MCP Servers for Windsurf

Reference/test server with prompts, resources, and tools. Perfect for testing MCP implementations.

Web content fetching and conversion for efficient LLM usage. Extract readable content from any URL.

Secure file operations with configurable access controls. Read, write, and manage files safely.

Tools to read, search, and manipulate Git repositories. Full Git operations support.

Knowledge graph-based persistent memory system. Store and retrieve contextual information.

Dynamic and reflective problem-solving through thought sequences.

Time and timezone conversion capabilities for AI assistants.

Use 6,000+ pre-built cloud tools to extract data from websites, e-commerce, social media, search engines, maps, and more.

GitHub's official MCP Server for repository management, file operations, issues, PRs, and GitHub API integration.

GitLab's official MCP server enabling AI tools to securely access GitLab project data, manage issues, and perform repository operations via OAuth 2.0.

Specialized MCP servers that bring AWS best practices directly to your development workflow.

Deploy, configure & interrogate your resources on the Cloudflare developer platform (Workers/KV/R2/D1).

Automate browser interactions in the cloud (web navigation, data extraction, form filling, and more).

Extract web data with Firecrawl. Turn websites into clean, LLM-ready data.

Search Engine made for AIs. Neural search with understanding of content meaning.

Web and local search using Brave's Search API with privacy-focused results.

Official MCP server for the Notion API. Create, read, and manage Notion pages and databases.

Search, create, and update Linear issues, projects, and comments.

Channel management and messaging capabilities for Slack workspaces.

Connect, manage, and interact with HubSpot CRM data.

Interact with Stripe API for payments, subscriptions, and financial operations.

Both MongoDB Community Server and MongoDB Atlas are supported for database operations.

Read-only database access with schema inspection for PostgreSQL databases.

Database interaction and business intelligence capabilities for SQLite.

Interact with Redis key-value stores for caching and data operations.

Interact with Supabase projects - database, auth, storage, and edge functions.

Interact with the Neon serverless Postgres platform.

Query your ClickHouse database server for analytics workloads.

Neo4j graph database server (schema + read/write-cypher) and graph database backed memory.

Search, Query and interact with data in your Milvus Vector Database.

Embeddings, vector search, document storage, and full-text search with the open-source AI application database.

Deploy and manage Vercel projects, domains, and deployments.

Create, build, deploy, and manage your websites with Netlify web platform.

Manage Docker containers, images, and compose files.

Browser automation and web scraping with Puppeteer.

Browser automation with Playwright for testing and scraping.

Retrieving and analyzing issues from Sentry.io error tracking.

Query metrics, logs, and traces from Datadog monitoring platform.

Search dashboards, investigate incidents and query datasources in your Grafana instance.

Query and analyze your Axiom logs, traces, and all other event data in natural language.

Interface with OpenAI models and APIs.

Connect to Hugging Face Hub APIs - search spaces, papers, explore datasets and models.

Open-source tool for collaborative editing, versioning, evaluating, and releasing prompts.

Run code in secure sandboxes hosted by E2B for safe code execution.

Bring Figma directly into your workflow by providing design information and context to AI agents generating code.

Send SMS, make calls, and interact with Twilio communication APIs.

Send emails and manage email templates with SendGrid.

Send emails with Resend API - the email API for developers.

File access and search capabilities for Google Drive.

Location services, directions, and place details from Google Maps Platform.

Access and manage files stored in Dropbox.

Read and write to Airtable bases and tables.

Create and manage tasks, projects, and workflows in Asana.

Interact with Jira work items, sprints, and project management.

Search and interact with Confluence pages and spaces.

Manage tasks and projects in Todoist.

Enable AI Agents to fix build failures from CircleCI.

Exposing Buildkite data (pipelines, builds, jobs, tests) to AI tooling.

Official Jenkins MCP Server plugin enabling AI assistants to manage builds, check job statuses, and retrieve logs.

Manage Kubernetes clusters, pods, deployments, and resources.

Manage Terraform configurations and infrastructure as code.

Discover, extract, and interact with the web - one interface powering automated access across the public internet.

Use AI agents to provision, configure, and query your Algolia search indices.

Query your data in Elasticsearch.

Interact & query with Meilisearch (Full-text & semantic search API).

Interact with Coinbase for cryptocurrency trading and portfolio management.

Official CoinGecko API MCP Server for Crypto Price & Market Data, across 200+ Blockchain Networks.

Connect to bank accounts and financial data with Plaid.

Manage Shopify stores, products, orders, and customers.

Search YouTube videos, get transcripts, and interact with YouTube content.

Control Spotify playback and search for music.

Exposes Cloudinary's media upload, transformation, AI analysis, management, optimization and delivery.

Text-to-speech and voice cloning with ElevenLabs API.

Send messages, manage channels, and interact with Discord servers.

Send messages and interact with Telegram bots and channels.

Send and receive WhatsApp messages via Business API.

Connect to the Cal.com API to schedule and manage bookings and appointments.

Manage scheduling and appointments with Calendly.

Read and write notes in Obsidian vaults.

Interact with Roam Research graphs and notes.

Security scanning for dependencies and code vulnerabilities.

Code quality and security analysis with SonarQube.

Connects AI agents with the CrowdStrike Falcon platform for intelligent security analysis.

MCP server for interacting with your Auth0 tenant, supporting actions, applications, forms, logs, and more.

Retrieval from AWS Knowledge Base using Bedrock Agent Runtime.

Access to key Azure services and tools like Azure Storage, Cosmos DB, the Azure CLI, and more.

Deploy code to Google Cloud Run and interact with GCP services.

Firebase's experimental MCP Server to power your AI Tools.

Interact with the Heroku Platform through LLM-driven tools for managing apps, add-ons, dynos, and databases.

Manage DigitalOcean droplets, databases, and infrastructure.

Real User Monitoring data from Datadog.

Query and analyze your product analytics data through natural language.

Search, analyze, and query charts, dashboards, experiments, and feature flags.

Product analytics, feature flags, and session replay from PostHog.

Customer data platform integration with Segment.

Trigger Zapier workflows and automations.

Turn your Make scenarios into callable tools for AI assistants.

Workflow automation with n8n.

Build and run Retool apps and workflows.

Query and analyze data in Snowflake data warehouse.

Connect to data, AI tools & agents, and the rest of the Databricks platform using turnkey managed MCP servers.

Query and analyze data in Google BigQuery.

Query and analyze data with MotherDuck and local DuckDB.

Vector database for AI applications.

Vector database and search with Weaviate.

Vector similarity search with Qdrant.

Comprehensive tools for managing collections and documents in DataStax Astra DB NoSQL database.

Serverless MySQL database platform.

SQLite at the edge with Turso.

Serverless Redis and Kafka with Upstash.

Introspect and query your apps deployed to Convex.

Incident management and alerting with PagerDuty.

Alerting and incident management with OpsGenie.

Observability and monitoring with New Relic.

Manage and interact with the Dynatrace Platform for real-time observability and monitoring.

Query and analyze data, alerts, dashboards, and cross-reference production behavior with codebase.

Distributed tracing and observability.

Feature flags as a service for continuous delivery.

Feature flagging and experimentation platform.

Feature flags and remote config.

Customer messaging and support with Intercom.

Customer support and ticketing with Zendesk.

Customer support software.

CRM and business platform integration.

Sales CRM and pipeline management.

Sales CRM for startups and SMBs.

Interact with Monday.com boards, items, accounts and work forms.

Project management and productivity platform.

Work management platform.

Project management and team collaboration.

Kanban-style project management.

All-in-one doc for teams.

Perform queries and entity operations in your Fibery workspace.

Post tweets and interact with Twitter API.

Search and interact with Reddit.

Search and fetch stories from Hacker News.

Search products and launches on Product Hunt.

Search and fetch academic papers from arXiv.

Search academic papers with Semantic Scholar.

Computational knowledge engine.

Get weather forecasts and conditions.

Stock market data and financial information.

Connect to 100+ APIs for financial market data from Alpha Vantage.

Generate images with DALL-E, Midjourney, or Stable Diffusion.

Run machine learning models with Replicate.

Image generation with Stable Diffusion.

Interact with Claude AI models.

NLP and embedding models from Cohere.

Access Mistral AI models.

AI-powered search and answers.

AI-optimized search API.

Google Search API for developers.

AI search engine.

Search the web using Kagi's search API.

Headless browser automation.

Web scraping API.

Web scraping and browser automation library.

Web scraping and proxy solutions.

Enable AI agents to get structured data from unstructured web.

Next-generation platform empowering AI agents with scalable browser automation.

Fast and secure execution of your AI generated code with Daytona sandboxes.

Code execution and development environment.

Cloud development environments.

Cloud development environments.

Instant development environments.

Cloud development and instant environments.

AI-powered code completion and assistance.

AI code assistant.

Code search and intelligence.

Static analysis and code security.

AI-powered code reviews.

Interact with Codacy API to query code quality issues, vulnerabilities, and coverage insights.

Static code analysis by JetBrains.

Translate or rewrite text with DeepL's AI models.

Interact with the Intelligent Content Management platform through Box AI.

Ingest anything from Slack to Gmail to podcast feeds, web crawling, into a searchable project.

Production-ready RAG out of the box to search and retrieve data from your own documents.

RAG Search over your content powered by Inkeep.

Connect 100+ tools with zero setup. Auth built-in. Made for agents.

Integrate your AI agent with 500+ APIs: Auth, custom tools, and observability. Open-source.

Interact with any other SaaS applications on behalf of your customers.

Inspect traces, manage prompts, curate datasets, and run experiments with open-source AI observability.

Query and analyze your Opik logs, traces, prompts and telemetry data from your LLMs.

Provides access to OpenTelemetry traces and metrics through Logfire.

Create segments, inspect user profiles, search for customers, and access workspace data.

Build, update, and send multi-channel notifications across email, sms, push, Slack, and Teams.

Send product and customer messaging across email, in-app, push, SMS, Slack, Teams.

Enterprise search and chat using Glean's API.

Video and audio editing platform.

Connect to the Cartesia voice platform to perform text-to-speech, voice cloning.

Search, fetch, upload, and interact with Gyazo images, including metadata and OCR data.

AI-powered development assistance for Canva apps and integrations.

MCP server for Mobile Development and Automation - iOS, Android, Simulator, Emulator.

Access BrowserStack's Test Platform to debug, write and fix tests, do accessibility testing.

Connect AI assistants with your testing workflow for accessibility, SmartUI, automation.

MCP Server extension allowing AI clients to connect to Burp Suite.

Boost security via SAST, SCA, Secrets & IaC scanning with Cycode.

Scan projects using GitGuardian's API with 500+ secret detectors to prevent credential leaks.

Find and fix security risks in your code, scan and secure from vulnerabilities and secret leaks.

MCP guardrails coding agents against introducing dependencies with vulnerabilities, malware.

Open Source data labeling platform.

Deploy your project to the cloud seamlessly with the Defang platform.

Navigate your Aiven projects and interact with PostgreSQL, Kafka, ClickHouse, OpenSearch.

MCP Server for Apache Doris, an MPP-based real-time data warehouse.

Provides AI assistants with a secure way to explore and analyze data in GreptimeDB.

An MCP server providing an interface for MCP clients to access data within Harper.

Build robust data workflows, integrations, and analytics on a single intuitive platform.

Momento Cache for improved performance, reduced costs, and handling load at any scale.

Immutable ledger database with live synchronization.

Postgres re-engineered for B2B apps. Manage databases, tenants, users, auth using LLMs.

Official MCP server for version-controlled Dolt databases.

Standard interface for managing and querying MariaDB databases, supporting vector/embedding search.

Interact with the data stored in Couchbase clusters.

FalkorDB graph database server with schema and read/write-cypher.

Query your data in Memgraph graph database.

Enable LLMs to inspect database schemas and execute queries on Kuzu graph database.

Analyze your reliability posture, review recent tests and chaos engineering experiments.

Chat with your builds, CI, and more.

Enable AI access to your CloudBees CI cluster, the Enterprise-grade Jenkins-based solution.

MCP server for DeployHQ API integration, enabling AI to manage deployments.

MCP Server for the JFrog Platform API, enabling repository management and build tracking.

Discovery, exploration, reporting and root cause analysis using all observability data.

Bring real-time production context—logs, metrics, and traces—into your local environment.

Query and interact with kubernetes environments monitored by Metoro.

Official MCP Server to get your behavioral analytics data and insights from Clarity.

Access network of thousands of probes to run ping, traceroute, mtr, http and DNS resolve.

Control smart home devices with Home Assistant.

Control Philips Hue lights.

Control Aqara smart home devices, query status, execute scenes.

Tools for AI agents to interact with Baidu Maps APIs for location-based services.

Unlock geospatial intelligence through Mapbox APIs like geocoding, POI search, directions.

Identify the technology stack behind any website.

Interact with the Hunter API to get B2B data using natural language.

Mercado Libre's official MCP server.

Marketing insights and audience analysis covering demographic, cultural, influencer analysis.

Interact with Atlan services for data cataloging.

Search data assets, traverse lineage, write SQL queries using DataHub metadata.

Unlock the power of enterprise Data Catalog with tools provided by Alation MCP server.

Connect your GraphQL APIs to AI agents.

Turn your GraphQL API into an efficient MCP server with schema intelligence.

Get instant AI-powered access to 300,000+ help topics on DevExpress UI Component APIs.

Structured access to Microsoft's official documentation for code generation and Q&A.

Allows Homebrew users to run Homebrew commands locally.

CLI for interacting with GitKraken APIs, includes MCP server for Jira, GitHub, GitLab.

Work on your code with JetBrains IDEs: IntelliJ IDEA, PhpStorm, etc.

Enable AI coding assistants to debug web pages directly in Chrome.

Free open-source platform for building production-ready AI systems with RAG, evaluations, and fine-tuning.

Integrates the LINE Messaging API to connect an AI Agent to LINE Official Account.

Send and receive SMS and RCS messages, interact with WhatsApp and Viber.

Official ClickSend MCP Server for SMS and communication.

Interact with Mailgun API.

Official MCP server for Sinch Mailjet contact, campaign, segmentation, statistics APIs.

Elastic Email MCP Server delivers full-scale email capabilities to AI agents.

Trade stocks and options, analyze market data, and build strategies through Alpaca API.

Interface with CoinEx cryptocurrency exchange for market data, orders, balance queries.

MCP Server for CoinStats API - crypto market data, portfolio tracking and news.

Cashfree Payments official MCP server for payment integration.

Interact with Flutterwave payment solutions API to manage transactions and payments.

MCP Server that connects AI agents to Chargebee platform for subscription billing.

Search, request, and manage e-signature contracts effortlessly.

Contract and template management for drafting, reviewing, and sending binding contracts.

Create, Edit, Sign, Extract Documents using Natural Language.

MCP server for creating Datawrapper charts using AI assistants.

Ready-made features for AI & human collaboration—use to develop your Liveblocks app quicker.

AI assistants interact with Anytype - a local and collaborative wiki - through natural language.

Official MCP Server to integrate with GROWI APIs.

Integrate with DevRev APIs to search through your DevRev Knowledge Graph.

Modern product teams connect their AI assistant to Atono to create and update stories, bugs.

Interact with task, doc, and project data in Dart, an AI-native project management tool.

Official MCP server for Cortex.

Experimental MCP server for real-time compliance intelligence into your AI workflows.

Interact with your database through Prisma ORM. Query data, run migrations, explore schema, and generate code using AI-directed Prisma operations.

Access OpenAI models, manage assistants, threads, and files through MCP. Use GPT-4o and o1 models as tools from other AI clients in a unified workflow.

Get Tailwind CSS class suggestions, documentation lookups, and component generation assistance. Accelerates front-end development with AI-powered Tailwind knowledge.

Access shadcn/ui component documentation, generate component code, and get installation instructions for Radix UI-based component library integration.

Send SMS, WhatsApp messages, and make voice calls through Twilio's official MCP server. Automate communication workflows from AI coding and automation tools.

Connect to MySQL databases and execute queries, manage schemas, and inspect data. Supports stored procedures and transactions.

Query and manage AWS DynamoDB tables using natural language. Supports single-table design patterns, GSIs, and batch operations.

Query time-series data stored in TimescaleDB. Analyze IoT metrics, financial data, and application telemetry with SQL and time-series functions.

Time-series database MCP for InfluxDB. Write and query metrics using Flux or InfluxQL. Ideal for monitoring, IoT, and observability data.

Run TypeScript and JavaScript scripts with Deno from AI assistants. Execute code, manage packages with JSR, and interact with Deno Deploy.

JavaScript runtime and toolkit MCP server. Run scripts, manage packages, execute tests, and work with Bun's built-in bundler and APIs.

High-performance build system for JavaScript monorepos. Query task graphs, run builds, manage caching, and optimize pipelines with AI.

Smart build system for monorepos. Run tasks, understand project graph, generate code, and optimize CI pipelines across frameworks with AI assistance.

Next-generation frontend build tool MCP. Inspect bundle contents, analyze dependencies, troubleshoot HMR issues, and optimize build configurations.

Rust language server MCP integration. Provides code completion, type inference, refactoring, and diagnostics for Rust projects.

Official Go language server (gopls) MCP integration. Navigate codebases, find usages, refactor Go code, and run tests intelligently.

Python LSP MCP server. Intelligent Python code analysis, autocompletion, linting with pylint/flake8, and formatting with black/autopep8.

Build automation MCP for Java/Kotlin/Android projects. Run tasks, manage dependencies, analyze build scripts, and inspect Gradle project structure.

Deploy and manage applications on Fly.io. Scale machines, inspect logs, manage secrets, and orchestrate global deployments via AI.

Deploy, manage, and monitor projects on Railway. Create environments, deploy from GitHub, manage variables, and view logs through AI.

Interact with Amazon S3 buckets and objects. Upload, download, list, and manage files, configure bucket policies, and analyze storage costs.

Manage Azure Blob Storage containers and blobs. Upload and download files, configure access tiers, manage lifecycle policies, and inspect metadata.

Manage GitHub Actions workflows, runs, and secrets. Trigger workflows, inspect run logs, manage environment variables, and debug CI failures via AI.

Query Prometheus metrics using PromQL from AI assistants. Analyze time-series data, set up alerting rules, and monitor infrastructure performance.

Run 200+ open-source AI models via Together AI's inference API. Access Llama, Mistral, Qwen, and other top models with high throughput and low latency.

Ultra-fast LLM inference using Groq's LPU hardware. Access Llama 4, Mixtral, and other models at speeds up to 500 tokens/second via MCP.

Run large language models locally with Ollama. Pull models like Llama 3, Phi-3, and Gemma, execute prompts, and manage model library from AI assistants.

Universal LLM proxy and load balancer. Route requests across 100+ LLM providers (OpenAI, Anthropic, Gemini, Mistral) with a unified API and cost tracking.

Data framework for LLM applications. Index documents, build RAG pipelines, query knowledge bases, and create multi-step agents over structured and unstructured data.

Multi-agent AI orchestration framework. Define crews of AI agents with specialized roles, tools, and tasks. Automate complex multi-step workflows.

Access DeepSeek's reasoning and code models via MCP. Use DeepSeek-R1 for complex mathematical and coding problems with extended chain-of-thought reasoning.

Run Python functions in the cloud with Modal. Deploy serverless GPU workloads, schedule jobs, build ML pipelines, and access data lakes without infrastructure setup.

Send messages, manage channels, schedule meetings, and read notifications in Microsoft Teams. Automate team collaboration from AI coding and productivity tools.

Read, send, and manage emails in Gmail. Search inbox, draft responses, organize with labels, and process incoming emails through AI assistants.

Access and manage secrets stored in 1Password vaults. Retrieve credentials, SSH keys, API tokens, and secure notes directly in AI coding environments.

Comprehensive vulnerability scanner MCP. Scan container images, filesystems, and git repos for CVEs, misconfigurations, and secrets with Aqua's Trivy.

Query Google Analytics 4 data via MCP. Analyze traffic, user behavior, conversions, and audience segments using GA4's reporting API.

Search and download high-quality free stock photos from Unsplash. Find images by keyword, collection, or photographer. Get proper attribution and download links.

Long-term memory layer for AI applications. Store and retrieve user preferences, conversation history, and entity facts with temporal reasoning and semantic search.

Personalized memory layer for AI. Automatically extract and store key information from conversations, enabling truly personalized AI assistant experiences.

Fully managed RAG-as-a-service MCP. Index documents, PDFs, and data sources. Query knowledge bases with semantic search and structured extraction.

API development platform MCP for Postman. Run collections, manage environments, inspect API definitions, generate code snippets, and test API endpoints.

Transform data in your warehouse with dbt. Run models, test assertions, generate docs, inspect lineage, and manage dbt Cloud jobs via MCP.

Query OpenStreetMap geographic data via Overpass API. Find points of interest, analyze geographic features, and build location-aware applications.

Collect and query distributed traces, metrics, and logs using OpenTelemetry standards. Analyze application performance and correlate signals across services.

Serverless analytical database MCP for MotherDuck (cloud DuckDB). Run OLAP queries on large datasets, query Parquet and CSV files, and share data workspaces.

End-to-end testing MCP for Cypress. Run test suites, inspect test results, generate test code, and debug failing tests with AI-powered analysis.

JavaScript testing framework MCP for Jest. Run tests, analyze coverage, inspect failures, and generate test code. Works with React, Node, and TypeScript projects.

Next-generation unit testing framework MCP. Run Vitest tests, inspect coverage reports, snapshot testing, and debug failures in Vite-powered projects.

Python testing framework MCP for pytest. Run test suites, analyze failures, measure coverage with pytest-cov, and generate fixture-based test code.

AI-native browser automation MCP from Browserbase. Extract structured data, automate complex web interactions, and test websites with natural language instructions.

Headless CMS MCP for Sanity. Query and mutate content using GROQ, manage datasets, import/export content, and work with Sanity's schema-driven data.

Log aggregation MCP for Grafana Loki. Query log streams with LogQL, inspect labels, analyze error patterns, and correlate logs with metrics and traces.

Parse and monitor RSS and Atom feeds from any URL. Aggregate news, blog posts, and podcast feeds. Filter by keyword and track content changes over time.

Extract text, tables, and metadata from PDF documents via MCP. Parse multi-page documents, handle encrypted PDFs, and extract structured data for AI processing.

Read, write, and analyze Excel XLSX files and CSV data via MCP. Parse spreadsheets, run formulas, generate charts, and extract structured tabular data.

Read and write Google Sheets via MCP. Access spreadsheet data, update cells, manage sheets, run formulas, and automate data workflows with Sheets API.

Create and edit Google Docs documents via MCP. Read document content, insert text, apply formatting, manage comments, and export to various formats.

Universal document converter MCP using Pandoc. Convert between Markdown, HTML, PDF, DOCX, LaTeX, and 40+ other formats with full pandoc options.

Search and retrieve Wikipedia articles via MCP. Fetch article summaries, full content, infoboxes, and categories. Access multilingual Wikipedia content.

Manage Google Calendar events and schedules via MCP. Create, update, and delete events, check availability, manage calendars, and set reminders via AI.

Access NASA's open APIs via MCP. Retrieve Astronomy Picture of the Day, Mars Rover photos, near-Earth object data, exoplanet archive, and earth observation imagery.

Make HTTP requests via MCP. GET, POST, PUT, DELETE with custom headers, authentication, cookies, and response parsing. Debug APIs and web services.

Build, test, and debug regular expressions via MCP. Match patterns, extract groups, validate formats, and explain regex syntax across multiple languages.

Encode, decode, and verify JSON Web Tokens via MCP. Inspect JWT claims, validate signatures, generate test tokens, and debug authentication issues.

Parse, transform, and render Markdown documents via MCP. Convert to HTML/PDF, lint formatting, extract headings and links, and validate CommonMark syntax.

Parse, validate, transform, and query YAML and JSON documents via MCP. Convert between formats, run JSONPath/JMESPath queries, and validate against schemas.

Subscribe to real-time database changes in Supabase via MCP. Listen to row-level changes, broadcast messages, and build live collaborative features.

Parse and interact with OpenAPI/Swagger specifications via MCP. Explore API endpoints, generate client code, validate request/response schemas, and test APIs.

Execute GraphQL queries and mutations against any GraphQL API via MCP. Introspect schemas, explore types, run operations, and debug resolver performance.

Work with Protocol Buffer definitions via MCP. Parse .proto files, encode/decode messages, generate language bindings, and inspect gRPC service definitions.

Serverless PostgreSQL with branching MCP for Neon. Create database branches for dev/test, auto-scale compute, and manage connection pooling for modern apps.

Manage and query databases through Prisma's ORM MCP. Run Prisma Studio queries, manage migrations, inspect schema, and generate type-safe database access code.

TypeScript ORM MCP for Drizzle. Run type-safe queries, manage schema migrations, explore database structure, and generate SQL for multiple database backends.