{ "data": { "tool": { "category": "observability", "endpoint": "https://llmlatency.dev/mcp", "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/llmlatency-llm-latency-tracker.json", "kind": "mcp", "listed": "indexed", "liveUrl": "https://www.anchorterminal.com/api/v1/live/llmlatency-llm-latency-tracker.json", "markdownUrl": "https://www.anchorterminal.com/tools/llmlatency-llm-latency-tracker.md", "mcpTools": { "check": { "checker": "anchor-check/1.0", "totalTokens": 188, "counts": { "error": 0, "note": 1, "warn": 2 }, "findings": [ { "rule": "TC16", "severity": "warn", "tool": "get_ai_api_latency", "message": "no readOnlyHint or destructiveHint", "fix": "Its name starts with \"get\"; if it only reads, set readOnlyHint: true so harnesses can run it without asking." }, { "rule": "TC16", "severity": "warn", "tool": "get_model_deprecations", "message": "no readOnlyHint or destructiveHint", "fix": "Its name starts with \"get\"; if it only reads, set readOnlyHint: true so harnesses can run it without asking." }, { "rule": "TC24", "severity": "note", "message": "2 of 2 tools have no outputSchema", "fix": "Declare outputSchema for tools that return structured data, and return structuredContent that matches it." } ] }, "checkedAt": "2026-10-04T22:24:54Z", "count": 2, "note": "answered without the initialize handshake", "schemaTokens": 188, "status": "ok", "tools": [ { "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": { "properties": { "region": { "description": "eu-hetzner, us-central, ap-tokyo or sa-east; omit for all", "type": "string" } }, "type": "object" } }, { "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": { "properties": { "provider": { "description": "openai, anthropic, google, mistral, cohere, azure-openai; omit for all", "type": "string" } }, "type": "object" } } ] }, "name": "LLM Latency Tracker", "note": "Indexed from the official MCP registry: facts and our own checks, not reviewed, so no score, grade or rank.", "packages": null, "pageJsonUrl": "https://www.anchorterminal.com/tools/llmlatency-llm-latency-tracker.json", "popularity": { "githubStars": 2 }, "registryName": "dev.llmlatency/llm-latency-tracker", "remotes": [ { "type": "streamable-http", "url": "https://llmlatency.dev/mcp" } ], "repository": "https://github.com/mazamaka/llm-latency-tracker", "reviewed": false, "slug": "llmlatency-llm-latency-tracker", "source": "the official MCP registry", "sourceUrl": "https://registry.modelcontextprotocol.io/v0.1/servers?search=dev.llmlatency/llm-latency-tracker", "summary": "Measured latency, time to first token and uptime for ~45 AI inference APIs, by region.", "updatedAt": "2026-08-16T21:41:14Z", "url": "https://www.anchorterminal.com/tools/llmlatency-llm-latency-tracker", "vendor": "llmlatency.dev", "vendorUrl": "https://llmlatency.dev", "version": "1.1.0", "websiteUrl": "https://llmlatency.dev", "where": "hosted", "why": [ "vendor" ] } }, "kind": "anchor.page", "links": { "api": "https://www.anchorterminal.com/api/v1/index.json", "html": "https://www.anchorterminal.com/tools/llmlatency-llm-latency-tracker", "json": "https://www.anchorterminal.com/tools/llmlatency-llm-latency-tracker.json", "llms": "https://www.anchorterminal.com/llms.txt", "markdown": "https://www.anchorterminal.com/tools/llmlatency-llm-latency-tracker.md", "slim": "https://www.anchorterminal.com/tools/llmlatency-llm-latency-tracker.min.md" }, "markdown": "# LLM Latency Tracker\n\n\u003e Indexed, not reviewed: facts from the official MCP registry and our own checks. No score, grade or rank, and not in the rankings until the panel reviews it. How the index works: https://www.anchorterminal.com/indexed/\n\n- Kind: MCP server, by llmlatency.dev (https://llmlatency.dev)\n- Category: Observability \u0026 incidents (https://www.anchorterminal.com/categories/observability.md)\n- Listed because: It's published in the registry under llmlatency.dev, a namespace the registry only gives to whoever proves they control that domain.\n- What the official MCP registry says: Measured latency, time to first token and uptime for ~45 AI inference APIs, by region.\n\n## Facts\n\n- MCP registry: `dev.llmlatency/llm-latency-tracker` 1.1.0\n- Endpoint: https://llmlatency.dev/mcp (streamable HTTP)\n- Source: https://github.com/mazamaka/llm-latency-tracker\n- Website: https://llmlatency.dev\n- GitHub stars: 2\n- Registry entry updated: 2026-08-16\n\n## Tools\n\n- Tools it lists (2, about 188 tokens of context, `tools/list` without credentials, checked 2026-10-04 22:24 UTC):\n - `get_ai_api_latency`: Measured latency (TTFB p50/p95) and uptime rankings of AI inference API providers by region, from llmlatency.dev.\n - `get_model_deprecations`: AI model deprecation calendar: announced and shutdown dates, replacement models, and how many days of migration notice each provider actually gives…\n- How its tools read to an agent (0 errors, 2 warnings, 1 note, about 188 tokens; rules at https://www.anchorterminal.com/check.md; not part of the score):\n - warn TC16 get_ai_api_latency: no readOnlyHint or destructiveHint\n - warn TC16 get_model_deprecations: no readOnlyHint or destructiveHint\n - note TC24 server: 2 of 2 tools have no outputSchema\n\n- JSON: https://www.anchorterminal.com/api/v1/tools/llmlatency-llm-latency-tracker.json\n- Being indexed says nothing about quality, and nobody can pay for it. Ask for a review: https://www.anchorterminal.com/builders/#claiming\n", "meta": { "attribution": "Anchor Terminal (https://www.anchorterminal.com)", "docs": "https://www.anchorterminal.com/docs/", "generatedAt": "2026-10-05", "license": "CC-BY-4.0", "method": "https://www.anchorterminal.com/benchmark/", "methodology": "0.3", "openapi": "https://www.anchorterminal.com/openapi.json", "preview": false, "run": "2026-10-01", "runLabel": "October 2026 research run" }, "page": { "breadcrumbs": [ { "name": "Home", "url": "https://www.anchorterminal.com/" }, { "name": "Terminal", "url": "https://www.anchorterminal.com/tools/" }, { "name": "Indexed", "url": "https://www.anchorterminal.com/indexed/" }, { "name": "LLM Latency Tracker", "url": "" } ], "description": "LLM Latency Tracker, an MCP server by llmlatency.dev, listed from the official MCP registry. Indexed, not reviewed: facts and our own checks, no score or ranking. Measured latency, time to first token and uptime for ~45 AI inference APIs, by region.", "facts": [ "not reviewed", "not ranked", "facts only" ], "h1": "LLM Latency Tracker", "image": "https://www.anchorterminal.com/assets/og/indexed.png", "path": "/tools/llmlatency-llm-latency-tracker", "published": "", "section": "indexed", "title": "LLM Latency Tracker, indexed from the official MCP registry", "toc": null, "updated": "2026-10-05", "url": "https://www.anchorterminal.com/tools/llmlatency-llm-latency-tracker" }, "tokens": { "markdown": 650, "slim": 580 }, "version": 1 }