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"How to document a codebase using Markdown" matching MCP servers:

  • DocGraph

    Detective-XH
    A
    license
    A
    quality
    A
    maintenance
    MCP server that indexes Markdown, Word, HTML, and PDF documents into a SQLite knowledge graph with CJK+Latin full-text search and cross-document reference tracking. Runs drift audits to surface stale policies, conflicting research claims, superseded ADRs, and undocumented code exports.
    10
    5
    MIT

  • Sense

    luuuc
    A
    license
    -
    quality
    A
    maintenance
    An MCP server for codebase context that gives AI coding agents structural understanding through symbol graph, semantic search, blast radius, and convention detection tools.
    30
    MIT

  • LLM Optimizer

    jonradoff
    A
    license
    -
    quality
    B
    maintenance
    LLM Optimizer is an AI visibility intelligence platform. It analyzes how large language models and AI search engines perceive, cite, and recommend brands; then provides research-backed optimization strategies to improve that visibility.
    10
    MIT

  • lightpanda-mcp-server

    Brilhante29
    A
    license
    -
    quality
    C
    maintenance
    MCP server for Lightpanda headless browser enabling ultra-fast HTML extraction, markdown conversion, and JavaScript execution with 16x lower memory footprint than Chrome.
    MIT

  • Multi Database MCP Server

    FreePeak
    A
    license
    -
    quality
    B
    maintenance
    The Multi DB MCP Server is a high-performance implementation of the Database Model Context Protocol designed to revolutionize how AI agents interact with databases. Currently supporting MySQL and PostgreSQL databases.
    411
    MIT

  • agent-memory-mcp

    ipiton
    A
    license
    -
    quality
    A
    maintenance
    A memory, docs, and repo context layer for engineering agents, providing typed persistent memory, RAG document retrieval, and repository-aware tools to recall decisions, runbooks, and operational knowledge across sessions.
    39
    MIT

  • mdurl

    hightemp
    A
    license
    -
    quality
    D
    maintenance
    Converts URL content to Markdown, providing two tools: one for extracting main article content and one for converting the entire HTML.
    9
    MIT

  • code-graph-mcp

    attaxr
    A
    license
    -
    quality
    B
    maintenance
    Turns a codebase into a queryable graph with semantic search, call graphs, and control/data flow analysis, served to AI coding agents via the Model Context Protocol.
    206
    MIT

  • scpr

    AstraBert
    A
    license
    -
    quality
    B
    maintenance
    A web scraping CLI tool that converts web pages to markdown and also runs as an MCP server for agent integration.
    14
    12
    MIT

  • sooda-mcp

    sooda-ai
    A
    license
    -
    quality
    C
    maintenance
    Enables AI agents to communicate with business agents across company boundaries using Google's A2A protocol, with tools for discovery, messaging, and connection management.
    MIT

  • paimon-mcp-fetch

    paimonchan
    A
    license
    -
    quality
    B
    maintenance
    A lightweight MCP server that fetches URLs and returns clean, readable markdown, enabling AI assistants to read any webpage with article extraction, caching, and security features.
    2
    MIT

  • office-addin-mcp

    dsbissett
    F
    license
    -
    quality
    C
    maintenance
    MCP server for driving Office add-ins (Excel, Word, Outlook, PowerPoint, OneNote) through high-level workflow tools and queries, enabling LLM agents to automate document tasks across Microsoft Office applications via a single Go binary.
    3

  • CKB

    SimplyLiz
    F
    license
    -
    quality
    A
    maintenance
    Transforms a codebase into a queryable knowledge base for code understanding, impact analysis, ownership lookup, and more via CLI, HTTP API, or MCP.
    109

  • Claude MCP File Server

    ErosAO
    F
    license
    -
    quality
    D
    maintenance
    A file management system powered by Claude AI that provides document access and manipulation through MCP protocol and Telegram bot integration, enabling users to interact with files via natural language commands.

  • Seamless

    0spoon
    A
    license
    A
    quality
    A
    maintenance
    Local-first shared memory and task coordination for AI coding agents. One Go binary, MCP server, markdown files you own. Hooks for Claude Code and Codex CLI (and their desktop apps).
    6
    30
    3
    MIT

  • tela

    zcag
    A
    license
    A
    quality
    A
    maintenance
    Self-hostable, markdown-native team wiki with a built-in MCP server: agents search, read, and write your wiki pages (ranked Postgres full-text + semantic search, backlink traversal). Plus Atlas, which auto-generates a cited, coverage-checked wiki from your git repos and Jira.
    41
    46
    AGPL 3.0