AI & ML
Embeddings, Vector DBs, and machine learning tools
15,691 servers in this category
@toolsdk.ai/registry
A robust enterprise-grade registry and gateway for the Model Context Protocol that provides a unified infrastructure to discover, secure, and execute over 4500 MCP tools via a standardized HTTP API.
Packmind
Packmind centralizes engineering playbooks, coding standards, and best practices into a single source of truth that can be synced across multiple AI coding agents like Copilot, Claude, and Cursor.
Find Flights (Duffel)
A travel planning MCP server that integrates with the Duffel API to search for one-way, round-trip, and multi-city flights with real-time fare comparison and flexible date searches.
python-mcp-server-client
A documentation retrieval server that allows AI agents to search and extract content from mainstream developer framework docs like LangChain, LlamaIndex, and AutoGen using Google Serper search.
Claude Context Local
A privacy-focused local semantic code search server that uses EmbeddingGemma and FAISS to provide intelligent code exploration and retrieval without cloud-based API costs.
Summarizer
A content summarization server powered by Google's Gemini 1.5 Pro and 3MinTop that can process web pages, PDFs, EPUBs, and plain text. It helps users quickly understand complex materials through customizable, multi-language summaries.
open-streetmap-mcp
An OpenStreetMap implementation for MCP that provides LLMs with advanced geospatial capabilities including geocoding, routing, and location-based analysis.
mcp-security-hub
A growing collection of MCP servers bringing offensive security tools to AI assistants. Nmap, Ghidra, Nuclei, SQLMap, Hashcat and more.
claude-config-editor
A lightweight web-based management tool for optimizing Claude Code and Desktop configurations by cleaning chat histories and visually managing MCP server settings.
OpenNutrition
A comprehensive MCP server providing local access to a database of 300,000+ food items for nutritional analysis and barcode lookups. It integrates authoritative public sources like the USDA to assist with recipe analysis, dietary planning, and obtaining detailed macronutrient data.
Pinecone Vector DB
A Pinecone vector database integration for semantic search and RAG workflows, supporting automated document chunking, embedding generation, and management directly within MCP clients.
MetaMCP
A tool-aggregation proxy server that centralizes multiple MCP servers into a single endpoint, featuring secure API key management and namespace isolation.
Discord
An MCP server, which connects to Discord through a bot, and provides comprehensive integration with Discord.
tinymcp
A tool that bridges Model Context Protocol with the Golioth management API, allowing LLMs to control embedded devices via RPCs and LightDB State.
web3-research-mcp
A specialized deep research tool for cryptocurrency that automates token analysis using data from CoinGecko, DeFiLlama, and other web sources.
awesome-claude-dxt
This is a comprehensive curated directory of Model Context Protocol (MCP) servers and Desktop Extensions (DXT) for Claude and other AI assistants, covering categories from development tools to finance.
Simple PubMed
A specialized MCP server for accessing the PubMed medical research database, enabling AI assistants to search biomedical literature, retrieve abstracts, and download open-access full-text articles via the Entrez API.
redd-archiver
A PostgreSQL-backed MCP server and REST API for querying and browsing multi-platform link aggregator archives (Reddit, Voat, Ruqqus) with full-text search and AI-optimized data retrieval.
eShopLite
A comprehensive reference implementation of an eCommerce platform using .NET Aspire, featuring MCP server/client integration, semantic search, and reasoning models like DeepSeek-R1.
Instagram DM
Send DMs on Instagram via your LLM
DrissionPageMCP
A browser automation MCP server based on DrissionPage and FastMCP, providing comprehensive APIs for AI-driven web control, element interaction, and network packet monitoring.
Make
A Model Context Protocol server that dynamically turns Make scenarios into tools by connecting to your Make account and identifying scenarios with 'On-Demand' scheduling.
Any Chat Completions
Interact with any OpenAI SDK Compatible Chat Completions API like OpenAI, Perplexity, Groq, xAI and many more.
Log Analyzer with CloudWatch Logs
MCP (Model Context Protocol) Server. Provides structured access to CloudWatch Logs data for searching, analyzing, and correlating logs across AWS services to help with troubleshooting and pattern identification.
OpenDataMCP
A unified platform and CLI for connecting LLMs to millions of public datasets from governments, NGOs, and companies through a modular provider system.
Defang
The Defang MCP server enables developers to build, test, and deploy Docker-based applications to the cloud directly from IDEs like Cursor and VS Code. It bridges local development with secure, scalable cloud infrastructure using a Model Context Protocol interface.
decipher-research-agent
Turn topics, links, and files into AI-generated research notebooks — summarize, explore, and ask anything.
MetaTrader MCP
Enable AI LLMs to execute trades using MetaTrader 5 platform.
cursor-notebook-mcp
A specialized MCP server that enables AI agents to read, create, and manipulate Jupyter Notebook (.ipynb) files directly. It supports advanced operations like cell splitting, merging, and metadata editing, with native support for local and remote (SFTP) filesystems.
@mcp-shark/mcp-shark
A unified monitoring and aggregation interface for MCP servers that provides real-time visibility, security scanning, and an interactive playground for testing tools and resources.