools

Tool What it does
route_task Describe a task; get the best working tool for it, ready to call, with fallbacks
check_tool_reliability Is this tool working right now, and how do I call it
find_alternatives A working substitute when a tool is down
discover_tools Search the catalog by capability, with input schemas inline
audit_server Agent-readiness grade and fixes for a server
scan_tools Scan tool definitions you already have for poisoning

For server authors

Open data

Weekly CC-BY dataset: https://huggingface.co/datasets/glimind/mcp-server-reliability

Glimind is neutral: it sells no tools, and no plan changes a score or ranking. Opt out of monitoring: https://glimind.com/opt-out

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