MCP Servers for VS Code

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.

Create crafted UI components inspired by the best 21st.dev design engineers.

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.

Connect LangChain-powered workflows to MCP clients. Access vectorstores, chains, and agents built with LangChain through standardized MCP tooling.

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.

Access Datadog metrics, logs, and traces from AI tools. Query infrastructure data, investigate incidents, and analyze performance using natural language.

Manage PagerDuty incidents, on-call schedules, and escalation policies from AI tools. Acknowledge, resolve, and query incidents through natural language.

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 and manage Amazon OpenSearch Service clusters. Full-text search, log analytics, and vector search support.

Interface with Apache Cassandra NoSQL clusters. CQL query execution, keyspace management, and wide-column data operations.

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

Distributed SQL database MCP server. Execute transactions, manage schemas, and query CockroachDB with full PostgreSQL-compatible SQL.

Multi-model database MCP server. Query SurrealDB using SurrealQL for graph, document, relational, and time-series data in one system.

High-performance time-series database MCP. Execute SQL queries on QuestDB for real-time analytics on IoT sensor data, financial ticks, and metrics.

Multi-model graph and document database MCP server. Query ArangoDB with AQL, traverse graphs, and manage collections with natural language.

Document database MCP server for CouchDB. Manage documents, views, and design documents. Full MapReduce and Mango query support.

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

Control JupyterLab notebooks from AI assistants. Execute cells, inspect variables, visualize outputs, and manage kernels programmatically.

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.

Java build and dependency management MCP server. Manage POM files, run lifecycle phases, resolve dependencies, and analyze Maven project structure.

Google's build system MCP server. Navigate Bazel build graphs, run targets, manage deps, and analyze large monorepo builds across languages.

Swift language server MCP integration for Apple platform development. Code completion, error diagnostics, and refactoring for iOS/macOS/SwiftUI apps.

Kotlin language server MCP integration. Intelligent code analysis, refactoring, and navigation for Kotlin JVM, Android, and Multiplatform projects.

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.

Manage Render services, databases, and deployments. Trigger deploys, inspect build logs, scale instances, and manage environment variables via AI.

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

Invoke and manage AWS Lambda functions. Test functions locally, deploy code, view execution logs, and manage layers and event source mappings.

Manage EC2 instances, security groups, AMIs, and VPCs. Start/stop instances, query metadata, analyze costs, and automate infrastructure tasks.

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

Access and manage Google Cloud Storage buckets and objects. Transfer files, configure IAM permissions, set retention policies, and analyze storage usage.

Manage Linode/Akamai Cloud instances, object storage, and Kubernetes clusters. Deploy, resize, and monitor cloud resources via natural language.

Manage Hetzner Cloud servers, load balancers, and volumes. Deploy European cloud infrastructure, manage firewalls, and monitor resource usage via AI.

Affordable cloud storage MCP for Backblaze B2. Manage buckets, upload/download files, configure lifecycle rules, and generate presigned URLs.

Manage BunnyCDN zones, storage, and video streaming. Purge cache, upload to bunny storage zones, manage pull zones, and analyze bandwidth usage.

Manage Fastly CDN services, VCL configurations, and edge logic. Purge cache, deploy edge functions, and monitor real-time performance metrics.

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

Declarative GitOps continuous delivery for Kubernetes. Manage applications, sync deployments, inspect health status, and rollback releases via AI.

Kubernetes package manager MCP server. Install, upgrade, and roll back Helm charts. Inspect release history, manage repositories, and debug chart templates.

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

Manage secrets and sensitive data stored in HashiCorp Vault. Read and write secrets, manage dynamic credentials, and handle PKI operations via AI.

Service mesh and configuration management MCP. Query service discovery, manage KV store, inspect health checks, and configure intentions.

IT automation MCP server for Ansible. Run playbooks, manage inventories, inspect task results, and troubleshoot automation failures via AI.

Kubernetes-native CI/CD pipeline MCP. Manage Tekton tasks, pipelines, and runs. Inspect logs, trigger pipelines, and debug task failures with AI.

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.

Run quantized language models locally with llama.cpp. Highly optimized CPU inference for Llama, Mistral, Phi, and GGUF-format models.

Access Google's Gemini and other AI models via Vertex AI. Fine-tune models, run batch predictions, and manage ML pipelines with enterprise-grade security.

Deploy and manage ML models on AWS SageMaker. Run inference on endpoints, manage training jobs, track experiments, and use SageMaker Studio capabilities.

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.

Microsoft's multi-agent conversation framework MCP. Build agents that collaborate, code, debug, and solve problems through structured dialogue and tool use.

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.

Schedule meetings, manage recordings, and interact with Zoom through AI. Create instant meeting links, list recordings, and manage webinar registrations.

Open-source team messaging MCP server. Post messages, manage channels, search message history, and automate workflows in self-hosted Mattermost.

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

Manage emails and calendar in Microsoft Outlook via Graph API. Read, send, and organize emails, schedule meetings, and manage contacts through AI.

Manage email marketing campaigns in Mailchimp. Create campaigns, manage audiences, design email templates, and analyze campaign performance via AI.

Email and SMS marketing MCP for e-commerce. Manage flows, segments, campaigns, and metrics in Klaviyo to automate personalized customer journeys.

Transactional email delivery MCP server. Send emails, manage templates, inspect delivery logs, and analyze bounce and open rates via Postmark.

All-in-one marketing platform MCP. Send transactional emails and SMS, manage contact lists, automate marketing workflows, and track campaign performance.

Query and update your Logseq knowledge graph. Read journal entries, search notes, add blocks, manage tasks, and navigate linked thought networks via AI.

Create and manage Miro whiteboards programmatically. Add sticky notes, shapes, connectors, and frames. Read board content and analyze brainstorming sessions.

Create and modify Excalidraw diagrams and sketches with AI. Generate architecture diagrams, flowcharts, and wireframes from natural language descriptions.

Access and manage Loom video recordings. List workspace videos, retrieve transcripts, share recordings, and organize into folders via AI.

Time tracking MCP server for Toggl. Start/stop timers, log time entries, generate reports, and analyze productivity patterns with natural language.

Manage tasks and projects in Height, the AI-first project management tool. Create tasks, track sprints, assign work, and generate progress reports.

Project management MCP for software teams using Shortcut (formerly Clubhouse). Manage stories, epics, iterations, and workflows via natural language.

Open-source project management MCP. Manage issues, cycles, modules, and pages in Plane. Self-hostable Jira/Linear alternative with full API access.

Hierarchical note-taking and knowledge management MCP. Add nodes, manage supertags, query workspaces, and automate structured information capture in Tana.

Beautiful note-taking and document creation MCP for Craft. Create and update documents, manage spaces, and access structured writing from AI tools.

Open-source Notion + Miro alternative MCP. Manage docs, whiteboards, and databases in AFFiNE. Full local-first with real-time collaboration support.

Manage business finances in QuickBooks Online. Create invoices, track expenses, manage payroll, generate financial reports, and reconcile accounts via AI.

Cloud accounting MCP for Xero. Manage invoices, contacts, bank reconciliation, payroll, and financial reporting for small businesses via natural language.

Process payments and manage PayPal transactions via MCP. Create payment links, track orders, manage disputes, access transaction history, and handle refunds.

Point-of-sale and payment processing MCP. Manage catalog, inventory, orders, and customer data. Process payments and analyze sales through Square's APIs.

Corporate card and spend management MCP for Brex. Track expenses, manage budgets, analyze spending patterns, and automate financial workflows for startups.

Expense management and reimbursement MCP. Submit expenses, track receipts, manage policies, and generate expense reports with AI-powered categorization.

International money transfers MCP for Wise (formerly TransferWise). Send payments, check exchange rates, manage multi-currency accounts, and track transfers.

Enterprise payment processing MCP for Adyen. Manage payment methods, process transactions, handle disputes, access reporting, and configure risk settings.

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

Open-source password manager MCP. Access Bitwarden vaults, retrieve passwords and secure notes, manage collections, and generate strong passwords via AI.

Identity and access management MCP for Okta. Manage users, groups, and applications. Automate user provisioning, enforce policies, and audit access logs.

Cloud security platform MCP for Wiz. Query misconfigurations, vulnerabilities, and security risks across multi-cloud environments with natural language.

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

Query operating system data using SQL via osquery. Inspect running processes, network connections, installed software, and system configurations on any OS.

Runtime security detection MCP for Falco. Monitor container and host activity, detect anomalous behavior, query security events, and investigate incidents.

Internet-connected device search engine MCP. Query Shodan for device information, CVEs, open ports, and internet exposure data for security research.

Analyze files, URLs, and hashes for malware using VirusTotal's multi-engine scanner. Query threat intelligence, check IP reputation, and investigate IOCs.

Cloud security analytics MCP for Lacework. Investigate threats, query behavioral anomalies, and analyze cloud activity across AWS, Azure, and GCP.

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

Digital insights platform MCP for Heap. Query user sessions, funnels, and retention data. Analyze behavioral patterns without predefined tracking code.

Digital experience platform MCP. Replay user sessions, analyze rage clicks, query behavioral data, and investigate UX issues with FullStory's DX data.

Privacy-focused web analytics MCP for Plausible. Query traffic, goals, and real-time visitor data without cookies or personal data collection.

Open-source, self-hosted web analytics MCP. Query page views, sessions, and events from your Umami instance without privacy-invasive tracking.

Open-source web analytics MCP for Matomo. Query reports, manage segments, access real-time data, and run custom queries on your self-hosted instance.

Customer data platform MCP for RudderStack. Track events, manage sources and destinations, query event streams, and analyze customer journeys.

Business intelligence and analytics MCP for Metabase. Run native SQL queries, access dashboards, create questions, and explore data from any connected database.

User behavior analytics MCP for Hotjar. Access heatmaps, session recordings, survey responses, and feedback data to understand how users interact with your site.

Programmable video infrastructure MCP for Mux. Upload videos, create playback IDs, access analytics, manage live streams, and generate thumbnails via API.

Manage Vimeo video library via MCP. Upload videos, update metadata, manage privacy settings, access analytics, and generate embed codes for your content.

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

Search and download free stock photos and videos from Pexels. Find high-quality creative assets for any project with a simple natural language interface.

Search and retrieve GIFs and animated stickers from GIPHY's vast library. Find the perfect reaction GIF, trending content, or custom branded assets via MCP.

Search and download free audio samples from Freesound.org. Find Creative Commons sounds, music loops, and field recordings for projects via natural language.

Real-time image processing and CDN MCP for Imgix. Transform images on-the-fly with URL-based parameters, generate responsive srcsets, and manage rendering pipelines.

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.

Knowledge graph-based memory for AI systems. Build structured knowledge from unstructured data, query entity relationships, and enhance AI with persistent context.

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

AI-powered memory system. Save and retrieve anything — web content, thoughts, documents — and query your personal knowledge base with natural language.

Typo-tolerant search engine MCP for Typesense. Index collections, perform faceted search, and build instant search experiences with Typesense's API.

Yahoo's open-source AI search and serving engine MCP. Run vector search, lexical search, and structured search with ML model serving and real-time updates.

Fast open-source full-text search engine MCP. Index documents, run full-text, boolean, and percolate queries. Drop-in SphinxSearch/Elasticsearch alternative.

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

Access thousands of APIs via RapidAPI Hub. Search for APIs, inspect endpoints, test requests, and integrate new data sources and services quickly.

Open-source data integration platform MCP. Manage connectors, sync data between 300+ sources and destinations, inspect job runs, and debug pipeline failures.

Automated data movement MCP for Fivetran. Manage connectors, schedule syncs, inspect data pipeline status, and analyze data freshness across warehouses.

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

Enterprise iPaaS MCP for Tray.io. Build complex workflows connecting enterprise apps, trigger automations, and manage integration projects with AI assistance.

Manage WooCommerce stores via MCP. Access orders, products, customers, and inventory. Automate e-commerce workflows and generate sales reports.

Enterprise e-commerce platform MCP. Manage product catalog, orders, customers, and storefront settings. Automate merchandising and inventory management.

Manage leads, contacts, deals, and campaigns in Zoho CRM. Automate sales workflows, generate reports, and track customer interactions via AI.

Revenue intelligence MCP for Gong. Access call recordings, AI insights, deal risks, and coaching recommendations to improve sales team performance.

Sales intelligence and engagement MCP for Apollo. Find prospect data, manage sequences, track email opens, and enrich contact records with company data.

HR management system MCP for BambooHR. Access employee records, PTO requests, time tracking, job postings, and HR reports via natural language.

Recruiting and HR management MCP for Greenhouse. Manage job postings, track applicants, schedule interviews, and generate hiring funnel analytics.

Workforce management MCP for Rippling. Manage employees, payroll, benefits, devices, and apps from a unified platform via AI-powered automation.

Global hiring and payroll MCP for Deel. Manage contractors, employees, and EOR agreements across 150+ countries. Process payments and compliance docs.

Payroll and HR MCP for Gusto. Manage payroll runs, employee benefits, time-off requests, and compliance for US-based companies via natural language.

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

Location and mapping services MCP for HERE. Geocode addresses, calculate routes, get real-time traffic, and analyze geospatial data for logistics applications.

Location data and venue discovery MCP for Foursquare. Search for places, get detailed venue data, access tips and ratings, and build location-aware features.

Open, interoperable map data from the Overture Maps Foundation. Query global geographic features, buildings, transportation networks, and places via AI.

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

Open-source distributed tracing MCP for Jaeger. Query traces, inspect service dependencies, analyze latency distributions, and investigate production incidents.

High-performance time-series database MCP for VictoriaMetrics. Query metrics with MetricsQL, manage clusters, and analyze long-term storage efficiently.

Application performance monitoring MCP for Elastic APM. Query transaction traces, error rates, and service maps. Integrate with Kibana dashboards.

Query and manage Databricks SQL warehouses and Unity Catalog. Run SQL queries, manage tables, inspect job runs, and analyze lakehouse data via AI.

Petabyte-scale data warehouse MCP for Amazon Redshift. Execute SQL queries, analyze query plans, manage clusters, and monitor Redshift Serverless workloads.

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

Unified analytics engine MCP for Apache Spark. Submit jobs, query DataFrames via Spark SQL, inspect execution plans, and analyze large-scale distributed data.

Distributed SQL query engine MCP for Starburst/Trino. Query across multiple data sources including S3, databases, and APIs with federated SQL.

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.

Load testing and performance engineering MCP for k6. Run performance tests, analyze results, configure VUs and scenarios, and integrate with Grafana Cloud.

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

Generate and edit images with Adobe Firefly's generative AI. Create artwork, generate from text, remove backgrounds, and produce brand-safe creative assets.

Web design and prototyping MCP for Framer. Create pages, manage components, publish sites, and automate design workflows for interactive prototypes.

Visual web development platform MCP for Webflow. Manage CMS collections, pages, assets, and publish sites. Automate content operations via Webflow's API.

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

Enterprise headless CMS MCP for Contentful. Manage content types, entries, assets, and locales. Query and publish content across digital channels via AI.

Open-source headless CMS MCP for Strapi. Manage content types, create and update entries, handle media uploads, and configure API permissions via AI.

Manage WordPress sites via the REST API MCP. Create and edit posts, manage pages, handle media, configure plugins, and automate content publishing workflows.

Professional publishing platform MCP for Ghost. Create and manage posts, newsletters, members, and tags. Automate content workflows and analyze publication metrics.

IoT messaging protocol MCP for MQTT. Publish and subscribe to topics, inspect message payloads, and interact with IoT sensors and devices via MQTT brokers.

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

Professional network MCP for LinkedIn. Post updates, manage company pages, access profile data, and engage with the professional community via API.

Manage Instagram Business and Creator accounts via MCP. Schedule posts, read insights, manage comments, and access the Instagram Graph API for automation.

TikTok for Business MCP server. Manage ads, access video performance data, query creator insights, and automate TikTok marketing operations.

Federated social media MCP for Mastodon. Post toots, read timelines, manage followers, search the fediverse, and interact with ActivityPub-compatible servers.

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.

Query Search Console data via MCP. Analyze keyword rankings, click-through rates, crawl errors, and index coverage. Monitor SEO performance across your sites.

Interact with the Ethereum blockchain via MCP. Query blocks, transactions, and smart contracts. Read token balances, call contract functions, and analyze on-chain data.

High-performance blockchain MCP for Solana. Query account data, inspect transactions, interact with DeFi protocols, and analyze on-chain programs via RPC.

Query indexed blockchain data from The Graph Protocol. Access subgraphs for Ethereum, Polygon, Arbitrum, and other EVM chains with GraphQL.

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.

Search biomedical literature on PubMed and NCBI databases. Retrieve abstracts, full articles, clinical trials, and gene/protein data for research workflows.

Retrieve academic metadata via Crossref. Look up papers by DOI, find citations, access journal metadata, and search scholarly literature databases.

Low-code workflow automation MCP for Power Automate. Trigger flows, manage environments, inspect run history, and automate Office 365 and Azure workflows.

Durable execution platform MCP for Temporal. Start and query workflows, signal and cancel executions, inspect workflow history, and manage worker processes.

Distributed task queue MCP for Celery. Monitor task execution, inspect queues, revoke and retry tasks, and analyze worker performance and failure patterns.

Modern workflow orchestration MCP for Prefect. Trigger and monitor flows, manage deployments, inspect run logs, and orchestrate data pipelines at scale.

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

Manage Google Tasks lists via MCP. Create, complete, and organize tasks, manage task lists, set due dates, and integrate with Google Calendar.

Manage schedules and events in Notion Calendar via MCP. View and create events, check availability, integrate with Notion databases, and sync across devices.

Twitch platform MCP for streamers and developers. Query stream data, manage channel info, access chat logs, track follows, and analyze viewer analytics.

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.

Network discovery and security scanning MCP using Nmap. Scan ports, detect services, identify OS fingerprints, and analyze network topology for security research.

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.

Parse, validate, and generate cron expressions via MCP. Get human-readable descriptions, next execution times, and validate scheduling syntax.

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.

Execute commands on remote servers via SSH through MCP. Run shell commands, transfer files with SCP, manage SSH keys, and automate remote operations.

Manage multi-container Docker applications with Compose MCP. Start, stop, and scale services, inspect container logs, and manage service dependencies.

Advanced Kubernetes cluster management MCP. Manage namespaces, deployments, services, ingresses, and custom resources beyond what the basic kubectl server offers.

Execute AWS CLI commands via MCP. Query any AWS service, manage resources across regions, configure profiles, and automate complex multi-service workflows.

Execute gcloud commands via MCP. Manage GCP resources across all services, configure projects and IAM, and automate Google Cloud workflows.

Execute az commands via MCP. Manage Azure resources, subscriptions, and services. Automate infrastructure deployments and resource group management.

Manage Proxmox Virtual Environment hypervisor via MCP. Create and control VMs and LXC containers, manage storage, configure networking, and monitor cluster nodes.

Manage your Tailscale mesh VPN network via MCP. List devices, manage ACLs, view network status, and control peer connections across your tailnet.

Deploy and manage Cloudflare Pages projects via MCP. Trigger deployments, manage environment variables, configure custom domains, and inspect build logs.

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

Manage subscription billing with Stripe. Create products, prices, and subscriptions. Handle invoicing, usage-based billing, and analyze revenue metrics.

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.

Execute WebAssembly modules via MCP using Wasmtime or WASI. Run sandboxed Wasm code, inspect memory, and test cross-platform compiled applications.

Manage data pipelines with Google Dataform (BigQuery SQL transformations). Run workflows, manage repositories, and orchestrate data transformation with version control.

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.

MCP server for interacting with the Godot game engine. Edit, run, debug, and manage scenes in Godot projects using natural language with your AI assistant.

AI-native vector database MCP server. Store and query embeddings at scale, perform semantic search, manage vector indexes, and build RAG pipelines using LanceDB's columnar storage engine.

Serverless database platform MCP server. Query and manage Xata databases with built-in search, file attachments, and branching support. Postgres-compatible with AI-optimized features.

Manage Storyblok headless CMS content with your AI assistant. Query stories, components, and assets. Create and update content entries, manage spaces, and handle content versioning.

Run Bruno API collections from your AI assistant. Execute requests, manage environments, inspect responses, and run collections as part of your testing workflow without opening the Bruno GUI.

Access PostHog product analytics and feature flags from your AI assistant. Query events, funnels, cohorts, and A/B test results. Manage feature flag targeting and rollout percentages.

Full-stack backend platform MCP server. Manage Appwrite databases, authentication, storage, and functions from your AI assistant. Create documents, manage users, and trigger serverless functions.