"Information about web scraping or crawling" matching MCP servers:

• context-ops-mcp

  tornidomaroc-web

  A

  license

  -

  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.

  Last updated 2026-06-18

  3

  MIT

• WebTrace MCP Server

  kings0527

  F

  license

  -

  quality

  B

  maintenance

  Exposes reverse engineering capabilities via MCP protocol, enabling AI agents to automatically detect, analyze, trace, and deobfuscate JSVMP protected JavaScript code.

  Last updated 2026-07-10

• CodeWiki MCP Server

  Cloudmeru

  A

  license

  A

  quality

  C

  maintenance

  Enables querying any GitHub, GitLab, or Bitbucket repository and getting AI-generated answers about the codebase, powered by Gemini.

  Last updated 2026-02-18

  5

  MIT

• mcp-truth-check

  blasrodri

  A

  license

  A

  quality

  A

  maintenance

  truth is a deterministic fact-checker for the claims an AI coding agent makes about its own work.

  Last updated 2026-07-06

  1

  MIT

• Git Insight MCP

  HasanJahidul

  A

  license

  A

  quality

  A

  maintenance

  Semantic git queries via MCP. Beyond git log — answer who/what/why about any line, file, or branch with blame, co-change, PR linkage.

  Last updated 2026-05-11

  6

  15

  2

  MIT

• Ant Design MCP Server

  leonwgc

  A

  license

  A

  quality

  D

  maintenance

  Provides access to Ant Design component library documentation and information for automated code generation. Enables searching components by category or keyword, retrieving component props, examples, API documentation, and available icons.

  Last updated 2025-12-04

  6

  3

  ISC

• @jpisnice/shadcn-ui-mcp-server

  Jpisnice

  A

  license

  A

  quality

  C

  maintenance

  A mcp server to allow LLMS gain context about shadcn ui component structure,usage and installation

  Last updated 2026-05-16

  10

  2,605

  2,850

  MIT

• Codebase Knowledge Graph MCP

  jigneshsuvariya

  A

  license

  A

  quality

  D

  maintenance

  Enables storing and querying structured information about software code entities (classes, functions, files) and their relationships (calls, imports) along with qualitative observations like design decisions and change rationale.

  Last updated 2025-05-12

  9

  11

  4

  MIT

• AgentSkills MCP Server

  primadonna-gpters

  F

  license

  A

  quality

  D

  maintenance

  Provides AI tools with access to real-time web search, automated code reviews, and detailed Korean business information through the AgentSkills API. It enables users to perform structured searches, analyze code for security and performance, and retrieve Korean company financial data.

  Last updated 2026-03-25

  3
• 

  onion-mcp-serverofficial

  onion-ai

  A

  license

  A

  quality

  C

  maintenance

  A feature-rich MCP server offering 30 tools across AI, code, text, data, web, and system categories, enabling tasks like chat, translation, code review, web scraping, and text processing.

  Last updated 2026-05-15

  30

  MIT

• Gitingest-MCP

  puravparab

  A

  license

  B

  quality

  D

  maintenance

  An MCP server for gitingest. It allows MCP clients like Claude Desktop, Cursor, Cline etc to quickly extract information about Github repositories including repository summaries, project directory structure, file contents, etc

  Last updated 2025-03-21

  3

  137

  MIT

• GitHub Mapper MCP Server

  dazeb

  F

  license

  C

  quality

  D

  maintenance

  Provides tools for mapping and analyzing GitHub repositories. It allows users to set a GitHub Personal Access Token and retrieve detailed information about a specified repository, including its structure and summary statistics.

  Last updated 2025-07-18

  2

  25

• Prompt Cleaner MCP Server

  dacebt

  A

  license

  C

  quality

  D

  maintenance

  Enables cleaning and sanitizing prompts through an LLM-powered tool that removes sensitive information, provides structured feedback with notes and risks, and normalizes prompt formatting. Supports configurable local or remote OpenAI-compatible APIs with automatic secret redaction.

  Last updated 2025-10-16

  4

  1

  MIT

• Development Tools MCP Server

  code-alchemist01

  A

  license

  C

  quality

  C

  maintenance

  Provides comprehensive code analysis (quality, complexity, linting, dependencies, security) and web scraping capabilities (static/dynamic content, API discovery) for development workflows.

  Last updated 2025-11-15

  42

  4

  1

  MIT

• Unity Project Brain

  orange91pku

  A

  license

  -

  quality

  A

  maintenance

  Read-only MCP server that provides AI agents with context about Unity project relationships, including scenes, prefabs, scripts, GUIDs, and code impact analysis.

  Last updated 2026-07-27

  2

  Apache 2.0

• MCP Project Manager

  HA2614

  A

  license

  -

  quality

  C

  maintenance

  Provides project management capabilities through terminal, web UI, or MCP stdio, including plans, code analysis, and filesystem-safe operations.

  Last updated 2026-05-06

  22

  MIT

• AI Test Pilot

  Drzymek92

  A

  license

  -

  quality

  B

  maintenance

  An MCP server that generates, runs, and triages tests by introspecting Python modules or web pages, using structured LLM outputs for scenario generation and failure analysis.

  Last updated 2026-06-28

  1

  MIT

• mcp-git-ingest

  adhikasp

  A

  license

  -

  quality

  D

  maintenance

  Helps AI read GitHub repository structure and important files. Want to quickly understand what a repo is about? Prompt it with "read https://github.com/adhikasp/mcp-git-ingest and determine how the code technically works".

  Last updated 2025-01-26

  316

  MIT

• GraphSense MCP Server

  faraazahmad

  A

  license

  -

  quality

  D

  maintenance

  Enables natural language queries about JavaScript/TypeScript codebases using graph and vector search. Allows finding functions by semantic description, callers, callees, and function details.

  Last updated 2025-09-08

  28

  35

  MIT

• mcp-server-hub

  KuroKami2023

  A

  license

  -

  quality

  -

  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.

  Last updated 2026-07-13

  6

  BSD 3-Clause