mcp-registry/dev.llmlatency/llm-latency-tracker · v1.0.0
As of 2026-10-27 01:42 UTC, the Llmlatency Llm Latency Tracker MCP server is up with a Glimind reliability score of 100/100 (grade A). Over the last 30 days it answered 100% of Glimind's liveness checks.
Measured latency, time to first token and uptime for ~45 AI inference APIs, by region.
Point your MCP client at this streamable-http endpoint: https://llmlatency.dev/mcp
2 of 2 tool(s) carry no readOnlyHint/destructiveHint annotations.
Annotate read-only tools with {"readOnlyHint": true}. Agents and gateways can then run them without a confirmation prompt, and route around destructive ones. How to fix →
No tool declares an outputSchema.
Declare outputSchema and return structuredContent (MCP 2025-06-18+). Agents can then parse results without guessing, and chain tools reliably. How to fix →
Paste-ready definitions with the problems above fixed. Changes marked verify need a human look. All of them as JSON: /v1/readiness/mcp-registry%2Fdev.llmlatency%2Fllm-latency-tracker/fixes
{
"name": "get_ai_api_latency",
"description": "Measured latency (TTFB p50/p95) and uptime rankings of AI inference API providers by region, from llmlatency.dev.",
"inputSchema": {
"type": "object",
"properties": {
"region": {
"type": "string",
"description": "eu-hetzner, us-central, ap-tokyo or sa-east; omit for all"
}
}
},
"annotations": {
"readOnlyHint": true
}
}{
"name": "get_model_deprecations",
"description": "AI model deprecation calendar: announced and shutdown dates, replacement models, and how many days of migration notice each provider actually gives (median/min/max). Every entry is verified against the provider own deprecation page.",
"inputSchema": {
"type": "object",
"properties": {
"provider": {
"type": "string",
"description": "openai, anthropic, google, mistral, cohere, azure-openai; omit for all"
}
}
},
"annotations": {
"readOnlyHint": true
}
}Get an email or webhook when this server's readiness drops by 10+ points, tool-poisoning text appears, or a tool breaks:
curl -X POST https://glimind.com/v1/subscriptions -H 'content-type: application/json' -d '{"tools":["mcp-registry/dev.llmlatency/llm-latency-tracker"],"email":"[email protected]"}'Agents: watch_tool({"toolId": "mcp-registry/dev.llmlatency/llm-latency-tracker"}) over MCP.
get_model_deprecations ~124 tokensget_ai_api_latency ~86 tokensStatic checks of the advertised tools/list (schema, descriptions, annotations, tool-poisoning patterns, names, size) plus observed protocol, uptime, latency and contract changes. Read-only: no tool is ever called. Weights: schema 15, docs 20, safety 15, efficiency 15, compatibility 15, protocol 5, reliability 10, stability 5. Token counts are estimates (~3.6 characters per token).
Operator? Fix these, then re-check live. Embed the readiness badge:
[](https://glimind.com/server/mcp-registry%2Fdev.llmlatency%2Fllm-latency-tracker?ref=badge)
<a href="https://glimind.com/server/mcp-registry%2Fdev.llmlatency%2Fllm-latency-tracker?ref=badge"><img src="https://glimind.com/v1/readiness/badge/mcp-registry%2Fdev.llmlatency%2Fllm-latency-tracker.svg" alt="MCP agent-readiness"></a>
.. image:: https://glimind.com/v1/readiness/badge/mcp-registry%2Fdev.llmlatency%2Fllm-latency-tracker.svg :target: https://glimind.com/server/mcp-registry%2Fdev.llmlatency%2Fllm-latency-tracker?ref=badge :alt: MCP agent-readiness
Glimind records every version of this server's tool definitions in a signed, append-only transparency log. Current manifest sha256:8bcab3fe20e29d58…, first seen 2026-10-17, included at leaf 11312 of 76,654. Version history · verify what your client received.
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Glimind tells agents whether a server is up right now and how to call it, then fails over to a live alternative when it isn't.
Claude Code
claude mcp add --transport http glimind https://glimind.com/mcp
Claude Desktop · Windsurf · Cline (mcpServers JSON)
{
"mcpServers": {
"glimind": {
"type": "http",
"url": "https://glimind.com/mcp"
}
}
}
As of 2026-10-27 01:42 UTC, the Llmlatency Llm Latency Tracker MCP server is up with a Glimind reliability score of 100/100 (grade A). Over the last 30 days it answered 100% of Glimind's liveness checks.
Llmlatency Llm Latency Tracker MCP server advertises 2 tools, including get_ai_api_latency, get_model_deprecations.
Point your MCP client at this streamable-http endpoint: https://llmlatency.dev/mcp
Glimind scanned all 2 tool definitions for tool-poisoning patterns — hidden or invisible characters, instructions that override the model, concealment from the user, requests to read credential or MCP config files, conversation exfiltration and cross-tool shadowing — and found none. This checks what the server tells the model, not what its code does; review the source before granting access to sensitive data.
Status page: 90-day uptime, every outage and how long it lasted.
Claim this listing to get the Verified operator marker, a remediation checklist and owner analytics, or embed the live badge from any of the tool pages above. Maintainers: alerts, deploy attestation and monthly reports.
Status is an automated estimate from Glimind's liveness checks (handshake and tool listing only; no tool is ever called) and may lag or differ from your network. Glimind is not affiliated with this server or its operator. Operator? Request a correction or opt out at https://glimind.com/opt-out.