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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

Photoshop MCP Server

156

A Windows-exclusive MCP server that bridges the Model Context Protocol to the Photoshop Python API, allowing AI assistants to programmatically create documents, manage layers, and automate graphic design tasks.

2 tools

Packmind

154

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)

153

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.

3 tools

python-mcp-server-client

152

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.

1 tool

Claude Context Local

152

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.

2 tools

mcp-security-hub

151

A growing collection of MCP servers bringing offensive security tools to AI assistants. Nmap, Ghidra, Nuclei, SQLMap, Hashcat and more.

open-streetmap-mcp

151

An OpenStreetMap implementation for MCP that provides LLMs with advanced geospatial capabilities including geocoding, routing, and location-based analysis.

12 tools

Summarizer

151

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.

1 tool

claude-config-editor

150

A lightweight web-based management tool for optimizing Claude Code and Desktop configurations by cleaning chat histories and visually managing MCP server settings.

Pinecone Vector DB

150

A Pinecone vector database integration for semantic search and RAG workflows, supporting automated document chunking, embedding generation, and management directly within MCP clients.

5 tools

MetaMCP

150

A tool-aggregation proxy server that centralizes multiple MCP servers into a single endpoint, featuring secure API key management and namespace isolation.

OpenNutrition

150

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.

4 tools

Discord

149

An MCP server, which connects to Discord through a bot, and provides comprehensive integration with Discord.

24 tools

tinymcp

149

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

149

A specialized deep research tool for cryptocurrency that automates token analysis using data from CoinGecko, DeFiLlama, and other web sources.

7 tools

awesome-claude-dxt

148

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

148

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.

3 tools

redd-archiver

148

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

147

A comprehensive reference implementation of an eCommerce platform using .NET Aspire, featuring MCP server/client integration, semantic search, and reasoning models like DeepSeek-R1.

DrissionPageMCP

146

A browser automation MCP server based on DrissionPage and FastMCP, providing comprehensive APIs for AI-driven web control, element interaction, and network packet monitoring.

Instagram DM

146

Send DMs on Instagram via your LLM

22 tools

Make

146

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.

Log Analyzer with CloudWatch Logs

145

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.

Any Chat Completions

145

Interact with any OpenAI SDK Compatible Chat Completions API like OpenAI, Perplexity, Groq, xAI and many more.

1 tool

Defang

144

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.

OpenDataMCP

144

A unified platform and CLI for connecting LLMs to millions of public datasets from governments, NGOs, and companies through a modular provider system.

decipher-research-agent

144

Turn topics, links, and files into AI-generated research notebooks — summarize, explore, and ask anything.

2 tools

cursor-notebook-mcp

143

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.

29 tools

MetaTrader MCP

143

Enable AI LLMs to execute trades using MetaTrader 5 platform.

25 tools

@mcp-shark/mcp-shark

Failed
143

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.