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Read and write files on the local filesystem. Secure, sandboxed access with configurable allowed directories.

Interact with GitHub repositories, issues, pull requests, and code. Search repos, manage issues, read files, and create PRs.

Full GitLab API integration — repositories, merge requests, issues, CI/CD pipelines, and project management.

Search and read files from Google Drive. Supports Docs, Sheets, Slides, and PDFs with full OAuth authentication.

Places search, directions, distance matrix, elevation data, and geocoding via the Google Maps Platform APIs.

Read-only access to PostgreSQL databases. Execute queries, inspect schemas, and analyze data with full schema introspection.

Read and write SQLite databases. Full query execution, schema inspection, and an in-memory business insight memo tool.

Send messages, read channel history, list channels, and manage Slack workspaces. Full OAuth bot integration.

Browser automation and web scraping using Puppeteer. Navigate pages, click elements, fill forms, take screenshots.

Web and local search via the Brave Search API. Privacy-focused search without tracking, with AI summaries.

Fetch web pages and convert them to Markdown for LLM consumption. Handles robots.txt, redirects, and content extraction.

Persistent knowledge graph memory for AI agents. Store and retrieve entities, relations, and observations across sessions.

Dynamic, reflective problem solving through structured thought sequences. Helps models reason step-by-step through complex problems.

Query Sentry error tracking data. Retrieve issues, events, and project information for debugging and incident response.

Browser automation using Microsoft Playwright. Supports Chromium, Firefox, and WebKit with full browser control.

Read Figma files, components, and design tokens. Extract styles, inspect layers, and generate code from designs.

Interact with AWS services via the AWS SDK. Query S3, EC2, Lambda, DynamoDB, CloudWatch, and more.

Query Shopify stores — products, orders, customers, inventory, and analytics. Read and write store data via the Admin API.

Full Jira integration — search issues, create tickets, update statuses, add comments, and manage sprints and boards.

Search and read Confluence pages and spaces. Create and update documentation pages. Full Atlassian Cloud support.

Query Stripe data — customers, payments, subscriptions, invoices, and disputes. Read and create Stripe objects.

Read and write Obsidian vaults. Search notes, create and edit pages, follow links, and manage your knowledge base.

Manage Cloudflare Workers, KV, R2, D1, and DNS. Deploy edge functions and configure your Cloudflare account programmatically.

Read and write Notion pages, databases, and blocks. Search workspace content, create pages, and update properties.

Interact with Supabase projects — query databases, manage tables, storage, edge functions, and authentication.

Manage Docker containers, images, volumes, and networks. Build images, run containers, and inspect logs.

Manage Vercel deployments, projects, domains, and environment variables. Trigger deploys and check build logs.

Vector similarity search via Qdrant. Store and retrieve embeddings for semantic search and RAG applications.

Access Linear issues, projects, teams, and cycles. Create and update issues, add comments, and manage your engineering workflow.

Interact with Kubernetes clusters. Get pods, deployments, services, and logs. Apply manifests and manage resources.

Serverless Postgres via Neon. Execute SQL queries, manage branches, inspect schemas, and handle migrations.

Query Datadog metrics, logs, traces, and monitors. Search dashboards and investigate incidents.

Full Redis key-value store access. Get, set, delete, and scan keys. Supports strings, hashes, lists, sets, and sorted sets.

Full-text and vector search via Elasticsearch. Index documents, run queries, and manage indices.

Query and inspect MongoDB databases. Run aggregation pipelines, find documents, and explore collections and schemas.

Create, read, update, and delete Google Calendar events. List calendars, check availability, and manage scheduling.

Send SMS, make calls, and manage Twilio resources. Look up phone numbers and access conversation history.

CRM access for HubSpot. Read and create contacts, companies, deals, and tickets. Query the CRM for sales and marketing data.

Query MySQL and MariaDB databases. Execute SQL, inspect schemas, and analyze table structures.

Read and write Airtable bases, tables, and records. List fields, run filtered queries, and update records.

Convert documents between formats using Pandoc. Markdown to PDF, Word to HTML, and 40+ format combinations.

Read and write Google Sheets. Append rows, update cells, read ranges, and create new spreadsheets.

Send transactional and marketing emails via SendGrid. Manage contacts, lists, and email templates.

MCP server for Blender 3D modeling and animation software, enabling AI-driven control of scenes, objects, and renders.

Query and interact with Neo4j graph databases using natural language and Cypher queries through MCP.

Access and manage Chroma vector database collections for semantic search and AI memory.

Official ClickHouse MCP server for querying and analyzing data in ClickHouse columnar databases.

Interact with DuckDB in-process analytical database for fast local data analysis.

Official Snowflake MCP server for querying and managing Snowflake data warehouses.

Query and analyze Google BigQuery datasets using natural language and SQL through MCP.

Interact with Firebase services including Auth, Firestore, and Storage through MCP.

Query and write time-series data in InfluxDB 3 through the MCP interface.

Interact with Pinecone vector database for semantic search and AI-powered retrieval.

Connect to Weaviate vector knowledge base for semantic search and AI memory management.

Access Milvus and Zilliz Cloud vector databases for AI-native similarity search.

Manage and query CockroachDB distributed SQL databases through MCP.

Access and manage PlanetScale serverless MySQL-compatible database platform.

Manage Prisma Postgres databases and run migrations with AI assistance through MCP.

Interact with Couchbase Cloud and self-managed clusters for document and vector search.

Official Confluent MCP server for interacting with Apache Kafka clusters and Confluent Cloud.

Official dbt (data build tool) MCP server for managing data transformations and models.

Official HashiCorp Terraform MCP server for infrastructure-as-code automation and registry access.

Automate cloud infrastructure using Pulumi IaC with AI assistance through MCP.

Manage LocalStack local AWS cloud environment for testing and development without cloud costs.

Manage Docker and Kubernetes environments through the Portainer container management platform.

Perform Kubernetes cluster operations including resource management, scaling, and deployment via natural language.

Official AWS Labs MCP servers for integrating with various AWS services including S3, Lambda, and more.

Execute Azure CLI commands to manage Microsoft Azure cloud resources through MCP.

Manage Alibaba Cloud resources and operations through the official Alibaba Cloud MCP server.

Cloud browser automation service for reliable, scalable web scraping and testing with Browserbase.

Automate and control your local Chrome browser for web tasks and testing.

Official Microsoft Playwright MCP server for cross-browser automation and testing.

Control web browsers using Selenium WebDriver for automated web testing and interaction.

Fetch YouTube video subtitles and transcripts for summarization and analysis.

Web scraping, crawling, and search API that extracts content in Markdown or JSON format.

Semantic search engine for AI models to find high-quality web content using Exa's neural search.

Search the web using Kagi's privacy-focused search engine with high-quality results.

AI-optimized search engine providing real-time web search results tailored for LLM applications.

Access Perplexity AI's search capabilities for real-time web research with citations.

Search and send WhatsApp messages through the MCP interface.

Interact with the Telegram messaging platform to send messages, manage chats, and access content.

Interact with Discord servers, channels, and messages through MCP.

Send and manage Microsoft Teams messages and channels through MCP.

Interact with Bluesky social network for posting, reading feeds, and managing your account.

Manage LINE Official Account messaging through the LINE Messaging API.

Read and query iMessage database on macOS for message history and conversation analysis.

Integrate with the full Microsoft 365 suite including Outlook, Teams, SharePoint, and OneDrive.

Manage Google Tasks lists and items through the Google Tasks API.

Interact with Discourse forum communities for reading topics, posting replies, and moderation.

Manage Feishu/Lark documents and workspaces through the open platform API.

Access PubMed literature, ClinicalTrials.gov, and MyVariant.info for biomedical research.

Access and analyze Apple Health exported data for health metrics and trends.

Query and analyze Prometheus monitoring system metrics using PromQL through MCP.

Interact with VictoriaMetrics time-series database for fast, cost-effective metrics storage and querying.

Access and query FHIR-compliant healthcare servers for patient data and clinical records.

Connect to 2,500+ APIs with 8,000+ prebuilt tools through Pipedream's integration platform.

Control DaVinci Resolve video editing software through MCP for AI-assisted post-production.

Query 40+ apps including Notion, Airtable, GitHub, and more with SQL through a unified interface.

Generate mathematical animations using the Manim animation library for educational content.

Manage ESP RainMaker IoT devices and nodes for smart home and IoT automation.

Manage Aiven cloud database services including PostgreSQL, Kafka, ClickHouse, and OpenSearch.

Interact with Tinybird real-time data analytics platform for publishing and querying data APIs.

Access Databricks unified analytics platform for big data processing and machine learning.

Manage Kafka Schema Registry schemas and subjects for event-driven architectures.

Perform CRUD operations on Baserow open-source no-code database through MCP.

Access and manage NocoDB open-source Airtable alternative database through MCP.

Query and analyze graph data in Memgraph real-time graph database using Cypher.

Interact with TiDB distributed SQL database for hybrid transactional and analytical workloads.

Query and analyze time-series and real-time data in GreptimeDB through MCP.

Manage and query Apache Druid real-time analytics database for OLAP workloads.

Universal SQLAlchemy-based MCP server supporting PostgreSQL, MySQL, SQLite, MSSQL, and more.

Access and query DICOM medical imaging data for radiology and healthcare AI applications.

Control JupyterCAD collaborative 3D CAD modeling tool with natural language commands.

Create and edit pixel art using Aseprite's scripting API through MCP.

Control ComfyUI image generation workflows for AI art creation through MCP.

Generate images, videos, and music using Fal.ai's serverless AI model platform.

Access The Movie Database (TMDB) API for movie, TV show, and entertainment information.

Perform bulk Spotify operations with confidence-scored matching for playlists and library management.

Interact with the Discogs music marketplace and database API for vinyl records and music data.

Access AniList API for anime and manga information, lists, and community data.

Search and explore the Metropolitan Museum of Art collection through their public API.

Search and explore artwork from the Rijksmuseum Dutch national museum collection.

Search Open Library's vast book database for information on millions of books.

Interact with the Nostr decentralized social protocol for censorship-resistant communication.

Integrate with Mattermost open-source messaging platform for team communication.

Send push notifications to your phone and desktop using the ntfy notification service.

Browse and interact with Product Hunt to discover new tech products and launches.

Access and control iTerm2 terminal on macOS for command execution and output reading.

Execute terminal commands and manage files across your system with AI assistance.

Secure shell command execution with configurable policies for safe AI-driven terminal access.

Search NPM, Cargo, PyPI, and NuGet package registries to find and compare packages.

Access SonarQube code quality metrics, issues, and security vulnerabilities through MCP.

Interact with Jenkins CI/CD pipelines to trigger builds, check status, and manage jobs.

Manage Apache APISIX API gateway routes, plugins, and upstream services through MCP.

Access LeetCode problems, solutions, and contest information for coding practice.

Advanced coding agent with symbolic code operations, project awareness, and refactoring tools.

Execute JavaScript code in isolated Docker sandboxes for safe AI-driven code execution.

Control iOS Simulator with simctl for app testing and development on macOS.

Execute commands on remote Linux and Windows servers via SSH through MCP.

Read VS Code workspace files, run linting, and interact with your IDE through MCP.

AI-driven UI component creation and design assistance for modern web applications.

Interact with any API that has an OpenAPI/Swagger specification through a unified MCP interface.

Generate and validate Mermaid diagrams including flowcharts, sequence diagrams, and ERDs.

AI-powered Gmail email management to achieve and maintain inbox zero.

Integrate with CalDAV protocol-compatible calendar servers for event management.

Manage Cal.com scheduling platform for appointment booking and calendar management.

Manage Apple Reminders on macOS for task and reminder management through MCP.

Run and manage Apple Shortcuts automations on macOS and iOS through MCP.

Send multi-channel notifications via SMS, email, push, Slack, and more through Courier.

Send SMS, RCS, WhatsApp, and Viber messages through Infobip's communications platform.

Send and manage WhatsApp Business Platform messages through YCloud's API.

Bioinformatics toolkit for genomics queries against databases like Ensembl, UniProt, and NCBI.

Orchestrate and manage Kestra workflow automation platform through MCP.

Manage OpenStack private cloud infrastructure including compute, storage, and networking.

Perform file operations on Azure Data Lake Storage Gen2 for big data workloads.

Query and analyze log and telemetry data in Azure Data Explorer using KQL.

Search Twitter and access timelines using Twikit for social media monitoring and research.

Autonomous web application debugging and evaluation agent using browser automation.

Spawn isolated containerized environments for coding agents with Dagger.

Create and manage email inboxes programmatically for AI agents that need email capabilities.

Monitor and control 3D printers remotely through OctoEverywhere cloud platform.

Control Autodesk Maya 3D modeling and animation software with AI through MCP.

Add, analyze, search, and generate video edits using AI-powered video processing tools.

Control NVIDIA Isaac Sim robotics simulation platform with natural language commands.

Control REAPER digital audio workstation for music production and audio editing through MCP.

Manage Aiven managed cloud database services including PostgreSQL, Kafka, and OpenSearch.