yokatlas-mcp

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.

Evaluated Mar 30, 2026 (21d ago)

Repo ↗ Ai Ml mcp fastmcp python education turkey llm-tools data-access

⚙ Agent Friendliness

/ 100

Can an agent use this?

🔒 Security

/ 100

Is it safe for agents?

⚡ Reliability

/ 100

Does it work consistently?

Score Breakdown

⚙ Agent Friendliness

MCP Quality

Documentation

Error Messages

Auth Simplicity

Rate Limits

🔒 Security

TLS Enforcement

Auth Strength

Scope Granularity

Dep. Hygiene

Secret Handling

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).

⚡ Reliability

Uptime/SLA

Version Stability

Breaking Changes

Error Recovery

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.

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)

Interface

REST API

GraphQL

gRPC

MCP Server

Yes ↗

SDK

Webhooks

Authentication

OAuth: No Scopes: No

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

Free tier: No

Requires CC: No

No pricing information is provided for the remote MCP service.

Agent Metadata

Pagination

none

Idempotent

False

Retry Guidance

Not documented

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.

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)

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API endpoint ↗ Agent guide ↗ Report inaccuracy

Scores are editorial opinions as of 2026-03-30.