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20 Best PDF MCP Servers: compared and ranked, November 2026Ranked from 2,140 matching servers on stars, growth, downloads and maintenance. Updated .

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  • A
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    maintenance
    Enables AI agents to analyze and diff binaries by driving Ghidra headless or inside its GUI, exposing native reverse-engineering tools such as listing functions and segments, searching strings, decompiling, disassembling, and following cross-references. Ships with a devcontainer and supports local stdio or remote HTTP deployment.
    MIT
  • A
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    Not graded
    quality
    A
    maintenance
    Enables MCP clients to load eight on-demand coding skills and inspect project repositories through bounded, read-only map, search, read, diff, checks, and style tools. It keeps context lean by loading skill bodies only when needed and limiting repository scan and output sizes.
    1
    MIT
  • A
    license
    A
    quality
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    maintenance
    A field-level semantic change impact analysis MCP server for Claude Code, enabling natural language queries to find affected code when modifying fields, strings, or functions across multiple languages.
    6
    6
    MIT
  • A
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    A
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    maintenance
    Cross-repository code intelligence server that enables AST-based search for functions, classes, types, and API routes across local JavaScript/TypeScript and PHP repositories.
    5
    19 npm
    AGPL 3.0
  • A
    license
    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
    7 npm
    1
    AGPL 3.0
  • A
    license
    A
    quality
    D
    maintenance
    An MCP server that helps AI agents comprehend a codebase by providing tools for navigating, searching, and understanding code structure and history.
    10
    MIT
  • A
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    A
    quality
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    maintenance
    Provides the real exported API surface and type signatures of any npm package, extracted from its published TypeScript declarations, enabling AI coding agents to use functions accurately and avoid inventing nonexistent APIs.
    3
    5 npm
    MIT
  • A
    license
    A
    quality
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    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
    Assigns personality types to functions, rates variable name energy, and suggests aesthetic alternatives for code, providing an unscientific yet entertaining vibe assessment.
    1
    20 npm
    1
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Provides AI coding agents with five intelligence layers (dependency graph, git history, documentation, architectural decisions, code health) via nine MCP tools, enabling deep codebase understanding and reducing exploration cost.
    10
    6,062 PyPI
    8,072
    AGPL 3.0
  • A
    license
    A
    quality
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    maintenance
    Stop pasting your file tree into Claude. Give any AI assistant real architectural understanding of a codebase — local, private, zero‑config.
    5
    22 PyPI
    3
    MIT
  • A
    license
    A
    quality
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    maintenance
    Enables building MCP servers in TypeScript where tool schemas, descriptions, and validation are automatically generated from class methods, their TypeScript types, and JSDoc comments at compile time.
    1
    MIT
  • A
    license
    A
    quality
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    maintenance
    Integrates Google Gemini 3.1 with Claude Code to provide web search, large codebase analysis, multimodal image understanding, and creative brainstorming, leveraging Gemini's 1M token context and Google Search grounding.
    5
    134 npm
    140
    MIT
  • A
    license
    A
    quality
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    maintenance
    Enables AI-assisted FlutterFlow development by reading, exploring, and understanding FlutterFlow projects through Claude and other MCP-compatible clients.
    25
    64 npm
    10
    MIT
  • F
    license
    A
    quality
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    maintenance
    Enables binary comparison capabilities by leveraging IDA Pro and BinDiff to analyze similarities and differences between files. Users can perform automated function analysis to identify changed functions and compare original binaries against patched versions.
    1
    2
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  • A
    license
    A
    quality
    B
    maintenance
    Enables coding agents to rank repository files, functions, and web search results using Jev-based probabilistic scoring, returning locations and confidence scores for the agent to review.
    3
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    A fully local RAG MCP server for semantic code search and code intelligence, using AST-level chunking and hybrid search to pinpoint functions, classes, and APIs. No cloud, no API keys, zero setup.
    16
    51 npm
    13
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Enables agents to explore a codebase as a graph via MCP, searching for relevant functions and their connections, and retrieving cited code chunks with callers, callees, and neighbours.
    9
    56 PyPI
    9
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    Provides structural, queryable understanding of a Python codebase via MCP tools, enabling direct lookups for callers, dependencies, and class hierarchies without repeated grep/read cycles.
    6
    Apache 2.0
  • F
    license
    A
    quality
    C
    maintenance
    A local semantic memory and code-indexer that uses AST parsing for structural understanding and persists architectural decisions to help AI assistants bypass context window limits.
    3
    -
  • A
    license
    A
    quality
    A
    maintenance
    Test coverage intelligence MCP server for TypeScript and JavaScript projects. Analyzes coverage reports to find untested functions, computes cyclomatic complexity, and suggests test cases locally.
    4
    69 npm
    3
    MIT