"Using a Browser with Dev Tools to Debug a Web Application" matching MCP servers:

• CHOFF-A-MCP (Anamnesis)

  dd-dent

  A

  license

  -

  quality

  C

  maintenance

  Enables AI consciousness continuity and self-knowledge preservation across sessions using the Cognitive Hoffman Compression Framework (CHOFF) notation. Provides tools to save checkpoints, retrieve relevant memories with intelligent search, and access semantic anchors for decisions, breakthroughs, and questions.

  Last updated 2025-07-03

  1

  MIT

• A-Share MCP Server

  firmmaple

  A

  license

  -

  quality

  D

  maintenance

  Provides comprehensive A-share (Chinese stock market) data including stock information, historical prices, financial reports, macroeconomic indicators, technical analysis, and valuation metrics through the free Baostock data source.

  Last updated 2025-07-17

  25

  MIT

• MCP as a Judge

  OtherVibes

  A

  license

  -

  quality

  C

  maintenance

  A validation layer for AI coding assistants that enforces explicit LLM evaluations on plans, code diffs, and tests to ensure safer and higher-quality code.

  Last updated 2025-12-15

  17

  MIT

• No-as-a-Service (NoaaS)

  Koneisto

  A

  license

  -

  quality

  B

  maintenance

  Provides over 1,000 creative ways to decline requests across four categories (polite, humorous, professional, and creative). The MCP server wraps a REST API to help users craft professional rejections through natural language interactions.

  Last updated 2026-01-21

  15

  MIT

• MCP Web Browser Server

  random-robbie

  A

  license

  A

  quality

  C

  maintenance

  An advanced web browsing server enabling headless browser interactions via a secure API, providing features like navigation, content extraction, element interaction, and screenshot capture.

  Last updated 2025-03-10

  6

  27

  MIT

• MCP Web Tools

  SayreBlades

  F

  license

  A

  quality

  C

  maintenance

  Provides local web search and content fetching capabilities for AI assistants, enabling them to search DuckDuckGo and extract clean text from web pages. All requests originate from the user's machine to ensure direct network control and bypass external proxies.

  Last updated 2025-12-07

  2

• A-Share MCP Server

  24mlight

  A

  license

  C

  quality

  D

  maintenance

  A Model Context Protocol server focused on China's A-share stock market that provides data on stocks, financials, market indices, and macroeconomic indicators.

  Last updated 2025-12-25

  41

  646

  MIT

• A Share MCP

  24mlight

  A

  license

  C

  quality

  D

  maintenance

  A Model Context Protocol server providing tools for querying A-share stock market data, including historical prices, financial reports, market indices, and macroeconomic indicators.

  Last updated 2025-12-25

  41

  646

  MIT

• Chainflip Broker as a Service

  CumpsD

  A

  license

  -

  quality

  C

  maintenance

  Cross-chain cryptocurrency swaps via Chainflip. Get quotes, execute swaps, and track progress. No API key required to get started.

  Last updated 2026-03-21

  10

  MIT

• browser-tools-mcp

  AgentDeskAI

  A

  license

  -

  quality

  D

  maintenance

  This application is a powerful browser monitoring and interaction tool that enables AI-powered applications via Anthropic's Model Context Protocol (MCP) to capture and analyze browser data through a Chrome extension.

  Last updated 2026-03-18

  7,215

  MIT

• A-MEM: Agentic Memory System

  tobs-code

  F

  license

  -

  quality

  C

  maintenance

  Provides an intelligent, graph-based memory system for LLM agents using the Zettelkasten principle, enabling automatic note construction, semantic linking, memory evolution, and autonomous graph maintenance with background optimization processes.

  Last updated 2026-02-03

  8

• RAG In A Box MCP Server

  DevNexsler

  F

  license

  -

  quality

  C

  maintenance

  Enables any MCP-compatible AI assistant to search, filter, and retrieve information from a local document collection using a hybrid search pipeline with vector, BM25, reranking, and LLM enrichment.

  Last updated 2026-05-25

  4

• Debug MCP

  ahao0150

  A

  license

  A

  quality

  C

  maintenance

  An intelligent debugging assistant that automates the debugging process by analyzing bugs, injecting HTTP-based debug logs into code across multiple environments (browser, Node.js, mobile, etc.), and iteratively fixing issues based on real-time feedback.

  Last updated 2026-01-04

  8

  MIT

• mcp-web-tools

  pietz

  A

  license

  A

  quality

  D

  maintenance

  Provides web access capabilities for LLMs including search, fetching, content extraction, PDF reading, image viewing, and screenshots.

  Last updated 2025-12-09

  3

  45

  MIT

• Debug-MCP

  Kaina3

  A

  license

  A

  quality

  C

  maintenance

  Enables AI assistants to perform interactive Python debugging with breakpoints, step execution, and variable inspection using the Debug Adapter Protocol (DAP) through an MCP server interface.

  Last updated 2025-11-04

  8

  1

  MIT

• web-browser-mcp-server

  blazickjp

  A

  license

  B

  quality

  C

  maintenance

  Enables web browsing capabilities using BeautifulSoup4

  Last updated 2025-03-05

  1

  45

  MIT

• MCP Web Tools Server

  JoaoPedroLanca

  F

  license

  D

  quality

  C

  maintenance

  Provides web connectivity tools for searching the web via DuckDuckGo or SerpAPI, fetching URL content, and extracting readable text from web pages.

  Last updated 2025-11-02

  3
• 

  mcp-server-rag-web-browserofficial

  apify

  A

  license

  -

  quality

  F

  maintenance

  Implementation of an MCP server for the RAG Web Browser Actor. This Actor serves as a web browser for large language models (LLMs) and RAG pipelines, similar to a web search in ChatGPT.

  Last updated 2026-05-19

  47

  203

  Apache 2.0

• A股实时行情MCP服务器

  Llldmiao

  A

  license

  -

  quality

  B

  maintenance

  基于Model Context Protocol (MCP) 的A股实时行情查询服务器，支持查询A股实时价格、历史K线数据、财务信息及市场概况。

  Last updated 2025-09-24

  5

  MIT

• Golang Dev Tools

  MrFixit96

  F

  license

  -

  quality

  C

  maintenance

  Golang Dev Tools

  Last updated 2026-01-19

  3