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20 Best Web Scraping MCP Servers: compared and ranked, November 2026Ranked from 2,036 matching servers on stars, growth, downloads and maintenance. Updated .

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  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables proof-backed code audit via MCP tools for AST-based code maps, symbol lookup, callers, audit commands, and persistent verdict memory.
    MIT
  • A
    license
    Not graded
    quality
    C
    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
    license
    Not graded
    quality
    B
    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
    Not graded
    quality
    B
    maintenance
    Gives your AI coding agent a bounded map of an unfamiliar TypeScript SaaS repo: where the code lives, what's risky to touch, and where the money / auth / user flows are. Provides eight MCP tools for orientation, task focus, risk assessment, and SaaS-specific observations without AST or type checking.
    14 npm
    MIT
  • F
    license
    Not graded
    quality
    D
    maintenance
    Exposes reverse engineering capabilities via MCP protocol, enabling AI agents to automatically detect, analyze, trace, and deobfuscate JSVMP protected JavaScript code.
    1
    -
  • A
    license
    A
    quality
    B
    maintenance
    An MCP server for intelligently reading Java source code, supporting extraction from Maven dependencies and local projects with dual decompilers.
    2
    41 PyPI
    154
    Apache 2.0
  • A
    license
    A
    quality
    C
    maintenance
    Enables static analysis of scripts without executing them, providing plain-English behavior explanations, decoded obfuscated content, IOC extraction, risk scoring, and MITRE ATT&CK mapping.
    5
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Gives MCP clients such as Claude Code and OpenCode a static-analysis toolbox for binaries, executables, DLLs, shared objects, and web-app code, covering file identification and hashing, string extraction, PE/ELF/Mach-O/WASM parsing, disassembly, Ghidra decompilation, YARA scanning, and JavaScript deobfuscation. All inspection is read-only and never executes the target.
    16
    MIT
  • F
    license
    A
    quality
    D
    maintenance
    Enables read access to GitHub source code, including code search, file contents, symbols, and Java-aware fragment extraction, with optional per-call repository overrides.
    9
    -
  • A
    license
    A
    quality
    D
    maintenance
    Provides AI-callable tools for modernizing legacy applications, including stack detection, API contract extraction, SQL to Flyway conversion, and migration effort estimation.
    4
    MIT
  • F
    license
    B
    quality
    Not graded
    maintenance
    Enables extraction of mathematical content from TeX papers and conversion to Lean code through a structured intermediate representation. Supports project scaffolding, entity management, and task tracking for mathematical formalization workflows.
    14
    -
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables MCP clients to register projects and analyze source code through Tree-sitter WASM parsing, exposing tools for AST and symbol extraction, custom queries, reference finding, complexity and similarity analysis, dependency discovery, and text search. It also ships a web studio with a Monaco editor, AST explorer, Git view, and read-only SQLite console for interactive exploration.
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Treats software units as content-addressed contracts, enabling efficient agent regeneration loops with cached verification and tiny context packets.
    31 PyPI
    2
    Apache 2.0
  • F
    license
    Not graded
    quality
    A
    maintenance
    MCP server for fast local code & content search powered by Hawkeye. Enables AI assistants to search indexed codebases & assets with natural language queries.
    2
    -
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables AI coding agents to retrieve compact structural codebase context through repository architecture summaries, AST symbol extraction, cyclomatic complexity scoring, and TODO/FIXME hotspot search.
    1
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Serves a repo-indexing engine over stdio with tools for scanning, graph analysis, symbol extraction, caller lookup, and grep.
    569 npm
    1
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Lets AI agents know things about files without reading them, supporting outline, search, slicing, SQL, log clustering, diffs, validation, and extraction for formats like PDF, DOCX, PPTX, XLSX, CSV, logs, and code.
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables AI agents to perform token-efficient local codebase search, decompile NuGet types, compress source code, and read or analyze PDF documents through targeted text, image, form, bookmark, attachment, and hyperlink extraction.
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    A production-ready MCP server suite for AI agent tool integration, providing five composable tool modules: code analysis, web scraping, file operations, API integration, and data transformation.
    13 npm
    BSD 3-Clause
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables coding agents to identify machine-generated template tells in codebases and rendered web pages, with citable evidence and exact fixes for each finding, and to read prevention rules before generating content.
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables LLMs to progressively explore a project's dependency graph and retrieve only relevant code through a three-layer MCP workflow, with AST skeletons, Prisma schema extraction, token budgeting, and secret redaction.
    224 npm
    1
    MIT