This product was not featured by Product Hunt yet. It will not be visible on their landing page and won't be ranked (cannot win product of the day regardless of upvotes).
Glimind
Know if an MCP server works before your agent calls it
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.
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.
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.
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.
About Glimind on Product Hunt
“Know if an MCP server works before your agent calls it”
Glimind was submitted on Product Hunt and earned 0 upvotes and 2 comments, placing #320 on the daily leaderboard. 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.
Glimind was featured in API (98.8k followers), Developer Tools (521.6k followers) and Artificial Intelligence (481.6k followers) on Product Hunt. Together, these topics include over 232.8k products, making this a competitive space to launch in.
Who hunted Glimind?
Glimind was hunted by Glimind team. A “hunter” on Product Hunt is the community member who submits a product to the platform — uploading the images, the link, and tagging the makers behind it. Hunters typically write the first comment explaining why a product is worth attention, and their followers are notified the moment they post. Around 79% of featured launches on Product Hunt are self-hunted by their makers, but a well-known hunter still acts as a signal of quality to the rest of the community. See the full all-time top hunters leaderboard to discover who is shaping the Product Hunt ecosystem.
Want to see how Glimind stacked up against nearby launches in real time? Check out the live launch dashboard for upvote speed charts, proximity comparisons, and more analytics.
Glimind team
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.