AI & ML
Embeddings, Vector DBs, and machine learning tools
15,691 servers in this category
django-ai-boost
A comprehensive MCP server for Django development that enables AI assistants to introspect database schemas, query models, explore URL patterns, and access project configuration safely through read-only tools.
data-gov-il-mcp
A specialized MCP server providing seamless access to Israeli Government Open Data (data.gov.il), enabling AI agents to search, retrieve, and analyze datasets from various national ministries and authorities.
Appwrite
A Model Context Protocol server that integrates with Appwrite's Backend-as-a-Service platform to manage databases, users, functions, storage, and more. It allows LLMs to interact directly with Appwrite APIs to perform administrative and data management tasks.
Ollama PostgreSQL Data Analysis
MCP (Model Context Protocol) Server. Integrates natural language querying with PostgreSQL databases to enable AI-interpreted data analysis without manual SQL writing.
Dify Workflows
MCP (Model Context Protocol) Server. Integrates with the Dify API to enable AI-driven workflow execution and management for automated task processing and decision making across domains.
OpenRouter
MCP (Model Context Protocol) Server. Unifies access to diverse AI models via OpenRouter, enabling flexible model selection and usage for applications like chatbots and content generation.
Jira
MCP (Model Context Protocol) Server. Integrates Jira's project management capabilities with AI systems to automate tasks, track progress, and streamline development workflows.
Obsidian
MCP (Model Context Protocol) Server. Integrates with Obsidian via a local REST API to enable reading, writing, and searching notes.
ipybox
A Python code execution sandbox providing stateful IPython kernels and programmatic MCP tool calling with tool call approval. It enables agents to execute code actions that compose multiple MCP tools securely within a sandboxed environment.
gofannon
A framework and web application designed for subject matter experts to rapidly prototype AI agents and design lightweight web UIs. It enables users to compose tools and decision paths to validate user journeys without extensive coding.
identity-service
A central identity management hub for agentic services that provides identity verification, service registration, and Task-Based Access Control (TBAC) for MCP servers and agents.
tauri-plugin-mcp
A toolset for AI agents to debug and interact with Tauri applications through window control, DOM inspection, and user input simulation via IPC or TCP sockets.
OmniParser AutoGUI
MCP (Model Context Protocol) Server. Integrates computer vision and automation libraries to enable AI-assisted control of desktop applications through visual analysis and GUI interactions.
WordPress REST API
MCP (Model Context Protocol) Server. Enables AI interaction with WordPress sites for content management through REST API endpoints that provide access to posts, users, taxonomies, media, and community events.
Google Keep
A bridge between AI models and Google Keep, enabling secure searching, creating, and managing notes. It includes safety features that restrict modifications to server-specific labels unless explicitly overridden.
Junos MCP Server
A specialized MCP server for Juniper Junos network devices that enables LLMs to perform configuration management, operational monitoring, and CLI execution via secure SSH connections.
mcp-discord
A comprehensive Discord MCP server allowing AI assistants to manage servers, channels, messages, forum posts, and webhooks via a Discord bot.
tradememory-protocol
MCP server for AI trading memory — 3-layer memory system with LLM-powered reflection engine.
ZoomEye
A specialized MCP server for cybersecurity reconnaissance that integrates with the ZoomEye API to search and retrieve global network asset intelligence using advanced dork queries.
vesta-mac-dist
Vesta macOS Distribution - Official releases and downloads.Vesta AI Chat Assistant for macOS - Built with SwiftUI and Apple Intelligence using Apple's on device model on MacOs Tahoe (MacOS 26). Now with side-by-side Qwen3-VL for vison
SAP ABAP ADT
A bridge between AI models and SAP systems that enables remote ABAP development tasks, including source code retrieval, system analysis, and database table inspection via the ABAP Development Tools (ADT) interface.
Neo4j Agent Memory
A specialized memory server that uses Neo4j to provide AI agents with a persistent, semantic knowledge graph for storing and retrieving complex entities and relationships.
aiwg
A modular framework and MCP server for orchestrating AI-powered SDLC and marketing workflows, featuring 90+ specialized agents and enterprise-grade reliability patterns.
autosteer
AutoSteer is a desktop application for managing multiple Claude Code workspaces with persistent sessions, worktree isolation, and protocol tracing capabilities.
turbomcp
An enterprise-grade Rust SDK for building high-performance MCP servers with zero-boilerplate, automatic schema generation, and support for multiple transports like SSE, TCP, and WebSockets.
Daipendency (Public API docs)
MCP (Model Context Protocol) Server. Extracts public API documentation from a library and outputs it in an LLM-friendly format.
Hub
A meta-server that centralizes multiple MCP servers into a unified interface, enabling efficient routing, tool discovery, and management of specialized server connections.
comfy-pilot
MCP server + embedded terminal that lets Claude Code see and edit your ComfyUI workflows
tailscale-mcp
A comprehensive MCP server for managing Tailscale networks, providing tools for device management, network connectivity, and security configuration through both the Tailscale CLI and REST API.
EvolveMCP
MCP (Model Context Protocol) Server. Extends Claude Desktop with custom tools for mathematical calculations, system monitoring, and enhanced functionality through an automated installation framework.