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20 Best PDF MCP Servers: compared and ranked, October 2026Ranked from 1,892 matching servers on stars, growth, downloads and maintenance. Updated .

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    Turns a codebase into a persistent knowledge graph so AI coding agents can answer structural questions about functions, call chains, routes, and cross-service links through graph queries instead of reading files one by one.
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Enables Claude Code to perform fuzzy and semantic codebase search via a query_codebase tool.
    1
    Apache 2.0
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    A
    quality
    F
    maintenance
    A deterministic structural code map server for AI agents, giving them the shape of a codebase (imports, exports, classes, functions, signatures, comments, TODO-markers) without reading whole files into context. Powered by tree-sitter WASM grammars, it runs anywhere Node 18+ works.
    7
    10 npm
    1
    AGPL 3.0
  • A
    license
    A
    quality
    B
    maintenance
    MCP server that indexes your codebase's public API at startup and serves it via compact tool responses, saving tokens vs reading source files.
    5
    21
    MIT
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    quality
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    maintenance
    Integrates Google's Gemini AI models into Claude Code and other MCP clients to provide second opinions, code comparisons, and token counting. It supports streaming responses and multi-turn conversations directly within your existing AI development workflow.
    3
    Apache 2.0
  • A
    license
    A
    quality
    B
    maintenance
    An MCP server that indexes a repository locally and provides keyword, semantic, hybrid, and SQL search tools, enabling coding agents to answer questions about the codebase efficiently without reading files one by one.
    3
    88 npm
    31
    Apache 2.0
  • A
    license
    A
    quality
    B
    maintenance
    An MCP server that gives Claude structural understanding of a codebase—dependency graph, entry points, complexity ranking, and import cycles—without reading every file into context.
    4
    MIT
  • A
    license
    A
    quality
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    maintenance
    An MCP server for intelligently reading Java source code, supporting extraction from Maven dependencies and local projects with dual decompilers.
    2
    49 PyPI
    155
    Apache 2.0
  • A
    license
    A
    quality
    D
    maintenance
    MCP server providing npm registry search, package details, dependency auditing, bundle size estimation, and package comparison tools for AI agents.
    5
    43 npm
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    An MCP server that empowers AI coding agents to work effectively with Minecraft mod development, providing static analysis of decompiled source code and runtime interaction with a running Minecraft instance.
    31
    51 npm
    16
    MIT
  • A
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    quality
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    maintenance
    Enables AI-assisted X++ development for Dynamics 365 Finance and Operations by pre-indexing the entire codebase and providing 54 specialized tools for metadata lookup, code generation, and best practice validation.
    20
    174 npm
    157
    MIT
  • A
    license
    A
    quality
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    maintenance
    Provides a read-only interface to audit and continue coding agent sessions by extracting plans, intents, and edit authorship from history across multiple agents (Claude, Codex, OpenCode, Antigravity, Pi) via MCP, CLI, and Python SDK.
    18
    26 PyPI
    3
    MIT