How to choose and install an MCP server
65 articles on MCP servers for Claude Code, Cursor, Windsurf and VS Code: what each one does, what it costs, and what its audit says before you install it.
Data Warehouse MCP Servers for Analytics Teams
Compare data warehouse mcp servers for ClickHouse, Snowflake, BigQuery, dbt and DuckDB: what each does, how to install it, and where it fits.
Read the articleWhat Is MCP (Model Context Protocol)? Explained
What is MCP? An open standard that connects AI apps like Claude to data, tools and prompts. Here is how it works and how to start.
Is ElevenLabs MCP Free? Voice AI Pricing Explained
Is ElevenLabs MCP free? Cost follows your ElevenLabs plan, not the server. Here is how the free quota, limits and agent usage fit together.
MCP Tools, Resources, and Prompts Explained
mcp tools resources prompts explained: tools are actions, resources are readable data, prompts are reusable templates a server exposes.
Does Redis MCP Work Offline? Local Setup Explained
Wondering about redis mcp offline? Point the server at redis://localhost:6379 and the connection stays on your machine, with no Redis Cloud involved.
Is MongoDB MCP Free? Atlas vs Self-Hosted Pricing
Wondering is mongodb mcp free? The server is Apache-2.0 licensed, so cost comes from where your MongoDB runs: Atlas or self-hosted.
Project Management MCP Servers: Monday, Jira, Dart
Project management MCP servers for Claude Code and Cursor: Jira, Monday.com, Fibery, Dart, Taskade and Routine, with install commands.
Is n8n MCP Free? Pricing and Self-Hosting
Wondering is n8n mcp free? Cost follows your n8n plan and where you host it, not the connector alone. Here is what to check and how to install it.
Langfuse vs Opik MCP: Observability Compared
Langfuse vs Opik MCP: Opik's server scores 91/100 on maintenance, Langfuse's 57/100, per the CheckMCP audits.
Does the Supabase MCP Work Offline or Locally?
Supabase MCP always calls the cloud API; running Supabase MCP offline requires Supabase's local CLI plus Postgres MCP instead.
Is the Playwright MCP Server Free to Use?
Is playwright mcp free? Yes for the MCP server code; costs can appear in CI, proxies or third-party cloud services around it.
Stripe MCP Alternatives for Payments Automation
Square is the main catalogued Stripe MCP alternative, though its audit score trails Stripe's on maintenance.
Is GitHub MCP Free to Use?
Is GitHub MCP free to use? The connector has no license fee; cost only appears through GitHub's own API rate limits.
Computer Use MCP: Browser Automation for Agents
Computer use MCP servers let agents click, type and read pages via Playwright or CUA, not just scrape HTML.
MCP Server Permissions and Scopes Explained
MCP server permissions decide what a connected agent can read, write or delete — scopes, API keys and safe defaults explained.
MCP Servers for Crypto, Web3 and On-Chain Data
Crypto MCP servers for prices, on-chain reads and DEX data: CoinGecko, Ethereum, Bitcoin, DexPaprika and Thirdweb compared.
MCP Servers for Browser Automation
Browser automation MCP servers compared: Playwright, Puppeteer, Browserbase, Hyperbrowser, CUA and Scrapybara, by audit score and licence.
Best MCP Servers for Vector Search and RAG in 2026
Best MCP servers vector search RAG teams use are Pinecone, Qdrant, Chroma and Milvus, compared by install commands and audit scores.
Local vs Remote MCP Servers: What Changes
MCP servers differ in where the process runs, who holds credentials, and rate limits — not in what their tools can do.
Notion MCP vs Plane MCP for Project Tracking
Notion MCP edits flexible workspace pages; Plane MCP tracks issues and cycles in an open-source tool. Here's how they differ and who each fits.
How to Audit an MCP Server Before Install
Check scopes, maintenance signals, and sandbox behavior before installing an MCP server — here's the concrete checklist.
Context7 vs DeepWiki MCP: Live Docs Compared
Context7 injects versioned library docs; DeepWiki reads a GitHub repo's actual code. Compare both MCP servers and when to run both together.
How to Add an MCP Server to VS Code
How to add an MCP server to VS Code: the Command Palette flow, the .vscode/mcp.json schema, and where to copy real command values from instead of guessing.
VS Code mcp.json: the full schema, with examples
The exact schema for VS Code's mcp.json — the servers key, local vs remote entries, the inputs array for secrets, and how it differs from Claude Code/Cursor.
How to Connect Linear to Cursor with MCP
How to connect Linear's official remote MCP server to Cursor: the exact mcp.json entry, the OAuth flow, and the 7 tools it exposes once enabled.
How to Use Supabase MCP with Claude Code
Learn how to connect Claude Code to your Supabase project using the Supabase MCP — query data, manage tables, run migrations, and debug your backend without leaving your editor.
How to Use GitHub MCP with Claude Code
Use the GitHub MCP to let Claude Code create issues, open pull requests, review diffs, and manage repositories — all without leaving your terminal.
How to Use PostgreSQL MCP with Claude Code
Connect Claude Code directly to any PostgreSQL database to run queries, inspect schemas, analyze query plans, and generate migrations with natural language.
How to Use Slack MCP with Claude Code
Send messages, search channels, read threads, and manage your Slack workspace from within Claude Code using the Slack MCP.
How to Use Notion MCP with Claude Code
Read and write Notion pages, databases, and comments from Claude Code — perfect for keeping documentation, project plans, and knowledge bases in sync with your code.
How to Use Stripe MCP with Claude Code
Manage Stripe customers, products, subscriptions, and payments from Claude Code — ideal for debugging billing issues and building payment workflows.
How to Use Linear MCP with Claude Code
Create issues, update project status, manage sprints, and search your Linear workspace directly from Claude Code — keeping your code and project management perfectly in sync.
How to Use Docker MCP with Claude Code
Manage Docker containers, images, volumes, and networks from Claude Code — build, run, inspect, and debug your containerized applications without leaving your editor.
How to Use Playwright MCP with Claude Code
Run browser automation, end-to-end tests, and web scraping tasks using Playwright directly from Claude Code — take screenshots, fill forms, and interact with any website.
How to Use Vercel MCP with Claude Code
Deploy projects, check deployment status, read runtime logs, and manage Vercel configuration directly from Claude Code without opening the Vercel dashboard.
How to Use Redis MCP with Claude Code
Inspect and manipulate Redis keys, debug caching issues, analyze memory usage, and test pub/sub patterns directly from Claude Code.
How to Use MongoDB MCP with Claude Code
Query collections, run aggregations, manage indexes, and debug MongoDB documents directly from Claude Code using the MongoDB MCP.
How to Use Neo4j MCP with Claude Code
Run Cypher queries, explore graph schemas, and analyze relationships in Neo4j directly from Claude Code — perfect for recommendation engines, fraud detection, and knowledge graphs.
How to Use Grafana MCP with Claude Code
Query dashboards, inspect panels, search annotations, and interact with Grafana datasources from Claude Code to accelerate incident response and observability workflows.
How to Use Sentry MCP with Claude Code
Search issues, inspect error details, manage releases, and triage bugs in Sentry directly from Claude Code — turning error monitoring into an integrated part of your development flow.
How to Use Elasticsearch MCP with Claude Code
Query indices, manage mappings, run aggregations, and debug search relevance in Elasticsearch directly from Claude Code.
How to Use Kubernetes MCP with Claude Code
Manage pods, deployments, services, and configs in your Kubernetes cluster from Claude Code — inspect workloads, debug failures, and apply manifests with AI assistance.
How to Use Terraform MCP with Claude Code
Plan, apply, and inspect Terraform infrastructure from Claude Code — generate modules, review state, and manage cloud resources with AI-powered infrastructure-as-code assistance.
How to Use Cloudflare MCP with Claude Code
Manage Cloudflare Workers, DNS records, KV storage, R2 buckets, and security settings from Claude Code without opening the Cloudflare dashboard.
How to Use Firecrawl MCP for Web Scraping
Scrape and crawl websites, extract structured data, and convert web content to clean Markdown using Firecrawl MCP inside Claude Code.
How to Use Neon Serverless Postgres MCP
Manage Neon serverless Postgres branches, run queries, and scale databases from Claude Code — ideal for branching-based development workflows.
How to Use ClickHouse MCP for Analytics
Run high-performance analytical queries, manage tables, and analyze large datasets in ClickHouse directly from Claude Code.
How to Use ElevenLabs MCP for AI Voice
Generate realistic AI voice audio, manage voice library, and create text-to-speech content using ElevenLabs MCP directly from Claude Code.
How to Use DuckDB MCP for Data Analysis
Run in-process analytical SQL queries on CSV, Parquet, and JSON files using DuckDB MCP — perfect for local data analysis without a database server.
How to Use Meilisearch MCP for Full-Text Search
Configure indexes, add documents, run full-text searches, and tune relevance in Meilisearch from Claude Code — build lightning-fast search without complex configuration.
How to Use Apify MCP for Web Scraping at Scale
Run Apify actors for large-scale web scraping, data extraction, and automation pipelines directly from Claude Code using the Apify MCP.
How to Use SonarQube MCP for Code Quality
Analyze code quality metrics, inspect issues, track technical debt, and enforce quality gates in SonarQube directly from Claude Code.
How to Use Context7 MCP for Up-to-Date Docs
Fetch current, version-specific documentation for any library or framework directly into Claude Code's context using Context7 MCP — eliminate outdated API hallucinations.
How to Use Tavily MCP for AI-Powered Search
Give Claude Code real-time web search capabilities with Tavily MCP — retrieve current information, research topics, and ground responses with live data.
How to Use Prisma MCP for Database Management
Manage your Prisma schema, run migrations, execute queries with Prisma Client, and interact with Prisma Postgres directly from Claude Code.
MCP vs Traditional APIs: Why Developers Switch
What is the Model Context Protocol, and why are developers leaving REST and GraphQL? An honest comparison of MCP and traditional APIs, with code examples.
How to Build Cross-MCP Workflows: 5 Real Examples
Learn to build powerful cross-MCP workflows with Claude — 5 real production examples combining GitHub, Stripe, Sentry, Firecrawl, Supabase, and more.
MCP Servers for Web Scraping: Extract Any Data
The best MCP servers for web scraping and data extraction — Firecrawl, Apify, Bright Data, Puppeteer, Playwright, and Oxylabs. Extract any website with Claude.
5 MCP Servers Every AI Developer Needs
The 5 essential MCP servers for AI developers — Context7, ElevenLabs, Langfuse, HuggingFace and Ollama. Build better AI apps with Claude as your copilot.
The 6 Essential MCP Monitoring Servers
Build a complete observability stack with Claude — the 6 essential MCP servers for monitoring: Grafana, Sentry, Datadog, Axiom, Prometheus, and Logfire.
MCP Servers for Payments, Invoicing and Crypto
Build payment flows, automate invoicing, and track crypto with Claude — the best MCP servers for financial apps: Stripe, PayPal, Square, CoinGecko, and more.
7 MCP Servers That Replace Manual Testing
Stop clicking through your app by hand. These 7 MCP servers — Playwright, BrowserStack, Cypress, SonarQube, Semgrep and more — automate your QA with Claude.
Best Free MCP Servers for Beginners
The best free MCP servers for getting started with Claude — Filesystem, Git, Memory, Fetch, Sequential Thinking, SQLite, Time. Zero API keys needed.
Top 8 Database MCP Servers for Claude Code
The 8 best database MCP servers for Claude Code in 2026 — Supabase, Postgres, Neon, DuckDB, ClickHouse, MongoDB, Redis, Neo4j. Query and migrate data with AI.
10 Best MCP Servers for DevOps in 2026
The top 10 MCP servers for DevOps engineers in 2026 — GitHub, Docker, Vercel, AWS CDK, and more. Automate your entire CI/CD pipeline with Claude.
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