F
licenseNot graded
qualityB
maintenanceEnables AI agents to check real-time status, uptime, and incidents for 200+ popular APIs (Stripe, OpenAI, AWS, GitHub, Twilio, etc.) through read-only, no-authentication tools.
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FreeLLM-MCP
Officialby emberfreellm
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TDQS
A4.2/5.0
Scored across 4 tools
Disambiguation5/5
Each tool has a clearly distinct purpose: listing all models, fetching the fastest, fetching the most reliable, and checking status of a specific model. No overlap in function, so an agent can easily select the right tool.
Naming Consistency5/5
All tool names follow a consistent verb_noun pattern in snake_case: list_free_models, get_fastest_free_model, get_most_reliable_free_model, check_model_status. The pattern is predictable and uniform.
Tool Count5/5
With exactly 4 tools, the server is well-scoped for a read-only model directory. Each tool serves a distinct query need without redundancy or bloat.
Completeness4/5
The surface covers listing, filtered retrieval (fastest/reliable), and per-model status. Missing an explicit search-by-name tool, but check_model_status covers that by ID. No lifecycle operations are needed for a read-only directory, so minor gap is acceptable.
Maintenance
ActivityMaintained
ResponsivenessNo issues