io.github.shawndei/glimind
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Publisher-provided description
Live reliability for AI agent tools: is it working right now, and how do I call it correctly?
Summary by lookupd
Checks live reliability of MCP tools, finds alternatives and working call patterns, and audits servers for agent readiness.
Install
Claude Code, remote (streamable-http)
claude mcp add --transport http glimind https://glimind.com/mcp
Codex, remote (streamable-http)
codex mcp add glimind --url https://glimind.com/mcp
Cursor, remote (streamable-http) → .cursor/mcp.json
{
"mcpServers": {
"glimind": {
"url": "https://glimind.com/mcp"
}
}
}Other clients: docs. Or tell your agent: Set up lookupd for me: read https://lookupd.com/agent.md and follow it.
Tools (22 tools)
Publisher-provided text
how_to_use_glimindWHEN TO CALL: once per project, or when unsure how to get external data or check a tool. Returns the full tool guide and the free-vs-paid model.route_taskWHEN TO CALL: first, whenever (1) you need live external data or an action none of your connected tools covers, (2) a connected MCP tool fails and you need a woroute_tasksBatch route_task: pass an array of plain-language sub-tasks and get the best live tool for each in one call (endpoint, input schema, example args, free/paid, facheck_tool_reliabilityWHEN TO CALL: before invoking an unfamiliar or external MCP tool or server, and right after any MCP tool or API call fails, errors, times out or returns 4xx/5xxget_working_recipeGet a CURRENTLY-WORKING call pattern (input shape) for a tool, distilled from real successful calls by other agents. Call this when you are unsure how to shapeprepare_tool_callWHEN TO CALL: right before invoking an external MCP tool, or right after a schema or validation error from one. One round-trip returns its live verdict and recodiscover_toolsWHEN TO CALL: when you need a capability and don't know which tool provides it, and want several options rather than route_task's single pick. Takes a plain-lanfind_alternativesWHEN TO CALL: when a tool is down, rate-limited, failing or missing and you need a live substitute that does the same job. Returns live tools ranked by similariaudit_serverWHEN TO CALL: whenever the user is building, debugging, configuring, comparing or evaluating an MCP server, repo, package or endpoint URL. Agent-readiness auditselect_toolsPick which of YOUR connected tools a task needs, so you load a handful of definitions instead of all of them. Pass the task and the tool definitions you have (fscan_toolsScan the tool definitions loaded in your session for tool poisoning (hidden instructions, concealment, secret access, shadowing of other tools) and quality probverify_toolsCheck the tool definitions your client received from an MCP server against Glimind's signed transparency log of every server's tool list. Returns whether they mpreflight_toolsPre-flight a WHOLE task in one call: pass every tool you might use and get a compact verdict + recommendation (proceed | proceed_with_caution | avoid) for each,find_related_toolsDiscover tools that other agents commonly use TOGETHER with a given tool (from real usage). Call this to find the complementary tools you'll likely need next fowatch_toolSubscribe to reliability alerts for one or more tools (or all critical outages). Provide a `webhook` URL (generic, Slack, or Discord — auto-detected) to receiveget_notificationsFetch new reliability alerts for your subscription token (events since your last poll, then the cursor advances). Use this after watch_tool without a webhook tounwatchCancel a subscription created by watch_tool, using its token.list_breakagesList tools across the MCP ecosystem whose real-world success rate just dropped sharply (active outages/regressions), newest and most severe first. Call this toreport_outcomeWHEN TO CALL: after an external MCP tool call that Glimind routed or checked for you succeeds or fails. Send the tool id, ok, latency and (on failure) an errorfind_toolWHEN TO CALL: before call_remote_tool, to find the tool for a task and get only its input schema. Pass query (what you want to do) for the best matches, the fircreate_keyWHEN TO CALL: when call_remote_tool says quota_exceeded, or before heavy use. Mints a free Glimind API key in one call (no signup, no form) and returns it withcall_remote_toolWHEN TO CALL: to run a tool on another remote MCP server without connecting to it or loading its tool list. Pass server (id or short name), tool and arguments;
Details
- Version: 0.1.0
- Transports: streamable-http
- Uptime (7 days): 100%
- Median latency: 516 ms
- First indexed:
- Last seen in registry:
- Repository: https://github.com/shawndei/mcpinfrastructure
- Website: https://glimind.com
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