{"id":"saidsurucu-yokatlas-mcp","name":"yokatlas-mcp","homepage":null,"repo_url":"https://github.com/saidsurucu/yokatlas-mcp","category":"ai-ml","subcategories":[],"tags":["mcp","fastmcp","python","education","turkey","llm-tools","data-access"],"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.","use_cases":["LLM-powered search for Turkish university programs (bachelor/associate) using fuzzy matching","Retrieving comprehensive program details such as quotas/placement points and other atlas statistics","Building MCP-compatible agents that can query and reason over YOKATLAS program data"],"not_for":["Applications requiring guaranteed completeness/real-time accuracy beyond the underlying data source","Use cases needing strong per-user authorization/tenancy controls for the API itself","Event-driven integrations (no webhooks described)"],"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.","alternatives":["Direct use of a YOKATLAS API client/library (e.g., yokatlas-py) without MCP","Build a custom MCP server around the upstream data source","Use other existing MCP servers/tools for Turkish higher education data (if available)"],"af_score":58.8,"security_score":46.2,"reliability_score":23.8,"package_type":"mcp_server","discovery_source":["github"],"priority":"high","status":"evaluated","version_evaluated":null,"last_evaluated":"2026-03-30T15:18:57.092162+00:00","interface":{"has_rest_api":false,"has_graphql":false,"has_grpc":false,"has_mcp_server":true,"mcp_server_url":"https://yokatlasmcp.fastmcp.app/mcp","has_sdk":false,"sdk_languages":[],"openapi_spec_url":null,"webhooks":false},"auth":{"methods":[],"oauth":false,"scopes":false,"notes":"No authentication/authorization mechanism is described for the MCP tools. The remote MCP endpoint appears to be used without user-provided credentials in the README."},"pricing":{"model":null,"free_tier_exists":false,"free_tier_limits":null,"paid_tiers":[],"requires_credit_card":false,"estimated_workload_costs":null,"notes":"No pricing information is provided for the remote MCP service."},"requirements":{"requires_signup":false,"requires_credit_card":false,"domain_verification":false,"data_residency":[],"compliance":[],"min_contract":null},"agent_readiness":{"af_score":58.8,"security_score":46.2,"reliability_score":23.8,"mcp_server_quality":70.0,"documentation_accuracy":65.0,"error_message_quality":0.0,"error_message_notes":null,"auth_complexity":90.0,"rate_limit_clarity":5.0,"tls_enforcement":95.0,"auth_strength":20.0,"scope_granularity":10.0,"dependency_hygiene":55.0,"secret_handling":60.0,"security_notes":"Transport appears to use HTTPS for the remote MCP endpoint. No authentication/scopes are described, implying either public access or unspecified security. Dependencies include fastmcp and BeautifulSoup4; no vulnerability/status information is provided, and secret handling is not described (though there is no sign of secret logging in the README).","uptime_documented":0.0,"version_stability":40.0,"breaking_changes_history":35.0,"error_recovery":20.0,"idempotency_support":"false","idempotency_notes":null,"pagination_style":"none","retry_guidance_documented":false,"known_agent_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."]}}