{"id":"saidsurucu-yokatlas-mcp","name":"yokatlas-mcp","af_score":58.8,"security_score":46.2,"reliability_score":23.8,"what_it_does":"Provides an MCP (Model Context Protocol) server exposing Turkish Higher Education Atlas (YÖK Atlas / YOKATLAS) data via FastMCP tools, including fuzzy program search and detailed atlas statistics for associate and bachelor degree programs.","best_when":"When you want an MCP tool interface for LLM clients to query YOKATLAS program data with minimal integration effort (remote MCP or local uvx/CLI).","avoid_when":"When you need documented authentication, fine-grained scopes, strict rate-limit contracts, or a REST/SDK-based developer experience.","last_evaluated":"2026-03-30T15:18:57.092162+00:00","has_mcp":true,"has_api":false,"auth_methods":[],"has_free_tier":false,"known_gotchas":["Remote MCP availability/limits are not specified; agent may fail if the hosted endpoint is down or throttled.","No explicit guidance on rate limiting, timeouts, or retry/backoff behavior is provided.","Tool parameters like year availability and fuzzy search scoring behavior are described at a high level, but exact response formats and edge-case handling are not specified."],"error_quality":0.0}