yoktez-mcp

Provides an MCP (FastMCP) server that lets MCP-capable LLM clients search the Turkish YÖK National Thesis (Ulusal Tez Merkezi) database and fetch thesis PDF content converted to Markdown by PDF page. Also extracts/returns thesis metadata from detail pages.

Evaluated Mar 30, 2026 (22d ago)
Repo ↗ Ai Ml mcp fastmcp llm-tools retrieval pdf-to-markdown research education python
⚙ Agent Friendliness
55
/ 100
Can an agent use this?
🔒 Security
45
/ 100
Is it safe for agents?
⚡ Reliability
29
/ 100
Does it work consistently?

Score Breakdown

⚙ Agent Friendliness

MCP Quality
60
Documentation
70
Error Messages
0
Auth Simplicity
90
Rate Limits
10

🔒 Security

TLS Enforcement
100
Auth Strength
20
Scope Granularity
0
Dep. Hygiene
55
Secret Handling
60

Uses HTTPS for the documented remote MCP URL. No auth/authorization model is described, so access appears open (at least for the remote endpoint). Secret handling and logging behavior are not described. Dependency list includes common parsing/HTML/PDF libraries; specific vulnerability posture/lockfile/CVE status is not provided, so hygiene is estimated.

⚡ Reliability

Uptime/SLA
0
Version Stability
45
Breaking Changes
50
Error Recovery
20
AF Security Reliability

Best When

You want an agent/tool interface (MCP) to programmatically query and read Turkish thesis documents in Markdown form for downstream LLM reasoning.

Avoid When

You need fine-grained access control, contractual reliability guarantees, or documented retry/idempotency semantics; or you require robust error semantics and rate-limit guidance beyond what is provided.

Use Cases

  • LLM-assisted thesis discovery by metadata filters (title/author/advisor/university/discipline/year/etc.)
  • Retrieval of thesis document content as page-level Markdown for summarization/QA
  • Building agent workflows for research assistance on Turkish theses
  • Creating searchable knowledge bases from thesis PDFs (with page-by-page extraction)

Not For

  • Use as a primary, authoritative legal or academic citation source without verification of retrieved content
  • High-volume bulk crawling without considering rate limits and remote service policies
  • Applications requiring strict compliance guarantees or guaranteed availability/SLA (not documented)
  • Use cases needing complex authentication/tenanting or user-specific permissions

Interface

REST API
No
GraphQL
No
gRPC
No
MCP Server
Yes
SDK
No
Webhooks
No

Authentication

OAuth: No Scopes: No

No authentication mechanism (API key/OAuth) is described for the remote MCP endpoint; local execution is also shown without any auth layer in the README.

Pricing

Free tier: No
Requires CC: No

No pricing/tiers information is provided in the README or manifest snippet.

Agent Metadata

Pagination
parameters-based (page/results_per_page)
Idempotent
False
Retry Guidance
Not documented

Known Gotchas

  • Markdown conversion and PDF page extraction can be slow or incomplete depending on source PDFs/HTML structure.
  • Tool parameters include many free-form filters; agents may pass empty/irrelevant values—ensure the server tolerates missing/optional fields.
  • Remote MCP availability/performance is not documented; timeouts should be handled by the client/agent framework.
  • No explicit guidance is given for rate limits, error codes, or retry/idempotency behavior.

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

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