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 serverTesting & QA
68 MCP serversEverything
✓★ 89,703Reference / test server with prompts, resources, and tools
MCPJam Inspector
✓★ 2,148A developer tool for testing and debugging MCP servers, supporting STDIO, SSE, and Streamable HTTP protocols.
SceneView MCP
✓★ 1,28822 tools for 3D and AR development — generates correct, compilable SceneView code for Android (Jetpack Compose) and iOS (SwiftUI). 858 tests.
BrowserStack
✓★ 150Bring the full power of BrowserStack’s Test Platform to your AI tools, making testing faster and easier for every developer and tester on your team.
MockLoop
✓★ 16An AI-native API testing platform for generating scenarios, executing tests, and analyzing results.
Shipyard
✓★ 12The Shipyard CLI provides an MCP server for agents to manage Shipyard environments directly: by pulling logs, comparing branches, running tests, and stopping/starting environments..
Squidler.io
✓★ 4Squidler is designed to validate your web app as a human based on natural language use cases, without write brittle, DOM-dependent tests.
SoftProbe MCP Server
✓★ 0An MCP server for managing API test data and resources.
Storybook MCP
★ 270Help agents automatically write and test stories for your UI components
Tauri Development MCP Server
★ 251Build, test, and debug mobile and desktop apps with the Tauri framework faster with automated UI interaction, screenshots, DOM state, and console logs from your app under development.
WebRtcPerf Load Testing
★ 219WebRtcPerf is an open-source tool designed for testing WebRTC services with multiple concurrent client connections, measuring the most important RTC statistics and collecting them in an easy way.
Reloaderoo
★ 125A local MCP server for developers that mirrors your in-development MCP server, allowing seamless restarts and tool updates so you can build, test, and iterate on your MCP server within the same AI session without interruption.
Web Accessibility Testing (A11y MCP)
★ 88Test web pages and HTML for accessibility issues and WCAG compliance using Axe-core and Puppeteer.
JMeter MCP Server
★ 68Execute JMeter tests and analyze results through MCP-compatible clients.
PyAutoGUI Server
★ 46An MCP server for PyAutoGUI that enables automated GUI testing and control, including mouse and keyboard actions, screenshots, and screen information.
TestRail MCP Server
★ 44Interact with TestRail to manage test cases, projects, suites, and runs directly from your AI chat client.
Bruno MCP Server
★ 44Execute Bruno collections using the Bruno CLI, with support for environment files and detailed test results.
Whistle MCP Server
★ 43Manage local Whistle proxy servers through AI assistants, simplifying network debugging, API testing, and rule management.
MK QA Master
★ 37AI 測試大師 — MCP server driving pytest / Jest / Cypress / Go / Maestro. Analyze, generate, run, advise. Web + Mobile (iOS/Android/BlueStacks).
MCP Bridge for Zotero
★ 36MCP server that enables AI assistants to build, test, and debug Zotero plugins via 26 tools for UI inspection, JS execution, logging, and more.
Tauri MCP Server
★ 32A server for testing and interacting with Tauri v2 applications, providing tools for process management, window manipulation, and debugging.
Hello World MCP
★ 22A minimal MCP server mock in TypeScript for testing MCP clients, supporting both STDIO and HTTP/SSE protocols.
Octomind
★ 22Create and manage end-to-end tests using the Octomind platform.
Sleep MCP Server
★ 21Provides a sleep/wait tool to add delays between operations, such as waiting between API calls or testing eventually consistent systems.
Cucumber Studio
★ 21Provides LLM access to the Cucumber Studio testing platform for managing and executing tests.
TestRail
★ 19Interact with TestRail's core entities such as test cases, runs, and results using a standardized protocol.
Safe File MCP
★ 17A test server demonstrating all features of the MCP protocol, including prompts, tools, resources, and sampling.
MCP QEMU VM Control
★ 14Give your AI full computer access — safely. Let Claude (or any MCP-compatible LLM) see your screen, move the mouse, type on the keyboard, and run commands — all inside an isolated QEMU virtual machine. Perfect for AI-driven automation, testing, and computer-use experiments without risking your host system.
Locust MCP Server
★ 13An MCP server for running Locust load tests. Configure test parameters like host, users, and spawn rate via environment variables.
Linear Regression MCP
★ 12Train a Linear Regression model by uploading a CSV dataset file, demonstrating an end-to-end machine learning workflow.