Model Context Protocol servers let AI agents reach beyond the codebase. They connect your agent to external APIs, databases, search engines, and services through a standardized protocol, so the agent can actually take action, not just write code.
1088 servers
Every multi-step tool workflow burns an LLM round-trip per step. The agent calls tool A, waits, sends the full context back to the model, gets a decision to call tool B, calls it, sends everything back again. Each round-trip re-transmits 2K–10K tokens on what is essentially plumbing. For a session with 20 two-step workflows, that's 20 wasted model calls, ~100K wasted tokens, and 20–40 seconds of a
Your AI Assistant in Memory Forensics Volatility MCP seamlessly integrates Volatility 3's powerful memory analysis with FastAPI and the Model Context Protocol (MCP). Experience memory forensics without barriers as plugins like pslist and netscan become accessible through clean REST APIs, connecting memory artifacts directly to AI assistants and web applications Volatility 3 Integration: Leverages
A Cli, a webUI, and a MCP server for the Z-Image-Turbo text-to-image generation model (Tongyi-MAI/Z-Image-Turbo and its variants). This tool is designed to run efficiently on local machines for Windows/Mac/Linux users. It features specific optimizations for NVIDIA (CUDA), AMD on Linux (ROCm), Intel (XPU), and Apple Silicon (MPS), falling back to CPU if no compatible GPU is detected. Hybrid Interfa
This MCP server allows you to access OpenAI's ChatGPT API directly from Claude Desktop. 📝 Read about why I built this project: I Built an AI That Talks to Other AIs: Demystifying the MCP Hype - Call the ChatGPT API with customisable parameters - Aks Claude and ChatGPT to talk to each other in a long running discussion! - Configure model versions, temperature, and other parameters - Use web search
An MCP (Model Context Protocol) server that enables AI platforms to interact with YepCode's infrastructure. Run LLM generated scripts and turn your YepCode processes into powerful tools that AI assistants can use directly. - Seamless AI Integration: Convert YepCode processes into AI-ready tools with zero configuration - Real-time Process Control: Enable direct interaction between AI systems and yo
mem0-mcp-server wraps the official Mem0 Memory API as a Model Context Protocol (MCP) server so any MCP-compatible client (Claude Desktop, Cursor, custom agents) can add, search, update, and delete long-term memories. The server exposes the following tools to your LLM: All responses are JSON strings returned directly from the Mem0 API. There are three ways to use the Mem0 MCP Server: 1. Python Pack
A remote MCP server that lets Claude plan, edit, and save your trips to Triplyfy. A simple trip‑planning app to create and share itineraries. View is public by link, editing requires Google sign‑in. Drag‑and‑drop places and notes across days, see everything on a map, and add flights. Open Claude Desktop → Settings → Developer → MCP Servers → Add server - Name: Triplyfy - MCP SSE endpoint: https://
Persistent project intelligence that converts conversation into structured decisions, constraints, and artifacts. A builder talks. The product thinks. The system evolves. Every conversational turn flows through a pipeline: 1. Classify — Is this a decision, constraint, rejection, exploration, goal, correction, or noise? 2. Extract — Pull structured data: statement, rationale, category, certainty, a
A Model Context Protocol (MCP) server that provides search and crawl functionality using Search1API. - Node.js >= 18.0.0 - A valid Search1API API key (See Setup Guide below on how to obtain and configure) 1. Clone the repository: 2. Configure API Key: Before building, you need to provide your Search1API key. See the Setup Guide section below for different methods (e.g., using a .env file or enviro
A Model Context Protocol server for Zotero integration that allows Claude to interact with your Zotero library. 1. Get your Zotero credentials: The response will look like: The userID value is what you need. 2. Set environment variables: 3. Verify your credentials: You should see your collections list in the response. 4. Install and run: To use this server with Claude Desktop, add the following to
This server is a server that installs other MCP servers for you. Install it, and you can ask Claude to install MCP servers hosted in npm or PyPi for you. Requires npx and uv to be installed for node and Python servers respectively. Put this into your claudedesktopconfig.json (either at ~/Library/Application Support/Claude on macOS or C:\Users\NAME\AppData\Roaming\Claude on Windows):
Public MCP server for RiverScript, an AI transcription platform. RiverScript lets you transcribe everything you can hear on your computer. Literally. Record and transcribe system audio on Windows and macOS from virtually any app — meetings, calls, lectures, webinars, videos, live streams, podcasts, and other media — without bots or platform-specific integrations. RiverScript also transcribes audio
A Python bridge for interacting with the macOS Messages app using MCP (Multiple Context Protocol). Click the button above to automatically add Mac Messages MCP to Cursor See the Integration section below for setup instructions. - Universal Message Sending: Automatically sends via iMessage or SMS/RCS based on recipient availability - Smart Fallback: Seamless fallback to SMS when iMessage is unavail
Read and write to a Pinecone index. The server implements the ability to read and write to a Pinecone index. - semantic-search: Search for records in the Pinecone index. - read-document: Read a document from the Pinecone index. - list-documents: List all documents in the Pinecone index. - pinecone-stats: Get stats about the Pinecone index, including the number of records, dimensions, and namespace
This MCP server provides functionality to fetch web content in various formats, including HTML, JSON, plain text, and Markdown. Available on NPM - fetchhtml - Fetch a website and return the content as HTML - url (string, required): URL of the website to fetch - headers (object, optional): Custom headers to include in the request - maxlength (number, optional): Maximum length to fetch (default 5000
openings-mcp One MCP server to search job boards and company career sites. openings-mcp searches job listings across job boards and company career sites from any MCP client: Claude Code, Codex, Gemini CLI, and others. - Job boards: 104, Cake, Jobindex (Denmark), マイナビ転職 (Japan), Flowxtra (board-wide across every company on the Flowxtra ATS), LinkedIn, and Indeed (public search). - Company career si
Allow Claude to create flashcards for you with the official Model Context Protocol (MCP) for Rember. Rember helps you study and remember anything you care about by scheduling spaced repetition reviews. Features and examples: - Create flashcards from your chats "... I like your answer, help me remember it" - Create flashcards from your PDFs "Create flashcards from chapter 2 of this PDF" To run the
MCP Server for the Notion API, enabling LLM to interact with Notion workspaces. Additionally, it employs Markdown conversion to reduce context size when communicating with LLMs, optimizing token usage and making interactions more efficient. Here is a detailed explanation of the steps mentioned above in the following articles: - English Version: https://dev.to/suekou/operating-notion-via-claude-des
A powerful and efficient Blockchain address risk scoring API MCP Server, leveraging the BICScan API to provide comprehensive risk assessments and asset information for blockchain addresses, domains, and decentralized applications (dApps). - Risk Scoring: Obtain risk scores for various blockchain entities, including crypto addresses, domain names, and decentralized application URLs, with scores ran
An integration that allows Claude Desktop to interact with Hacker News using the Model Context Protocol (MCP). - Browse latest stories from Hacker News - View top and best-rated stories - Get story details - Read comments for stories - Clean formatting of Hacker News content for better readability - Node.js 16 or higher - Claude Desktop - Internet connection to access Hacker News API 1. Clone or d
Coinmarket MCP Server The server implements a few of the Coinmarket API endpoints - Custom coinmarket:// URI scheme for accessing individual notes - Each note resource has a name, description and text/plain mimetype The server implements two tools: - get-currency-listings: Get the latest currency listings - get-quotes: Get quotes for tokens - Takes "slug" (example: bitcoin) or "symbol" (example: B
Finally, MCP servers & commands that just work on Windows. Every MCP server README assumes macOS or Linux. You copy the config, paste it in, and nothing happens — because npx, uvx, and friends are .cmd batch shims on Windows, not real executables. mcp2win fixes this by wrapping commands with cmd.exe /c so your MCP servers actually start. Works with Claude Code/Desktop, VS Code, Cursor, Zed, Amazon
MCP Official Registry A Model Context Protocol (MCP) server implementation that provides Elasticsearch and OpenSearch interaction. This server enables searching documents, analyzing indices, and managing cluster through a set of tools. - generalapirequest: Perform a general HTTP API request. Use this tool for any Elasticsearch/OpenSearch API that does not have a dedicated tool. - listindices: List
\A MCP server with playwright tools\ The server implements a simple note storage system with: - Custom note:// URI scheme for accessing individual notes - Each note resource has a name, description and text/plain mimetype The server provides a single prompt: - summarize-notes: Creates summaries of all stored notes - Optional "style" argument to control detail level (brief/detailed) - Generates pro