The gold standard for software engineering agents. Enables Claude and Cursor to inspect pull requests, manage issues, commit files, and triage code directly in your repos.
claude mcp add github -- npx -y @modelcontextprotocol/server-githubThe definitive guide to the top Model Context Protocol (MCP) servers. Handpicked, benchmarked, and verified to equip your AI assistants in Cursor, Claude Code, Windsurf, and VS Code with live database queries, GitHub operations, browser automation, and observability.
90+ Tested
Cursor, Claude, VSCode
1-Click Install
Weekly Reviews
Evaluated by developer ecosystem adoption, tool richness, security sandbox compliance, and maintenance frequency.
The gold standard for software engineering agents. Enables Claude and Cursor to inspect pull requests, manage issues, commit files, and triage code directly in your repos.
claude mcp add github -- npx -y @modelcontextprotocol/server-githubGoogle's official enterprise MCP framework for databases. Securely connects agents to BigQuery, PostgreSQL, Cloud SQL, AlloyDB, MySQL, and Spanner with NL2SQL query validation.
docker run -i --rm -v $(pwd)/tools.yaml:/tools.yaml us-central1-docker.pkg.dev/genai-toolbox/toolbox/core:latest --tools-file /tools.yamlSolves LLM hallucinations and outdated library syntax by providing up-to-date documentation and code samples directly into your AI assistant context.
claude mcp add context7 -- npx -y context7-mcpHigh-reliability headless browser automation for AI agents. Take full-page screenshots, execute JavaScript, click dynamic elements, and verify UI workflows without flakiness.
claude mcp add playwright -- npx -y @executeautomation/playwright-mcp-serverTransforms entire websites and documentation into clean, LLM-ready markdown. Circumvents JavaScript rendering blocks and CAPTCHAs effortlessly.
claude mcp add firecrawl -e FIRECRAWL_API_KEY=YOUR_KEY -- npx -y firecrawl-mcpEmpowers AI agents to investigate production outages, query PromQL and LogQL metrics, analyze dashboard graphs, and correlate incident alerts in real time.
uvx mcp-grafanaGives your coding agent full control over Docker engines. Build containers, inspect running container logs, restart crashing services, and manage compose stacks.
claude mcp add docker -- npx -y @modelcontextprotocol/server-dockerBridges the design-to-code gap. Allows Claude or Cursor to inspect Figma design trees, extract exact color and spacing tokens, and generate production-grade Tailwind/React code.
claude mcp add framelink -- npx -y framelink-mcpDirect integration with Supabase Postgres, Auth, and Storage. Execute SQL queries, check table policies, debug RLS rules, and inspect real-time database schemas.
claude mcp add supabase -e SUPABASE_URL=... -e SUPABASE_KEY=... -- npx -y supabase-mcpA complete 39-tool SEO engine for AI agents. Analyzes Google Search Console impressions, monitors AI search engine crawler bots (ChatGPT, Perplexity), and audits Core Web Vitals.
https://mcp.robot-speed.com/mcpBrowse top-tier servers curated by developer workflows and tech stacks.
Connect your AI agent to production databases, warehouses, and vector stores with secure schemas and read-only query sandboxes.
Multi-DB support (Postgres, BigQuery, AlloyDB, Spanner, MySQL)
Postgres, schema introspection, Row Level Security (RLS) debugging
Serverless Postgres with instant database branching for AI workflows
Document database querying, aggregation pipelines, collection schemas
Universal SQL gateway with fine-grained schema security
Equip your coding assistants with Git, CI/CD, deployment engines, and container management capabilities.
PR creation, issue triaging, branch comparisons, commit automation
Container status, compose debugging, image build logs
Deployment log streaming, build troubleshooting, serverless function metrics
HashiCorp IaC registry search, HCP infrastructure automation
Error tracking, crash stack traces, release health diagnostics
Allow your agents to browse the live internet, solve dynamic JavaScript pages, and crawl reference sites without getting blocked.
Provide your SRE and engineering agents with real-time telemetries, metrics, and logs.
Translate visual mocks and 3D assets directly into frontend code.
Quick comparison of verified status, stars, and primary capabilities.
| Rank & Name | Category | Stars | Primary Use | Action |
|---|---|---|---|---|
| #1GitHub MCP Server | Developer Tools | 33.8k+ | Git repo management, automated code reviews, PR automation, issue tracking | Install → |
| #2MCP Toolbox for Databases (Google) | Databases & RAG | 16.7k+ | Enterprise SQL queries, data warehouse analytics, schema discovery, secure NL2SQL | Install → |
| #3Context7 MCP | Developer Tools | 63.6k+ | Eliminating outdated API hallucinations, fetching live SDK docs, framework reference | Install → |
| #4Playwright MCP | Browser Automation | 13.3k+ | End-to-end web testing, dynamic website interaction, automated form filling, visual QA | Install → |
| #5Firecrawl MCP Server | Web Scraping & RAG | 7.7k+ | Deep web research, converting documentation to clean markdown, web crawling | Install → |
| #6Grafana MCP Server | Monitoring & Observability | 3.6k+ | Automated incident response, Prometheus PromQL analysis, Loki LogQL log forensics | Install → |
| #7Docker MCP Server | DevOps & Containers | 2.5k+ | Container lifecycle automation, microservice debugging, Docker Compose management | Install → |
| #8Framelink Figma MCP | Design & Frontend | 16.0k+ | Figma to Tailwind CSS conversion, design system compliance, component extraction | Install → |
| #9Supabase MCP Server | Databases & Cloud | 2.8k+ | Postgres schema inspections, RLS security debugging, table migrations, SQL queries | Install → |
| #10Robot Speed MCP | SEO & Growth | 1.2k+ | AI bot crawl tracking (ChatGPT, Claude), Google Search Console audits, GEO/AEO optimization | Install → |
Instructions for Cursor, Claude Code, and Windsurf.
Create a .cursor/mcp.json file in your workspace root, or go to Cursor Settings > Features > MCP:
{
"mcpServers": {
"github": {
"command": "npx",
"args": ["-y", "@modelcontextprotocol/server-github"]
}
}
}Run the official claude mcp add command directly from your terminal:
# 1-line installation claude mcp add github -- npx -y @modelcontextprotocol/server-github
Key insights into the Model Context Protocol ecosystem.
An MCP (Model Context Protocol) server is an open standard created by Anthropic that connects AI models (like Claude, Cursor, and Windsurf) to external tools, databases, APIs, and file systems. Instead of hardcoding custom APIs for every tool, MCP provides a unified JSON-RPC protocol.
The top 3 essential MCP servers for any developer are GitHub MCP (for repository and PR automation), Google MCP Toolbox (for multi-database SQL querying), and Playwright/Firecrawl MCP (for headless browsing and web research).
In Cursor, open Settings > Features > MCP Servers, or edit your `.cursor/mcp.json` file. Paste the JSON configuration with command 'npx' and arguments. Cursor will automatically detect the server and make its tools available in Agent mode.
In Claude Code, you can add an MCP server in a single command using: `claude mcp add <server-name> -- <command> <args>`. For example: `claude mcp add github -- npx -y @modelcontextprotocol/server-github`.
Yes, standard MCP servers run locally under your own user permissions via stdio (standard input/output). Always review the tools and capabilities an MCP server exposes, and avoid passing unrestricted root credentials into unverified third-party servers.
An MCP server provides executable tool functions (APIs, database drivers, browser instances) that the model can call dynamically. An Agent Skill is a structured markdown playbook (like SKILL.md) that teaches the model prompt engineering, step-by-step procedures, and best practices for combining those tools.
Explore our full directory with instant search, interactive client switcher, and one-command installations.