Top MCP Servers

Provides Model Context Protocol tools for performing AWS S3 and DynamoDB operations, with automatic logging and audit access via the `audit://aws-operations` endpoint.

Provides a set of AI‑friendly tools for creating, reading, updating and deleting Backlog resources such as projects, issues, wiki pages, Git repositories and notifications, with optional response optimization and token limiting.

Provides hot‑reloadable prompt templates with chainable steps, quality gates, and structured reasoning frameworks for Claude and compatible MCP clients.

Enables AI LLMs to execute trades on the MetaTrader 5 platform through the Model Context Protocol.

Provides LLMs with the ability to inspect BigQuery schemas and execute SQL queries via the Model Context Protocol.

A comprehensive setup for Claude Code, Claude Desktop, and OpenAI Codex that provides ready‑to‑use commands, agents, hooks, and pre‑configured MCP servers to streamline daily development workflows.

Access authoritative Svelte 5 and SvelteKit definitions through a single, type‑safe tool that returns syntax, quick, or full documentation formats.

Provides AI assistants with natural‑language access to Linear, allowing retrieval, creation, and updating of issues, projects, and teams.

Enables MCP‑compatible AI assistants to discover, register, communicate with, and manage tasks on Agent‑to‑Agent (A2A) agents through a unified server interface.

Centralizes ESP‑IDF commands and enables LLM‑driven interaction to streamline ESP32 project setup, building, flashing and issue fixing.

Provides real-time GUI dialogs for AI assistants to gather user input, present choices, confirmations, and feedback, enabling seamless human‑in‑the‑loop interactions.

Generate speech audio from text via ElevenLabs API and manage voice generation tasks through a Model Context Protocol server with a companion SvelteKit web client.

Provides seamless integration with Notion, enabling language models to search, read, create, and update pages and databases through standardized tools.

Provides AI-powered project management capabilities via a Model Context Protocol server, allowing assistants to create, list, update, and delete tasks and documents in Dart without directly handling the underlying API.

Provides an LLM‑powered autonomous coding assistant with command‑line, graphical, and MCP server interfaces for real‑time code analysis, modification, and project exploration.

Provides a Model Context Protocol server that wraps Apache Airflow's REST API, enabling MCP clients to manage DAGs, runs, tasks, variables, connections, and more through standardized endpoints.

Provides a bridge between the Model Context Protocol and Xero's API, enabling standardized access to Xero accounting and business features.

Facilitates communication between Roblox Studio and AI assistants via a Model Context Protocol server, enabling tool execution such as model insertion and code running directly from prompts.

Enables Claude AI to control Jupyter Notebook 6.x through a WebSocket bridge, providing two‑way communication for cell manipulation, notebook management, and output retrieval.

Enables natural language interaction with Salesforce data and metadata through Claude, allowing queries, modifications, and management of objects and records.

Provides tools to retrieve and query OpenTelemetry trace and metric data from Pydantic Logfire, allowing LLMs to analyze distributed traces and run arbitrary SQL queries against telemetry records.

Provides a Model Context Protocol server that enables LLMs like Claude to manage Ghost CMS content and settings via secure admin API calls.

Connects AI agents and assistants to Postman APIs, enabling natural‑language access to workspaces, collections, environments, and API specifications.

Provides intelligent semantic code search for AI assistants by indexing codebases with local AI model embeddings and exposing searchable context through the Model Context Protocol.

Enables AI assistants to securely interact with Odoo ERP systems, offering standardized resources for searching, creating, updating, and deleting business records.

Bridge between AI assistants and StarRocks databases, enabling direct SQL execution, schema exploration, data visualization and detailed overviews without complex client‑side setup.

Enables AI assistants to retrieve, create, and manage HubSpot CRM data with built‑in FAISS vector storage and caching to improve response times and overcome API limits.

A searchable collection of over 262 expert Claude configurations, MCP servers, agents, commands, hooks, and rules to boost Claude AI performance for specific tasks.

Seamlessly manage emails through natural language conversations with Claude, supporting secure search, reading, and sending.

Provides repository management, build tracking, runtime monitoring, security scanning, and package catalog capabilities for the JFrog Platform via Model Context Protocol.

Provides AI agents instant access to Apple developer documentation through semantic, keyword, and hybrid retrieval‑augmented generation (RAG) techniques.

Provides access to Shopify store data via GraphQL through an MCP server, enabling product, customer, and order management directly from compatible MCP hosts.