AI & ML

A protocol implementation that extends AI capabilities through a WebSocket interface, enabling mathematical calculations, email operations, knowledge search, and remote device control.

A Model Control Protocol server that enables AI assistants to control a browser through tools for web automation tasks like navigation, typing, clicking, and taking screenshots.

A production-ready MCP server ecosystem providing Claude AI with 150+ specialized tools across enhanced memory, data analytics, security, design, and infrastructure domains with PostgreSQL, Redis, Qdrant, and Docker orchestration.

A universal, production-ready MCP server that provides AI assistants like Claude with direct access to Confluence Cloud functionality for creating, reading, updating, and managing content through multiple transport protocols.

An Apify Actor implementing the Model Context Protocol for Perplexity API, enabling AI assistants to search and access information through a standardized interface.

Provides search capabilities for Cloudflare AutoRAG instances, enabling AI assistants like Claude to directly search and query knowledge bases using three distinct search methods: basic search, rewrite search, and AI search.

A Model Context Protocol server that provides access to messages from an external API endpoint using Bearer token authentication for integration with Claude Desktop.

A Model Context Protocol server that enables users to query, retrieve details, and manage reviews/ratings for NetMind AI servers through simple endpoints.

This MCP server enables interaction with the Giphy API through natural language, allowing users to search, retrieve, and manage GIFs through the Multi-Agent Conversation Protocol.

This is an auto-generated Multi-Agent Conversation Protocol server that enables interaction with the Giphy API, allowing users to access and use Giphy's GIF services through natural language commands.

An MCP-compatible server that enables LLM agents to interact with Aucterra's document understanding APIs, providing structured access to document classification and field extraction services.

An auto-generated Multi-Agent Conversation Protocol (MCP) Server that enables interaction with Giphy's API through natural language, allowing users to search, retrieve, and work with GIF content programmatically.

A database query service that enables users to search and retrieve data from PostgreSQL tables for Cheery Exeedcars FAQs and system menus through multiple connection methods (STDIO, HTTP, SSE).

Enables AI assistants to search for documentation of packages and services, providing implementation details, examples, and specifications through a specialized API.

Remote MCP server that can be deployed on Cloudflare Workers without authentication, allowing users to access Starbucks-related tools through Claude and the Cloudflare AI Playground.

A Smithery MCP server that allows users to search for upcoming academic conferences and events from WikiCFP based on keywords, returning detailed event information including names, descriptions, dates, locations, and submission deadlines.

An MCP-compatible server that integrates with Gmail API to fetch and summarize emails based on custom queries or recent activity.

A Python-based Model Context Protocol server with Streamlit chat interface that allows users to manage a PostgreSQL database through both web UI and MCP tools, powered by Ollama for local LLM integration.

A Model Context Protocol server that enables AI assistants and applications to interact with decentralized exchanges (DEXs), allowing users to get quotes for token swaps and execute swap transactions.

A custom MCP protocol service that enhances AI models by providing multilingual translation capabilities and resource management, allowing for automatic text extraction and translation through external APIs.

A Model Context Protocol (MCP) server that enables interaction with Waroom API to retrieve incident information and postmortem details through a standardized protocol.

A modern Model Control Plane (MCP) project that provides a lightweight, extensible foundation for building and deploying intelligent systems that manage and expose AI/LLM capabilities through Python, FastAPI, and Docker.

A server that integrates Confluence with Claude Desktop and other AI assistants, enabling natural language interactions with your Confluence documentation.

Node.js server implementing Model Context Protocol for git operations, enabling AI assistants to manage git repositories through natural language commands.

Gmail MCP Server by CData

A server that wraps Cisco Catalyst Center APIs into tools accessible via the Model Context Protocol, allowing AI agents to discover and execute network management operations.

MCP protocol server for managing multi-project Markdown documents, supporting project isolation and LLM tool integration.

Model Context Protocol server that enables API test automation across various AI hosts (Claude, OpenAI, custom) using Postman Collections.

A Model Context Protocol server that enables LLMs to retrieve web content and save it to local files for permanent storage and later access.

A TypeScript-based MCP server that implements a simple notes system, allowing users to create, access, and generate summaries of notes via Claude Desktop integration.