"Crawling Websites to Extract Data" matching MCP servers:

• mcp-data-extractor

  sammcj

  A

  license

  A

  quality

  F

  maintenance

  A Model Context Protocol server that extracts embedded data (such as i18n translations or key/value configurations) from TypeScript/JavaScript source code into structured JSON configuration files.

  Last updated 2025-02-27

  2

  29

  9

  MIT

• Claude-to-Gemini MCP Server

  Yoon-jongho

  A

  license

  B

  quality

  C

  maintenance

  Enables Claude to use Google Gemini as a secondary AI through MCP for large-scale codebase analysis and complex reasoning tasks. Supports both Gemini Flash and Pro models with specialized functions for general queries and comprehensive code analysis.

  Last updated 2026-06-13

  4

  MIT

• Data Product Hub

  armalite

  A

  license

  -

  quality

  D

  maintenance

  A production-ready MCP server that provides comprehensive dbt project quality assessment for any GitHub repository, enabling AI agents to analyze dbt models, check metadata coverage, and map data lineage.

  Last updated 2025-10-29

  9

  MIT

• code-to-tree

  micl2e2

  A

  license

  -

  quality

  F

  maintenance

  code-to-tree

  Last updated 2026-03-14

  87

  MIT

• Vue to React MCP

  jianger666

  A

  license

  -

  quality

  C

  maintenance

  Enables automated migration of Vue projects to React with intelligent analysis, task management, and learning from user modifications.

  Last updated 2025-07-18

  9

  5

  MIT

• Figma to Flutter MCP Server

  mhmzdev

  A

  license

  -

  quality

  D

  maintenance

  Enables AI coding agents to extract Figma design data and convert it into Flutter widgets and screens. Supports theme setup, component analysis, asset exports, and provides Flutter implementation guidance from Figma designs.

  Last updated 2026-02-27

  64

  241

  MIT

• MCP Server - Test Migration

  lucad87

  F

  license

  A

  quality

  D

  maintenance

  Enables migration of test automation projects from WebDriverIO to Playwright using AST-based transformations. Provides tools for analyzing tests, converting syntax, refactoring to Page Object Model, and generating migration reports.

  Last updated 2025-12-07

  9

• ABAP-ADT-API MCP-Server

  toshif1234

  A

  license

  C

  quality

  C

  maintenance

  Enables interaction with SAP ABAP systems via ADT APIs, allowing management of ABAP objects, transport requests, and code analysis through MCP clients.

  Last updated 2026-06-29

  100

  196

  MIT

• Spider MCP Server

  oeo

  F

  license

  -

  quality

  D

  maintenance

  Enables crawling and extracting clean content from documentation websites with optional LLM-powered analysis for intelligent summaries, code example extraction, and content classification.

  Last updated 2025-08-05

• pci-dss-mcp

  shyshlakov

  A

  license

  A

  quality

  A

  maintenance

  PCI DSS v4.0.1 compliance scanner for Go payment services, delivered as an MCP server. Every finding maps to a specific PCI DSS requirement ID. Taint-aware cardholder data flow analysis with PCI SSC FAQ semantics, designed to complement broad SAST tools like Semgrep and CodeQL - not replace them.

  Last updated 2026-07-20

  15

  3

  MIT

• largefile

  peteretelej

  A

  license

  A

  quality

  C

  maintenance

  Navigate, search, and edit large codebases, logs, and data files that exceed AI context limits.

  Last updated 2026-04-09

  8

  10

  MIT

• secret-scanner

  Baneado98

  A

  license

  A

  quality

  B

  maintenance

  Enables scanning diffs or code blobs for leaked secrets, returning a verdict with severity and masked findings, all processed locally with no data sent externally.

  Last updated 2026-06-23

  1

  MIT

• @kazuph/mcp-github-pera1

  kazuph

  A

  license

  A

  quality

  F

  maintenance

  A Model Context Protocol server that connects GitHub code to Claude.ai. This server utilizes the Pera1 service to extract code from GitHub repositories and provide better context to Claude.

  Last updated 2025-09-25

  1

  19

  6

  MIT

• freqtrade-mcp

  yalcin

  A

  license

  A

  quality

  C

  maintenance

  A read-only MCP server that provides LLMs with introspection data and documentation for the Freqtrade codebase. It enables AI tools to access class signatures, method details, and configuration schemas to assist in writing more reliable trading strategies.

  Last updated 2026-05-09

  13

  12

  GPL 3.0

• SonarQube MCP Server

  rahulsingh-cloud

  A

  license

  A

  quality

  C

  maintenance

  Enables Cursor AI to query SonarQube for pull request metrics, issues, file issues, and duplication reports directly, without manual data export.

  Last updated 2026-06-19

  4

  40

  MIT

• ontomics

  EtienneChollet

  A

  license

  A

  quality

  C

  maintenance

  Extract domain knowledge from codebases to reduce LLM token consumption by 20x and time in agentic search by 10x — gathers and makes concepts, naming conventions, and vocabulary queryable via MCP.

  Last updated 2026-04-17

  19

  41

  MIT

• Atlas UI

  calebsjames

  A

  license

  A

  quality

  B

  maintenance

  MCP server that gives Claude deep awareness of your frontend codebase by scanning components, hooks, services, routes, and data flow for React or Vue projects.

  Last updated 2026-07-14

  21

  1

  MIT

• ChunkHound

  chunkhound

  A

  license

  A

  quality

  B

  maintenance

  A local-first codebase intelligence tool that enables AI assistants to research codebases using semantic search, multi-hop relationship discovery, and structural parsing. It allows users to extract architectural patterns and institutional knowledge across 30+ programming languages through an MCP-compatible interface.

  Last updated 2026-07-23

  2

  1,366

  MIT

• JSON Filter MCP

  kehvinbehvin

  A

  license

  A

  quality

  F

  maintenance

  Query only the data you need from your JSON file and keep your context clean

  Last updated 2026-03-30

  3

  20

  25

  MIT

• verse-diagnostics-mcp

  berry-13

  A

  license

  A

  quality

  D

  maintenance

  Parses UEFN Verse build diagnostics from UnrealEditorFortnite.log and exposes structured error data to MCP clients.

  Last updated 2026-03-07

  3

  MIT