{"id":"utsunomiya-mcp-server","name":"utsunomiya-mcp-server","af_score":50.0,"security_score":30.8,"reliability_score":21.2,"what_it_does":"Provides an MCP server that exposes Utsunomiya City open data via natural-language queries and MCP tools (list datasets, get dataset schemas, query dataset contents, and analyze datasets with caching).","best_when":"You want an agent to quickly explore and query a known public dataset catalog through MCP tools using a local command-line server process.","avoid_when":"You cannot tolerate unknown error behavior, undefined rate limiting, or lack of demonstrated auth/security controls for tool access.","last_evaluated":"2026-04-04T21:40:37.425048+00:00","has_mcp":true,"has_api":false,"auth_methods":[],"has_free_tier":false,"known_gotchas":["No documented pagination/limits strategy is provided in the README snippet.","No explicit retry/idempotency guidance is provided for tool calls.","No documented error schema or failure modes are described; agent behavior under partial failures is uncertain."],"error_quality":0.0}