mcp-server

Provides an MCP server that exposes curated documentation (from llms.txt sources) to GenAI coding assistants. It enables searching relevant docs with relevance ranking, browsing document sections via a table-of-contents style interface, and fetching only the needed sections (plus contextual snippet generation).

Evaluated Mar 30, 2026 (21d ago)
Homepage ↗ Repo ↗ DevTools mcp documentation retrieval rag agentic-ai python
⚙ Agent Friendliness
64
/ 100
Can an agent use this?
🔒 Security
33
/ 100
Is it safe for agents?
⚡ Reliability
25
/ 100
Does it work consistently?

Score Breakdown

⚙ Agent Friendliness

MCP Quality
75
Documentation
70
Error Messages
0
Auth Simplicity
100
Rate Limits
20

🔒 Security

TLS Enforcement
60
Auth Strength
10
Scope Granularity
0
Dep. Hygiene
55
Secret Handling
50

No authentication/authorization is described, so access control is effectively absent from the described interface. The README indicates support for HTTPS URLs when indexing, but does not discuss SSRF protections, URL allowlisting, or sandboxing. TLS usage is implied by HTTPS support for fetched URLs, but enforcement details for MCP communication are not specified. Dependency hygiene cannot be fully assessed from the provided manifest (only high-level deps: mcp, pydantic).

⚡ Reliability

Uptime/SLA
0
Version Stability
40
Breaking Changes
30
Error Recovery
30
AF Security Reliability

Best When

You want an MCP-compatible way to let agentic IDE tools find and retrieve the right documentation sections quickly, with lazy loading and doc-structure awareness.

Avoid When

You need a fully-featured web crawler, strict guarantees about freshness of upstream docs, or require authenticated access control for private content.

Use Cases

  • RAG-style retrieval of documentation for agent-assisted coding
  • Letting IDE coding assistants query relevant tool/library docs via MCP
  • Token-efficient doc browsing by section and on-demand fetching
  • Generating short contextual snippets for faster agent decisions

Not For

  • General-purpose knowledge base for arbitrary user content
  • Performing authenticated access to private resources (no auth mechanism described)
  • Replacing full documentation websites or complex multi-page navigation

Interface

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

Authentication

OAuth: No Scopes: No

No authentication/authorization requirements are described for using the MCP server.

Pricing

Free tier: No
Requires CC: No

Pricing not described; appears to be distributed as an open-source Python package and run locally via MCP clients.

Agent Metadata

Pagination
none
Idempotent
False
Retry Guidance
Not documented

Known Gotchas

  • Behavior depends on the curated indexing sourced from llms.txt; if llms.txt inputs are incomplete, retrieval quality will be limited.
  • The server uses search/ranking and lazy loading; agents may need to call both search and fetch tools to obtain full section text.

Alternatives

Full Evaluation Report

Comprehensive deep-dive: security analysis, reliability audit, agent experience review, cost modeling, competitive positioning, and improvement roadmap for mcp-server.

AI-powered analysis · PDF + markdown · Delivered within 30 minutes

$99

Package Brief

Quick verdict, integration guide, cost projections, gotchas with workarounds, and alternatives comparison.

Delivered within 10 minutes

$3

Score Monitoring

Get alerted when this package's AF, security, or reliability scores change significantly. Stay ahead of regressions.

Continuous monitoring

$3/mo

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

8642
Packages Evaluated
17761
Need Evaluation
586
Need Re-evaluation
Community Powered