MCP Servers
MCP servers connect AI agents to services such as databases, search and communication tools.
✓ Official
36 publishersSelect a publisher to filter the entries listed on Labsco.
modelcontextprotocol17 servers
google2 servers
googleapis2 servers
microsoft8 servers
azure3 servers
github2 servers
awslabs9 servers
bytedance1 server
stripe2 servers
cloudflare3 servers
vercel1 server
figma1 server
makenotion1 server
atlassian1 server
supabase1 server
redis2 servers
elastic1 server
jetbrains1 server
ibm2 servers
getsentry4 servers
grafana2 servers
hashicorp1 server
brave1 server
firebase1 server
browserbase1 server
apify1 server
firecrawl1 server
mendableai1 server
clickhouse1 server
neondatabase1 server
upstash2 servers
qdrant2 servers
resend1 server
e2b-dev1 server
exa-labs1 server
mastra-ai1 serverBrowser Automation
58 MCP serversui-ticket Review Bridge
★ 9Human-to-AI code review bridge. Review UI prototypes in the browser, then let AI agents fix the code automatically via MCP.
Agent402
★ 8Open-source self-hostable MCP server with ~1,100 deterministic tools (web search, headless Chromium, PDFs, OCR, images, ~1,040 CPU utilities). Free to self-host or pay per call via x402 (USDC on Base).
Electron Stagewright
★ 5Drive, inspect, and assert on real Electron desktop apps from an AI agent — agent-native, Playwright-style automation with accessibility refs, stable error codes, and retrying assertions
Web Accessibility MCP Server
★ 4An MCP server that provides web accessibility analysis capabilities using axe-core and Puppeteer.
PageBolt
★ 4Take screenshots, generate PDFs, and create OG images from your AI assistant
Argus
★ 4AI-powered QA harness that catches JS errors, accessibility failures, visual regressions, and security issues via Chrome DevTools MCP — no test scripts required.
MCP Server
★ 4A framework for AI-powered command execution and a plugin-based tool system. It can be run as a standalone service or embedded in other projects to expose a consistent API for invoking tools and managing tasks.
Chrome DevTools MCP Server
★ 4An MCP server for AI-assisted frontend development using Chrome DevTools. Requires Google Chrome.
Matware E2E Runner
★ 3JSON-driven E2E test runner with parallel Chrome pool execution, visual verification, and 16 MCP tools.
atlassian-browser-mcp
★ 3rowser-backed MCP wrapper for mcp-atlassian with Playwright SSO auth. Enables AI tools to access Atlassian Server/Data Center instances behind corporate SSO (Okta, SAML, ADFS) where API tokens are not available.
MewCP Firecrawl MCP
★ 2Hosted, Stateless & Multitenant Firecrawl MCP server enables AI assistants to crawl, scrape, and extract structured web data through Firecrawl.
Project Telos
★ 2Local-first MCP tools for AI-assisted work receipts, source intake, workspace maps, routing ledgers, action receipts, and MATCH / DRIFT / UNVERIFIABLE verification.
MCP JS Debugger
★ 2Debug JavaScript and TypeScript applications through the Chrome DevTools Protocol with full source map support.
SnapStack
★ 1Capture any browser tab in one click and feed it to your MCP client — 100% local, no account, no telemetry.
Chromewright
★ 1Browser automation via Chrome DevTools Protocol
ToolPiper
★ 1300+ MCP tools for macOS, all on-device — local AI inference, voice, vision, browser automation, and system control.
periscope-mcp
★ 1Website testing built for AI agents: 63 Playwright tools with hard assertions, auto form-fill, auth sessions, network mocking, and a11y/SEO/GEO + Lighthouse audits.
tactual-mcp
★ 1Screen-reader navigation cost analyzer that measures the actual navigation effort for assistive-technology users by building a weighted graph from Playwright accessibility snapshots and scoring each target under real assistive-technology profiles (NVDA, JAWS, VoiceOver, TalkBack, generic mobile).
DevServer MCP
★ 1Manages development servers for LLM-assisted workflows, offering programmatic control through a unified TUI and experimental browser automation via Playwright.
playwright-network-chaos-mcp
★ 1Dynamic network chaos in Playwright: 503s, latency, mid-flight drops
Percepta Frontend Automation
★ 0An AI-driven platform for frontend semantic cognition and automation.
BerryRAG
★ 0A local RAG system with Playwright MCP integration for Claude and OpenAI embeddings, using local storage.
MCP TUIKit
★ 0A headless terminal and tmux interaction server for Model Context Protocol.
Puppeteer MCP
★ 0MCP server for browser automation via Puppeteer
Autoconsent MCP
★ 0A server for browser automation to create and test Autoconsent rules for web page consent management.
SpecterQA
★ 0GhostQA sends AI personas through your application — they look at the screen, decide what to do, and interact like real humans. No test scripts. No selectors. You describe personas and journeys in YAML, and GhostQA handles the rest.
flakiness-knowledge-graph-mcp
★ 0Builds a knowledge graph of flaky tests from Playwright run history
playwright-spatial-layout-mcp
★ 0Geometric vision for AI agents: bounding boxes, occlusion, viewport reflow