AI & ML
Embeddings, Vector DBs, and machine learning tools
15,691 servers in this category
Stacks Clarity
A comprehensive development toolkit for the Stacks blockchain, providing tools for Clarity smart contract generation, SIP compliance, security analysis via post-conditions, and performance optimization.
ReGenNexus UAP
A universal adapter protocol and MCP server designed to control and orchestrate hardware including robots, IoT devices, and microcontrollers like Raspberry Pi and Arduino via AI agents.
Lemonade Stand
MCP (Model Context Protocol) Server. Enables playing the classic Lemonade Stand business simulation game directly within Claude Desktop through an interactive interface that manages game state and player decisions.
Claude Desktop Commander
MCP (Model Context Protocol) Server. Enables Claude to execute terminal commands and edit files on your local machine through a secure, diff-based approach with command blacklisting and path validation.
Amazon MCP Server
A tool that enables LLMs to search for Amazon products and scrape detailed information like price, ratings, and descriptions without requiring API keys.
Couchbase
MCP (Model Context Protocol) Server. Interact directly with Couchbase databases on Capella clusters. Query buckets, perform CRUD operations, execute N1QL queries, and manage data seamlessly through natural language.
n8n Workflow Automation
MCP (Model Context Protocol) Server. Enables AI to create, manage, and execute n8n workflows using natural language commands for automating complex business processes without requiring technical knowledge of n8n's internal APIs.
GeneOntology-MCP-Server
A specialized MCP server for accessing Gene Ontology (GO) data, enabling AI systems to perform functional enrichment studies, gene annotation research, and hierarchical ontology navigation.
Sharp Image Processing
A high-performance image processing MCP server that provides session-based image manipulation, including background removal, color sampling, cropping, and compression using Sharp and machine learning.
JobApply
MCP (Model Context Protocol) Server. Automates job application workflows by scraping job postings, analyzing resumes against job descriptions for ATS scoring, generating tailored cover letters, and providing company research capabilities to optimize application materials.
Plotting MCP Server
A specialized MCP server that converts CSV data into professional visualizations including line charts, bar graphs, and geographic world maps, returning base64-encoded PNGs for AI interfaces.
YouTube Research
MCP (Model Context Protocol) Server. Integrates with YouTube API to perform aggregated video searches, enabling efficient content curation and trend analysis on specified topics.
MCP Gateway
A robust gateway that aggregates multiple Model Context Protocol servers into one interface, solving context limit issues by providing dynamic tool search instead of loading all schemas at once.
Development Automation Server
MCP (Model Context Protocol) Server. Provides a development automation server with modular architecture for fetching web content, accessing documentation, analyzing project structure, and performing web searches through internet and Perplexity APIs.
Shopify Storefront
Unofficial MCP server that allows AI agents to discover Shopify storefronts and interact with them to fetch products, collections, and other store data through the Storefront API.
Things MCP
A robust integration that enables Claude to manage Things 3 on macOS via AppleScript and URL schemes, supporting full task lifecycle management from creation to archiving.
Fuel Network & Sway Language MCP Server
A specialized MCP server that provides semantic search capabilities for Fuel Network documentation and Sway Language resources using a local vector database.
Parallel Search
A specialized MCP server that provides highly accurate web search capabilities via the Parallel Search API, optimized for daily AI-driven research tasks.
MercadoPago
This MCP server provides searchable access to Mercado Pago's developer documentation, including integration guides and API references across multiple Latin American markets and languages.
Eunomia
Eunomia MCP Server acts as an orchestration layer that applies data governance policies, such as PII detection and access control, to text streams flowing through other MCP servers.
shellguard
MCP server that gives LLM agents read-only shell access over SSH
Autumn (Pricing API)
MCP (Model Context Protocol) Server. Integrates with Autumn's pricing API to enable subscription management, customer information retrieval, invoice handling, and billing portal generation for businesses using Claude and other assistants.
Dify Workflow
A Model Context Protocol server that exposes Dify Workflows as tools, allowing AI models to trigger structured automation and multi-workflow processes with dynamic parameter handling.
Windows Command Line MCP Server
MCP (Model Context Protocol) Server. This server creates a secure bridge between Claude and your computer's command-line functionality.
Memory by File
MCP (Model Context Protocol) Server. Lightweight, file-based memory storage for maintaining persistent context across conversations using simple text operations.
Sumo Logic
MCP (Model Context Protocol) Server. Integrates with the Sumo Logic API to perform log searches, enabling custom queries and analysis of log data for troubleshooting, monitoring, and generating insights from application logs.
Project Handoffs
MCP (Model Context Protocol) Server. Coordinates workflows across multiple sessions or models to maintain context and enable seamless handoffs for complex, multi-stage processes.
UCAI
A tool that automatically generates MCP servers from smart contract ABIs, enabling AI agents to interact with any EVM-compatible blockchain contract.
Eyevinn Open Source Cloud
This MCP server enables AI assistants to provision and manage vendor-independent cloud infrastructure, specifically focusing on MinIO storage bucket management and local file interactions.
mcp-structured-memory
A structured memory server that manages domain-specific context through organized markdown files, allowing AI to maintain long-term, categorical knowledge for complex projects.