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Glimind
Know if an MCP server works before your agent calls it
1 follower
Know if an MCP server works before your agent calls it
1 follower
Glimind tracks 150,000+ MCP servers, checks the live ones every few minutes, and tells your agent which tools work right now and how to call them. Grade your own server in seconds and get a free status page. Free, no signup.
Hey everyone, we're the Glimind team.
Glimind is for agent builders and MCP server authors. Agents fail when a tool is down or its schema is wrong, so we continuously probe 150,000+ MCP servers with the initialize handshake and tools/list (we never call tools) and grade each one for agent-readiness: schemas, descriptions, safety annotations, token cost, client compatibility, plus a tool-poisoning scan.
What's free: the MCP endpoint for agents (route_task to pick the best working tool for a task, check_tool_reliability before a call, find_alternatives when something is down), the server check at https://glimind.com/check, and the full dataset.
The dataset is open at https://huggingface.co/datasets/... (CC-BY): every weekly measurement, including the tool-poisoning scan.
Honest note: this is early. Coverage is growing and the grades will keep getting sharper. If you build agents or ship MCP servers, we'd love your feedback.
Hi Product Hunt! AI agents increasingly call tools over MCP, and many of those servers are down, slow, or quietly broken.
Try it live, no signup: https://glimind.com/demo?ref=pro.... Type any task and watch a plain directory search vs Glimind on live data.
An agent usually finds out mid-task, after it has already spent tokens.
Glimind tracks 150,000+ MCP servers and checks the live ones every few minutes. Every server gets a public page with uptime, outages and its tool list. Agents can connect to glimind.com/mcp and ask which tool to use for a task: they get one that's working now, how to call it, and backups.
If you run an MCP server, paste its URL at glimind.com/check. It's graded in seconds (schemas, docs, safety hints, token cost), with concrete fixes.
The basics are free with no signup. Feedback is very welcome, and there's a Feedback button on every page.