Provides comprehensive filesystem operations including reading, writing, moving files, directory management, and advanced file editing with pattern matching and formatting capabilities.

Provides up-to-date library documentation and code examples directly in LLM prompts, ensuring accurate and current programming assistance.

A browser monitoring and interaction toolkit that enables AI tools to capture screenshots, analyze console logs, track network activity, perform audits, and interact with DOM elements via Chrome extension.

A structured problem-solving tool that enables step-by-step analysis, thought revision, and branching logic for complex reasoning tasks.

Provides Git repository interaction and automation tools for reading, searching, and manipulating Git repositories through commands like status, diff, commit, branch management, and more.

Browser automation server that enables LLMs to interact with web pages, take screenshots, and execute JavaScript in a real browser environment using Playwright.

Provides functionality to fetch web content in various formats, including HTML, JSON, plain text, and Markdown, with support for custom headers and content transformation.

Provides comprehensive GitHub API integration for repository management, issues, pull requests, and code operations with authentication and enterprise support.

Provides AI assistants with access to Figma design data, enabling accurate code generation from design files by fetching and simplifying Figma API responses for optimal context.

Provides browser automation capabilities using Puppeteer, enabling web page interaction, screenshots, and JavaScript execution in a real browser environment.

Integrates Brave Search API to provide comprehensive web and local search capabilities with smart filtering, pagination, and automatic fallbacks.

AI-driven browser automation server enabling natural language control of web browsers with features like page navigation, form filling, visual understanding, and session persistence.

Advanced web scraping and crawling server with JavaScript rendering, batch processing, smart content filtering, and structured data extraction capabilities.

Provides time and timezone conversion capabilities using IANA timezone names, with automatic system timezone detection and support for current time queries.

Leverages Perplexity's Sonar Pro API to provide comprehensive research capabilities, including documentation search, API discovery, and code deprecation analysis with chain-of-thought reasoning.

Access and search AWS documentation, fetch pages in markdown format, and get content recommendations for AWS documentation pages.

A persistent memory system using a local knowledge graph that enables AI assistants to remember information about users across conversations through entities, relations, and observations.

Create modern UI components instantly through natural language descriptions, with IDE integrations and access to a vast library of pre-built, customizable components.

Enables AI assistants to control Blender for 3D modeling, scene creation, and asset management through socket-based communication, with support for Poly Haven assets and Hyper3D Rodin models.

Integrates with Atlassian Cloud products (Confluence and Jira) to enable searching, accessing, and managing pages, spaces, issues, and projects via their respective APIs.

Enables AI assistants to interact with Supabase projects, providing tools for database management, project configuration, migrations, and TypeScript type generation.

Provides database interaction and business intelligence capabilities through SQLite, enabling SQL queries, data analysis, and automated business insight generation.

Provides read-only access to PostgreSQL databases, allowing LLMs to inspect database schemas and execute read-only queries within protected transactions.

Enables direct interaction with Supabase PostgreSQL databases, providing database management tools including schema exploration, SQL query validation, and secure read-only access.

Retrieves and analyzes error reports, stacktraces, and debugging information from Sentry.io, enabling AI assistants to inspect and understand application issues.

Enables real-time web search and data extraction capabilities through Tavily's API, providing AI assistants with filtered search results and intelligent content extraction from web pages.

Converts various file types and web content (PDFs, images, audio, Office documents, web pages) into standardized Markdown format for easy reading and sharing.

Enables reading and searching of Markdown notes directories (like Obsidian vaults), allowing AI assistants to access and query local knowledge bases.

Enables comprehensive GitLab project management including file operations, issue tracking, merge requests, and repository management through the GitLab API.

Enables AI assistants to interact with Notion workspaces through the official API, supporting page creation, comments, content retrieval, and search functionality.

Enables searching, listing, and reading files from Google Drive, with automatic export of Google Workspace files to common formats like Markdown, CSV, and PNG.

Interactive tool for breaking down software projects into manageable tasks, tracking implementation progress, and maintaining detailed development plans with complexity scoring and code examples.

Manages and coordinates MCP servers, providing automated installation, configuration management, and orchestration of AWS Labs servers with centralized logging and environment control.

A comprehensive server that provides access to 40+ Azure services, enabling AI agents to interact with Azure resources through natural language commands for cloud management, deployment, and monitoring.

Provides guidance on AWS CDK best practices, infrastructure patterns, and security compliance through CDK Nag integration and AWS Solutions Constructs.

Open-source search and retrieval database for AI applications.

Enables comprehensive web research with Google search integration, webpage content extraction, session tracking, and screenshot capabilities for real-time information gathering.

Enables seamless integration with Ollama's local LLM capabilities, providing model management, chat completion, and custom model creation with OpenAI-compatible API.

Creates professional AWS architecture diagrams, sequence diagrams, flow charts, and class diagrams using Python code and the Diagrams package DSL.

Provides real-time access to comprehensive AWS documentation, including API references, best practices, regional availability information, and architectural guidance for cloud development.

Provides Google search capabilities through Serper API, delivering rich search results including knowledge graphs, organic results, related questions, and customizable search parameters.

Provides comprehensive access to Google Maps services including geocoding, place search, directions, distance calculations, and elevation data through the Google Maps API.

Provides access to Redis key-value stores, enabling operations like setting, getting, deleting, and listing keys with optional expiration time support.

Universal memory system that makes personal context and memories available across different LLMs, enabling seamless memory transfer without logins or paywalls.

A simple testing utility that echoes back any message it receives, useful for validating MCP functionality and connections.

Enables bidirectional communication between Unity and LLMs, allowing programmatic control of Unity Editor features including asset management, scene control, and editor automation.

Enables AI assistants to interact with Slack workspaces, providing tools for messaging, channel management, reactions, user profiles, and thread management.

Provides AI-powered web automation capabilities using a real browser environment, enabling interaction with web pages, action performance, data extraction, and action observation.

Advanced web automation server providing tools for web scraping, structured data extraction, and browser automation with support for multiple AI agents including OpenAI's CUA and Claude's Computer Use.

Enables AI assistants to read, create, and manage Google Calendar events, including processing events from screenshots and coordinating schedules across multiple calendars.

A queue-based task management system that enables planning, execution, and tracking of tasks with support for task lists, execution plans, and completion feedback.

Autonomous web testing and debugging agent that executes and validates web applications directly in your code editor, with network traffic monitoring and console error detection.

Enables searching personal WhatsApp messages, managing contacts, and sending messages to individuals or groups through WhatsApp Web's multidevice API with local message storage.

Provides timing control with configurable delays between operations, useful for rate limiting, API call spacing, and testing eventually consistent systems.

Comprehensive suite of macOS native tools enabling AI assistants to interact with Messages, Notes, Contacts, Email, Reminders, Calendar, Maps, and web search functionality.

Cloud browser automation server enabling LLMs to interact with web pages, take screenshots, extract data, and execute JavaScript using Browserbase and Puppeteer.

Provides direct access to iTerm terminal sessions, enabling command execution, REPL interaction, and terminal output inspection with efficient token usage and control character support.

Analyzes AWS costs and usage data through the Cost Explorer API, providing natural language querying of spending patterns, cost breakdowns, and usage trends across services and regions.

Streamlines Cline issue reporting with automatic system information collection, preview functionality, and direct submission via GitHub CLI integration.

Downloads and extracts YouTube video subtitles using yt-dlp, enabling AI assistants to analyze and summarize video content through subtitle text.

Provides browser automation capabilities using Playwright, enabling interaction with web pages through structured accessibility snapshots without requiring screenshots or visual models.

Enables natural language querying of Amazon Bedrock Knowledge Bases with features for discovery, filtering, and result reranking.

Byterover Cipher is an opensource memory layer specifically designed for coding agents. Compatible with Cursor, Windsurf, Claude Code, Cline, Claude Desktop, Gemini CLI, AWS's Kiro, VS Code, Roo Code, Trae, Amp Code and Warp through MCP.

Generate, edit, and create variations of images using OpenAI's DALL-E 2 and DALL-E 3 APIs, with support for customizable parameters and local image saving.

Manages Cloudflare resources including Workers, KV stores, R2 storage, D1 databases, and analytics through natural language interactions.

A universal memory and semantic search system for AI coding assistants that provides persistent context, decision tracking, and codebase understanding across different AI tools and sessions.

Enables AI assistants to perform real-time web searches using Exa's AI Search API, providing structured results with titles, URLs, and content snippets.

Connects to and manages Kubernetes clusters, enabling pod, service, and deployment operations through kubectl integration.

Provides access to WolframAlpha's LLM API for answering complex mathematical, scientific, and general knowledge questions with structured responses.

Enables AI agents to interact with Stripe APIs, supporting operations like customer management, payment processing, product creation, and invoice handling through function calling.

Enables parsing codebases and executing codemods through standardized model inference, supporting various LLM providers via integration with the Codegen SDK.

A semantic memory layer enabling storage and retrieval of vector-based memories using the Qdrant vector search engine, with support for both cloud and local deployments.

Creates various types of charts and visualizations using AntV, supporting 15+ chart types including line, bar, pie, radar, network graphs, and more with customizable deployment options.

Enables natural language interactions with Neo4j graph databases, supporting Cypher query generation and knowledge graph memory management for LLMs.

Create a personalized knowledge base from tools like Linear, GitHub, Jira, and Discord, and empower AI Agents to retrieve associated content with built-in reranking for enhanced relevance.

Provides Terraform best practices, security compliance scanning with Checkov, and AWS infrastructure management tools with focus on security and AWS Well-Architected guidance.

Sends emails directly through Resend's API, enabling AI assistants to compose and send emails without manual copying and pasting.

Enables database operations on PostgreSQL through PostgREST, supporting SQL-to-REST conversion and direct API requests for querying and modifying data.

Facilitates project management with the Linear API, enabling issue tracking, project organization, and team management through comprehensive tools for creating, updating, and managing work items.

Enables AI assistants to interact with ElevenLabs' Text-to-Speech and audio processing APIs, supporting voice cloning, speech generation, transcription, and audio manipulation.

A server for managing Proxmox hypervisors, providing tools to control nodes, VMs, containers, storage, and execute console commands in virtual machines.

Analyzes AWS service costs and generates cost reports with natural language querying capabilities and visualization tools for cost optimization.

Adds secure code execution capabilities to Claude Desktop using E2B Sandbox, supporting both JavaScript and Python environments.

Automatically analyzes repository structure and generates comprehensive documentation for code projects using repomix, supporting multiple document types and project analysis.

Enables interaction with Spotify's music catalog, including search, artist information, playlist management, and audiobook access through the Spotify Web API.

Enables analysis of AWS CloudWatch logs through log group discovery and Log Insights queries, supporting anomaly detection and pattern analysis across accounts.

Integrates with Shopify's GraphQL Admin API to manage store data, including products, customers, orders, collections, discounts, and webhooks.

Platform-agnostic mobile automation server for iOS and Android that enables AI assistants to interact with mobile apps through accessibility snapshots and coordinate-based interactions on simulators and physical devices.

Enables natural language interaction with Neon PostgreSQL databases, supporting project management, schema migrations, SQL queries, and database operations through the Neon API.

Provides read and write access to Airtable databases, enabling schema inspection, record management, and table operations through comprehensive API integration.

Provides comprehensive Discord server management capabilities including message handling, channel management, role administration, and webhook integration.

Provides comprehensive documentation and tools for modern React application development with AWS integrations, including setup guides, authentication, routing, and troubleshooting.

Generates AI images using Amazon Nova Canvas, supporting text prompts and color palettes with customizable dimensions, quality options, and multi-image generation.

Proxies requests between AI assistants and JetBrains IDEs, enabling direct interaction with the IDE's built-in webserver for development tasks.

Enables blockchain interactions with Base and Coinbase APIs, providing tools for wallet management, fund transfers, smart contract deployment, and testnet operations.

A TypeScript-based code execution library that enables AI agents to execute complex tool workflows through code instead of individual tool calls, offering improved efficiency and performance.

Provides tools for interacting with the Solana blockchain, enabling operations like token management, NFT minting, trading, and wallet interactions through a standardized interface.

Users will leave if your app keeps breaking - Magnitude enables effortless end-to-end testing with visual AI agents that find bugs by navigating your app like real users.

Provides powerful media generation capabilities including text-to-speech, voice cloning, video generation, and image creation through MiniMax's API suite.

Enables AI tools to interact with PlanetScale databases, providing capabilities for managing organizations, databases, branches, and executing SQL queries with proper authentication.

Enables natural language to SQL query conversion and execution for Aurora MySQL databases through AWS RDS Data API, with configurable read-only mode and secure credential management.

Creates a proxy server that converts any OpenAPI v3.1 compliant API into Claude-compatible tools, enabling natural language interaction with APIs including file upload support.

Enables ISVs to search enterprise customer data through Amazon Q Business's SearchRelevantContent API with secure authentication and cross-account capabilities.

Controls Ableton Live through socket-based communication, enabling AI-assisted music production with features like track creation, MIDI manipulation, instrument selection, and session control.

Enables semantic search and exploration of Git repositories using FAISS and Amazon Bedrock, allowing natural language querying of code without local cloning.

Provides AI-powered tools for building, deploying, and managing serverless applications on AWS, including SAM deployment, web application hosting, observability, and serverless architecture guidance.

Enables AI agents to interact with Webflow's APIs for managing sites, pages, and CMS content through features like publishing, content updates, and collection management.

Allows AI assistants to manage Auth0 resources through natural language, including applications, resource servers, actions, forms, and logs management via the Auth0 Management API.

Enables natural language management of AWS resources through Cloud Control API and IaC Generator, supporting creation, modification, and templating of over 1,100 AWS services.

Enables AI assistants to interact with Apify's web scraping and automation actors, providing access to tools for data extraction, web searching, social media analysis, and more.

A server for securely connecting AI assistants to databases with features like connection pooling, authentication, and observability support.

Scans code for security vulnerabilities using Semgrep's semantic analysis engine, supporting multiple languages and over 5,000 security rules.

Enables bi-directional integration with Model Context Protocol, allowing applications to both consume MCP tools/prompts as a client and expose Genkit tools/prompts as an MCP server.

Manages Amazon EKS clusters and Kubernetes resources through natural language interactions, providing tools for cluster creation, application deployment, resource management, monitoring, and troubleshooting.

Analyzes API failures by examining OpenAPI specifications and HTTP logs, providing root cause analysis and generating reproducible test commands for quick issue resolution.

Enables interaction with Azure DevOps services through MCP, providing tools for managing projects, work items, repositories, wikis, pipelines, and test plans.

Scans code, dependencies, and infrastructure configurations for security vulnerabilities and license issues, providing real-time security feedback during development

Board-agnostic embedded development server supporting 1000+ development boards across 30+ platforms, enabling firmware building, uploading, and library management through PlatformIO's ecosystem.

Enables integration with PayPal APIs for creating invoices, managing orders, and handling transactions through multiple agent frameworks and function calling.

Enables AI assistants to interact with Asana workspaces, providing comprehensive task and project management capabilities including creation, search, updates, and status tracking.

Converts Figma designs and screenshots into production-ready React, Svelte, or Vue components with built-in accessibility features and semantic HTML.

Control Unreal Engine through natural language, enabling AI assistants to manage actors, develop blueprints, manipulate node graphs, and control the editor interface.

Comprehensive suite of tools for managing AWS DynamoDB resources, including table operations, item management, querying, backups, TTL settings, and resource policies.

Integrates Kagi's advanced search API to provide AI assistants with up-to-date web search capabilities and accurate information retrieval.

Provides email marketing and contact management capabilities through SendGrid's Marketing API, enabling dynamic templates, contact list management, and bulk email sending.

Enables AI assistants to interact with Workflowy lists, providing tools for searching, creating, updating, and managing nodes with completion status tracking.

Manages Alibaba Cloud resources including ECS, VPC, RDS, OSS and CloudMonitor, providing comprehensive cloud infrastructure management through API and OOS automation.

Enables analysis of documents, images, videos, and audio files using Amazon Bedrock Data Automation projects, with support for project management and S3 integration.

Creates MCP tools and resources dynamically from OpenAPI specifications, enabling LLMs to interact with APIs through intelligent route mapping and optimized prompts.

Advanced image generation server integrating EverArt's AI models for creating vector and raster images, supporting multiple formats and styles with flexible storage options.

Enables database operations with MotherDuck and local DuckDB, providing tools for connection initialization, schema reading, and query execution.

Official Svelte MCP server providing embeddings support and integration capabilities for Svelte applications, with features for development inspection and database management.

Enables web search capabilities within MCP-compatible LLM clients using the Parallel Search API, designed for everyday search tasks and queries.

Integrates with PostHog analytics platform for managing feature flags, tracking errors, and analyzing user behavior through natural language interactions.

Enables querying and monitoring with AWS Managed Prometheus, supporting PromQL queries, metric listing, and server information retrieval with AWS SigV4 authentication.

Advanced web scraping tool using Oxylabs Web Scraper API, supporting JavaScript rendering, HTML parsing, and content transformation with flexible parsing options.

Enables natural language interactions with Aurora Postgres databases through AWS RDS Data API, supporting SQL query generation and execution with configurable read/write permissions.

Enables RAG capabilities by integrating with Amazon Kendra indices, allowing AI assistants to query and retrieve context from enterprise documents and knowledge bases.

Enables initiating deep research and task groups through Parallel's APIs, allowing for quick experiments and exploration of capabilities directly from LLM clients.

Enables retrieval of information from Pinecone Assistant with configurable result limits and API integration.

Generate high-quality videos from text descriptions using PixVerse's video generation models, supporting customizable parameters like quality, duration, and aspect ratio.

Manage and monitor Render cloud resources including web services, databases, static sites, and cron jobs. Provides tools for deployment management, log analysis, and performance metrics.

Enables programmatic management of AWS support cases, including creation, communication, and resolution, with automatic determination of issue types and severity levels.

Connect to your Substack/Medium blogs, allowing Cline to become an expert writer tailored to your writing style.

A server for rolling dice using standard dice notation, providing individual rolls, sums, and modifiers with timestamp tracking.

Manages AWS ElastiCache resources including serverless caches, replication groups, and cache clusters with comprehensive monitoring and cost analysis capabilities.

Enables secure management of Amazon SNS topics and SQS queues, with resource tagging, access controls, and messaging capabilities for AWS messaging services.

Provides a secure code interpreter for executing LLM-generated code, with features for creating, saving, managing, and executing code tools in an isolated environment.

Enables AI assistants to interact with AWS DocumentDB databases, providing tools for querying, managing collections, and analyzing schemas with optional read-only security mode.

Mobile automation server for testing iOS and Android applications, featuring intelligent locator generation, cross-platform support, and automated test creation through natural language interactions.

Analyzes repository code health by measuring complexity metrics, test coverage gaps, git churn patterns, and providing multi-dimensional insights into codebase quality.

Official MATLAB integration server enabling AI applications to execute MATLAB code, perform static analysis, run tests, and manage MATLAB sessions with comprehensive toolbox detection.

Enables secure access to AWS Lambda functions as MCP tools, allowing AI models to interact with private resources, AWS services, and networks without direct access credentials.

Enables AI models to execute and manage AWS Step Functions state machines as tools, supporting both Standard and Express workflows with input validation via EventBridge Schema Registry.

Enables interaction with Kubernetes clusters through Metoro's observability platform, providing eBPF-based telemetry and monitoring capabilities via natural language queries.

A JSON document store server providing CRUD operations and field-based sorting queries, powered by Fireproof database for seamless integration with AI systems.

Enables document management and natural language search capabilities through the Needle platform, allowing users to organize, store, and retrieve documents using Claude's language model.

Manages Railway cloud infrastructure through CLI integration, providing tools for project deployment, service management, environment configuration, and monitoring of Railway resources.

Generates, validates, and manages synthetic data with features for business-driven generation, safe pandas code execution, data validation, and integration with storage systems like S3.

Query and analyze data using Axiom Processing Language (APL), enabling AI agents to interact with Axiom datasets through natural language.

Build and push container images through Finch CLI, with support for ECR repositories and automated VM management for macOS and Windows.

Enables integration with watsonx.ai Flows Engine, providing tools for Google Books and Wikipedia searches through a TypeScript-based MCP server implementation.

Manages digital contract workflows including creation, sending, and template management for electronic signatures through the eSignatures platform.

A proxy and library for connecting AI applications to MCP servers on AWS, handling SigV4 authentication and enabling integration with popular AI frameworks like LangChain and LlamaIndex.

Provides location-based services including place search, geocoding, route calculation, and nearby points of interest using Amazon Location Service.

Enables natural language to SQL query conversion and execution against Aurora DSQL databases, with configurable read/write access and connection pooling.

Query Amazon Neptune databases and analytics using openCypher and Gremlin, with support for schema retrieval and status checking.

Enables management of RabbitMQ and ActiveMQ message brokers through Amazon MQ, providing secure broker creation, configuration, and administration capabilities.

Provides comprehensive access to Raygun's error tracking, crash reporting, and real user monitoring features through API integration, enabling management of applications, errors, deployments, and performance metrics.

Retrieves information from AWS Knowledge Base using Bedrock Agent Runtime, supporting RAG-based queries with customizable result counts.

Enables AI systems to interact with Verodat's data management platform, providing capabilities for dataset creation, querying, and AI-powered analysis across workspaces and accounts.

Interact with Bitcoin blockchain through Maestro API platform, enabling exploration of blocks, transactions, addresses, mempool monitoring, and market data across mainnet and testnet networks.

Validates, secures, and estimates cloud costs for Terraform configurations, providing automated analysis and completion of infrastructure-as-code with built-in security checks and cost estimation.

Enables interaction with decentralized exchanges (DEXs) for getting quotes, executing swaps, managing transactions, and accessing token information across multiple blockchain networks.

Interact with Amazon ElastiCache and MemoryDB Valkey datastores, supporting multiple data types like strings, lists, sets, hashes, streams, and JSON documents with advanced features like clustering and SSL/TLS security.

Enables natural language interaction with Amazon Keyspaces and Apache Cassandra databases, supporting schema exploration, query execution, and performance analysis.

Comprehensive management interface for Azure cloud services, providing tools for storage, databases, monitoring, security, and resource management through the Model Context Protocol.

Manages AWS Timestream for InfluxDB resources, enabling database cluster/instance management, parameter configuration, and data operations using InfluxDB APIs.

Enables secure interaction with Amazon ElastiCache Memcached, supporting full protocol operations, SSL/TLS encryption, connection pooling, and optional read-only mode.