dl4rce/flaiwheel

Overview

A Python tool that vectorizes documentation and enables search through the Model Context Protocol (MCP). It converts documentation into vector embeddings and exposes a search interface via MCP, allowing developers to query documentation programmatically.

Best for

Best for
Developers who need to add vector-based documentation search to MCP-enabled workflows

Use cases

• Searching technical documentation using natural language queries
• Integrating documentation search into MCP-compatible applications
• Building a vectorized knowledge base from existing documentation

How to use

Tools exposed

• MCP_DOCS_PATH
• MCP_EMBEDDING_PROVIDER
• MCP_EMBEDDING_MODEL
• MCP_CHUNK_STRATEGY
• MCP_RERANKER_ENABLED
• MCP_RERANKER_MODEL
• MCP_RRF_K
• MCP_RRF_VECTOR_WEIGHT
• MCP_RRF_BM25_WEIGHT
• MCP_MIN_RELEVANCE
• MCP_GIT_REPO_URL
• MCP_GIT_BRANCH
• MCP_GIT_TOKEN
• MCP_GIT_SYNC_INTERVAL
• MCP_GIT_AUTO_PUSH
• MCP_WEBHOOK_SECRET
• MCP_TRANSPORT
• MCP_SSE_PORT
• MCP_WEB_PORT
• all-MiniLM-L6-v2

Tested with

Claude Desktop, Claude Code, Cursor, Continue, VS Code, ChatGPT, GitHub Copilot

Notes

A Python tool that vectorizes documentation and enables search through the Model Context Protocol (MCP). It converts documentation into vector embeddings and exposes a search interface via MCP, allowing developers to query documentation programmatically.

3 stars on GitHub. Last updated 2026-05-22.

Use cases

• Searching technical documentation using natural language queries
• Integrating documentation search into MCP-compatible applications
• Building a vectorized knowledge base from existing documentation

Pros

• Leverages MCP for standardized integration with other tools
• Simple Python implementation for easy customization
• Focused on a specific, useful task without unnecessary complexity

Cons

• Limited to documentation vectorization and search only
• Small community with only 3 GitHub stars
• Requires MCP-compatible infrastructure to be useful

Indexed from awesome-mcp-servers-punkpeye and enriched against its public facts.