"WhyLabs AI Observability Platform" matching MCP servers:

• 

  Debugg AI MCPofficial

  debugg-ai

  A

  license

  A

  quality

  A

  maintenance

  Debugg AI MCP

  Last updated 2026-07-17

  8

  1,130

  83

  Apache 2.0

• ai-visibility-mcp

  bestaiinsider

  A

  license

  A

  quality

  B

  maintenance

  Audits AI-bot visibility: robots.txt per-bot for 22 AI user-agents (GPTBot/ClaudeBot/PerplexityBot/etc), Cloudflare flags, JSON-LD, sitemap, llms.txt, SPA shell, plus cross-model brand mentions via Perplexity + OpenRouter. 0-100 score. SSRF-guarded, spend-capped.

  Last updated 2026-05-23

  4

  1

  MIT

• Scouts-AI-MCP

  kecven

  A

  license

  A

  quality

  B

  maintenance

  Model Context Protocol server exposing the SCOUTS-AI web search API as a single web_search tool for AI agents. No API key required.

  Last updated 2026-06-15

  1

  MIT

• ai-bridge

  SoulChildTc

  A

  license

  A

  quality

  B

  maintenance

  Enables terminal AI coding assistants to interact with web AI chat services through browser automation, supporting multiple platforms like Doubao and ChatGPT.

  Last updated 2026-06-23

  3

  23

  MIT

• ai-verify-mcp

  validpilot

  A

  license

  B

  quality

  A

  maintenance

  An MCP server for validating AI-generated code through automated browser testing, evidence collection, and intelligent diagnostics.

  Last updated 2026-07-21

  100

  1,934

  MIT
• 

  Runbook AI MCP Serverofficial

  runbook-ai

  A

  license

  B

  quality

  C

  maintenance

  MCP server that provides browser automation capabilities through a Chrome extension, enabling terminal-based agents to interact with any website via a live browser session with optimized context.

  Last updated 2026-05-13

  1

  89

  3

  Apache 2.0

• ai-bookmark-mcp

  NirussVn0

  A

  license

  C

  quality

  C

  maintenance

  A local-first MCP server that turns browser bookmark exports into a searchable knowledge base with classification, merging, full-text indexing, and Chrome integration.

  Last updated 2026-07-01

  20

  MIT

• Accessibility AI MCP

  CSOAI-ORG

  A

  license

  -

  quality

  A

  maintenance

  Accessibility AI - MCP server providing AI-powered tools and automation by MEOK AI Labs

  Last updated 2026-07-18

  1

  MIT

• WAT-AI-Broker

  rozek

  A

  license

  -

  quality

  B

  maintenance

  Acts as a bridge between an AI assistant and a WebApp Tinkerer instance, enabling live inspection and manipulation of applets in the browser.

  Last updated 2026-07-13

  MIT

• BrowserCard-AI-Broker

  rozek

  A

  license

  -

  quality

  C

  maintenance

  An MCP server that lets an LLM build, inspect and drive a running BrowserCard deck live in the browser.

  Last updated 2026-07-12

  MIT

• ecommerce-sourcing-mcp-ai

  13739777296-del

  A

  license

  -

  quality

  B

  maintenance

  Automates cross-platform e-commerce sourcing between JD and Taobao using AI-driven browser automation to search, extract product details, compare prices, and identify profitable arbitrage opportunities.

  Last updated 2026-06-14

  Apache 2.0

• Browser AI MCP Server

  qckfx

  A

  license

  -

  quality

  C

  maintenance

  Enables natural language browser automation through Claude, wrapping Playwright to execute commands like navigation, clicking, form filling, and screenshots.

  Last updated 2025-07-24

  9

  30

  MIT

• SlimAtlas AI

  hasindu-madushan

  A

  license

  -

  quality

  B

  maintenance

  An MCP server for lightweight browser automation using Lightpanda with Chrome fallback, providing LLM-optimized accessibility tree snapshots for precise element targeting.

  Last updated 2026-06-30

  1

  MIT

• AI Browser Tester

  Ryn-Mic

  A

  license

  -

  quality

  A

  maintenance

  MCP-first browser-control toolkit enabling AI agents to safely automate browser actions using redacted snapshots and ref-based interactions.

  Last updated 2026-07-10

  Apache 2.0
• 

  String AI Web Access MCPofficial

  usestring

  A

  license

  A

  quality

  D

  maintenance

  Provides web access tools (fetch, search, sitemap crawl) through String AI's API, automatically handling anti-bot bypass, CAPTCHA, and JavaScript rendering.

  Last updated 2026-07-21

  3

  300

  MIT

• browser-research-mcp

  rsi-ai-platform

  A

  license

  A

  quality

  B

  maintenance

  Browser-based research MCP server that drives a real Chromium browser via patched Playwright to access JavaScript-rendered content, dynamic tables, and login-walled dashboards. It provides tools for visiting URLs to extract DOM text and screenshots, and for performing structured data extraction using Anthropic Claude Sonnet.

  Last updated 2026-06-18

  3

  Apache 2.0

• Voice AI Website Analyzer MCP

  aleehamza25

  F

  license

  A

  quality

  D

  maintenance

  Fetches and analyzes website content to provide business context to AI agents, designed for Voice AI in GoHighLevel.

  Last updated 2026-01-01

  1
• 

  rsi-search-pro-mcpofficial

  rsi-ai-platform

  A

  license

  A

  quality

  B

  maintenance

  A meta-MCP server that aggregates authoritative web search and browser research tools, providing a unified interface with a cost-efficient fetch ladder for web research.

  Last updated 2026-06-21

  15

  Apache 2.0

• browse-ai

  BrowseAI-HQ

  A

  license

  A

  quality

  C

  maintenance

  Evidence-backed web research for AI agents. Real-time search with cited claims, confidence scores, and compare mode showing raw LLM hallucination vs evidence-backed answers.

  Last updated 2026-07-12

  5

  19

  Apache 2.0

• Jina AI MCP Server

  JoeBuildsStuff

  A

  license

  B

  quality

  D

  maintenance

  Provides access to Jina AI's web services including webpage content extraction, web search, and fact-checking capabilities optimized for LLM consumption.

  Last updated 2025-05-15

  3

  125

  28

  MIT