MCP server for your documentation
Turn your knowledge base into an MCP server. Developers connect from Claude Code, Cursor, Windsurf, or any MCP-compatible tool and get AI-powered answers grounded in your docs.

Powering docs for
Why MCP for documentation?
The Model Context Protocol is an open standard that lets AI applications access external data sources. For documentation, it means one integration powers every AI tool.
Without MCP
Manual, fragmented access
Copy-paste from browser
Developers switch between docs and tools, losing context and time
AI hallucinations
Without access to real docs, AI tools generate incorrect API calls and outdated examples
Custom integrations per tool
Each AI tool needs its own plugin, API wrapper, or custom integration
With MCP
One server, every tool
Docs inside the IDE
Developers get answers where they work, no context switching needed
Grounded in your actual docs
AI responses are based on your real documentation, not training data
One standard, every AI tool
Set up once. Works with Claude, Cursor, Windsurf, Cline, and any future MCP client
From docs to MCP server
in three steps
Biel.ai indexes your documentation and exposes it as an MCP server. Any MCP-compatible tool gets instant access to your knowledge base.
Connect your docs
Point Biel.ai to your documentation site. We support Docusaurus, MkDocs, Sphinx, Starlight, Antora, and 20+ other platforms. Biel.ai crawls, chunks, and indexes your content automatically.
Get your MCP server URL
Biel.ai generates an MCP server endpoint for your project. No infrastructure to manage, no Docker containers to deploy. Your MCP server is production-ready from day one.
Connect to any AI tool
Add the MCP server URL to Claude Desktop, Cursor, Windsurf, Cline, or any MCP-compatible tool. Your team gets AI-powered answers grounded in your documentation.
Your docs, everywhere developers work
Developers don't want to leave their IDE to search documentation. MCP brings your knowledge base into the tools they already use.
IDE integration
Code with context
Cursor, Windsurf, and VS Code with Copilot can query your docs directly. Developers get API references, configuration guides, and code examples without switching windows.
AI assistants
Grounded answers
Claude Desktop, ChatGPT, and custom AI agents can pull context from your docs. No more hallucinated API endpoints or outdated code samples.
CLI & automation
Scriptable access
Build CLI tools, CI/CD pipelines, or custom scripts that query your documentation programmatically. MCP provides a standard protocol for doc retrieval.
AI agents
Agentic workflows
Give your autonomous agents access to your product documentation. They can look up specs, troubleshoot errors, and follow integration guides on their own.
Internal tooling
Knowledge on tap
Connect internal runbooks, playbooks, and onboarding docs to your team's AI tools. New hires and support engineers get instant answers from your knowledge base.
Code generation
Accurate snippets
AI coding tools generate better code when they have access to your actual API docs. Reduce hallucinations and get integration code that works on the first try.
MCP server for every
documentation platform
Connect any documentation source to create an MCP server. No matter what platform you use, your team gets AI-powered access to your knowledge base.
Docusaurus
MCP server for Docusaurus documentation sites. Query React-based docs, API references, and versioned content.
Learn moreMkDocs
MCP server for MkDocs and Material for MkDocs projects. Access Python-ecosystem docs from any AI tool.
Learn moreSphinx
MCP server for Sphinx documentation. Query reStructuredText docs, autodoc content, and API references.
Learn moreStarlight
MCP server for Astro Starlight documentation. Access content-driven docs from your IDE or AI assistant.
Learn moreAntora
MCP server for Antora multi-repository docs. Unified access to distributed documentation from any tool.
Learn moreConfluence
MCP server for Confluence spaces. Query team wikis, runbooks, and internal knowledge bases via MCP.
Learn moreNotion
MCP server for Notion workspaces. Access your team knowledge base and documentation from AI tools.
Learn moreGitBook
MCP server for GitBook documentation. Query developer docs, API guides, and knowledge bases from your IDE.
Learn moreWorks with every MCP client
Any tool that supports the Model Context Protocol can connect to your documentation MCP server. The ecosystem is growing fast.
Claude Desktop
Anthropic's desktop app with native MCP support. Query your docs in natural language conversations.
Cursor
AI-first code editor. Access your API docs and integration guides while writing code.
Windsurf
AI-powered IDE from Codeium. Your documentation is available as context for code generation.
Cline & more
VS Code extension for AI coding. Plus any current or future tool that implements the MCP protocol.
Teams that trust Biel.ai
See how development teams use Biel.ai to make their documentation accessible from any AI tool.
"Biel.ai has been one of those great examples of low effort, high impact tasks. Easy to set up, yet the positive effects are felt immediately."
"Super easy to get started, reads all our sites without trouble, and helps us learn what questions our users ask."
"The support at biel.ai is outstanding. They're always fast and helpful, and they turn our feature requests into reality in no time. We're super happy with the results."
Frequently asked questions
Everything you need to know about MCP servers for documentation. Have another question? Contact us.