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Lets coding agents drive a real Chrome: automate input, read console and network, record performance traces.
Code intelligence engine that indexes repos into a persistent knowledge graph for AI coding agents.
LSP-powered coding agent toolkit: semantic symbol search, references and structural edits.
Lets LLMs reverse engineer binaries in Ghidra: decompile functions, rename symbols, trace imports, exports and xrefs.
All-in-one web access MCP — Web Unlocker, SERP, Scraper API, and a cloud Scraping Browser.
Popular community Playwright + API testing MCP server with codegen, screenshots, and device emulation.
Computer-use MCP server that automates Windows desktop and browser apps via the accessibility tree.
Official MiniMax server for TTS, voice cloning, music, image, and video generation.
Official SonarQube MCP server: bring code quality, security, and coverage analysis from SonarQube Server or Cloud into AI agents.
Run model-generated code in a secure, isolated E2B cloud sandbox.
Connect AI assistants to Discord — manage channels, messages, roles, members, events and more via a JDA-powered bot.
Browser automation via Playwright — let LLMs navigate, click, fill forms, screenshot, and run JS in a real browser.
Ranks every file by importance, maps dependencies, and keeps AI summaries fresh in the background.
JetBrains IDE plugin exposing an MCP server so AI agents can use the IDE's indexing and refactoring.
Community Puppeteer MCP server that can launch a browser or attach to an existing Chrome window.
MCP server exposing Playwright browser-automation tools: navigate, click, fill, screenshot and scrape pages.
Run arbitrary JavaScript in ephemeral Docker containers with on-the-fly npm dependency installation.
Webflow's official MCP server: agents manage CMS, pages and the live Designer canvas via OAuth at mcp.webflow.com.
Connect Claude to Jupyter Notebook 6.x to insert, execute, edit and manage cells via MCP.
Operate Alibaba Cloud resources (ECS, VPC, RDS, OSS, CloudMonitor, OOS) from AI assistants via MCP.
Native Safari browser automation for AI agents on macOS — 80 tools, your real logged-in browser, no Chrome.
Semantic code search & navigation for AI agents — jump to the exact functions and chunks instead of reading whole files.
Official Jenkins plugin that turns your controller into an MCP server — agents query jobs, trigger builds, read logs.
Manage Keycloak identity and access — users, realms, clients, roles, groups, IDPs and auth — over MCP.
Autonomous browser automation for Claude Desktop via Playwright, plus an HTTP API client.
Context compaction for AI coders: token-efficient, AST-level code intelligence across 17+ languages.
Persistent code index + memory, semantic search & live telemetry for AI coding agents — 50x less context than grep.
Give any coding agent instant semantic knowledge of your codebase — one tool call instead of 19, ~20x fewer tokens.
Turn any source code repo into a searchable, AI-queryable knowledge base inside Claude or Cursor.
Minimal MCP server that drives a web browser via Playwright, with an Azure OpenAI / OpenAI client bridge.
Give AI agents control of your real Chrome browser with existing sessions, cookies, and logins.
Check Maven dependency versions and look up the latest releases from Maven Central in real time.
Local MCP server for surgical, formatting-preserving edits to existing Word (.docx) and OpenDocument (.odt) files.
Drive Chrome, Firefox, Edge, Safari and iOS/Android apps with WebDriverIO, locally or on cloud devices.
Compiler-accurate Java code analysis for AI agents, built on Eclipse JDT with 75 semantic tools.
Scrape websites, search engines, eCommerce, and social media for AI agents via Decodo's Web Scraping API.
Data scraping, document conversion, AI agents, and code execution via the Dumpling AI API.
AI code quality gate that detects hallucinated imports, stale APIs, over-engineering, and security anti-patterns in AI-generated code.
Maven Central dependency intelligence for JVM build tools: versions, upgrades, CVEs, licenses, and POM-aware analysis.
Points your AI agent to the most critical design issue in Java code so refactoring fixes what matters.