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117,442 servers. Updated
20 Best Documentation MCP Servers: compared and ranked, November 2026Ranked from 2,545 matching servers on stars, growth, downloads and maintenance. Updated .

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  • A
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    quality
    D
    maintenance
    Vectorize MCP server for advanced retrieval, Private Deep Research, Anything-to-Markdown file extraction and text chunking.
    41 npm
    115
    MIT
  • A
    license
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    quality
    C
    maintenance
    Provides MCP tools for workspace initialization, health checks, context recall, and durable memory capture, enabling project-specific memory and shared company knowledge with citations.
    MIT
  • F
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    quality
    B
    maintenance
    Enables fast local hybrid search over a folder of markdown files via MCP, combining BM25 and vector similarity with explicit relevance verdicts and no LLM or network calls at query time.
    1
    -
  • A
    license
    A
    quality
    D
    maintenance
    Provides semantic search capabilities by connecting Claude Desktop to a Cloudflare Workers backend powered by Vectorize. It enables natural language querying of knowledge bases using vector similarity and edge-based embedding generation.
    2
    MIT
  • A
    license
    Not graded
    quality
    A
    maintenance
    Enables vector search and document retrieval from pipelines, text extraction and chunking of files into Markdown, and private deep research generation, all backed by Vectorize.
    MIT
  • A
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    Not graded
    quality
    C
    maintenance
    Provides cited retrieval over local-first knowledge sources (TXT, CSV, Google Sheets, Zoho Mail, MBOX) via SQLite FTS5, with tools for searching and checking source status, returning evidence links instead of generated answers.
    MIT
  • A
    license
    Not graded
    quality
    A
    maintenance
    Enables vector search and document retrieval, extraction and chunking of any file into Markdown, and private deep research generation through Vectorize pipelines. It connects MCP clients such as Claude, Cursor, and VS Code to these Vectorize APIs.
    MIT
  • A
    license
    Not graded
    quality
    A
    maintenance
    Enables vector search and document retrieval, text extraction and chunking of files into Markdown, and private deep research generation through Vectorize pipelines. It connects MCP clients to a user's configured Vectorize organization and pipeline for retrieval-augmented workflows.
    MIT
  • A
    license
    Not graded
    quality
    A
    maintenance
    Enables vector search and document retrieval from Vectorize pipelines, text extraction and chunking of files into Markdown, and generation of private deep research reports. It supports retrieval-augmented workflows and document processing through natural language.
    MIT
  • A
    license
    Not graded
    quality
    A
    maintenance
    Enables vector search and document retrieval, text extraction and chunking into Markdown, and private deep research through a configured Vectorize pipeline.
    MIT
  • A
    license
    Not graded
    quality
    A
    maintenance
    Enables vector search over documents, text extraction and chunking of files into Markdown, and private deep research generation through Vectorize pipelines. It exposes these retrieval, extraction, and research capabilities as MCP tools for clients like Claude, Cursor, and VS Code.
    MIT
  • A
    license
    Not graded
    quality
    A
    maintenance
    Enables vector search and document retrieval from Vectorize pipelines, conversion of any file into chunked Markdown text, and generation of private deep-research reports with optional web search.
    MIT
  • A
    license
    Not graded
    quality
    A
    maintenance
    Enables vector search and document retrieval, text extraction and chunking into Markdown, and private deep research through Vectorize pipelines. It integrates with MCP clients like Claude, Windsurf, Cursor, and Cline for natural-language access to these capabilities.
    MIT
  • F
    license
    Not graded
    quality
    A
    maintenance
    Enables vector search and document retrieval, extraction and chunking of files into Markdown, and private deep research against a configured Vectorize pipeline. It lets AI assistants query indexed knowledge bases and process documents through Vectorize's APIs.
    -
  • A
    license
    A
    quality
    C
    maintenance
    Local knowledge engine for codebases with hybrid search, knowledge graph, and interaction tracking, enabling Claude Code to search and interact with project knowledge locally.
    7
    2
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Lets an AI assistant search, read, and write notes and sources in your self-hosted Open Notebook, with approval-gated writes and no data sent anywhere else. It bundles tools, prompts, and skills for meeting notes, decision records, weekly reviews, and source-cited research.
    8
    53 PyPI
    MIT
  • A
    license
    Not graded
    quality
    A
    maintenance
    Enables vector search and document retrieval, text extraction and chunking into Markdown, and private deep research workflows through configured pipelines.
    MIT