AI & ML
Embeddings, Vector DBs, and machine learning tools
15,691 servers in this category
RAT (Retrieval Augmented Thinking)
MCP (Model Context Protocol) Server. Combines DeepSeek's analysis with multiple response models to enhance AI conversation quality through structured two-stage reasoning.
teslamate-mcp
A specialized MCP server that connects to TeslaMate PostgreSQL databases, enabling AI assistants to perform detailed analytics on Tesla vehicle data including battery health, driving efficiency, and charging history.
smithery-ai-fetch
A simple tool that performs a fetch request to a webpage.
sudocode
A lightweight agent orchestration dev tool that manages repo-level context through a git-native memory system of specs and issues. It allows AI agents to track long-horizon tasks, handle context handoffs, and synchronize development plans directly within a version-controlled environment.
iPhone Automation
A tool for automating iPhone tasks via Appium and XCUITest, providing capabilities for UI interaction, app management, and screenshot capture with optimized XML output.
mcp-jfrog
A comprehensive MCP server for interacting with the JFrog Platform API, enabling automated repository management, build tracking, security vulnerability scanning, and container monitoring.
exstruct
Excel to structured JSON (tables, shapes, charts) for LLM/RAG pipelines
turbo-flow-claude
A comprehensive development environment integrating 600+ AI agents, multi-model orchestration, and spec-driven methodologies within cloud-based workspaces like DevPods and Codespaces.
mcp-victoriametrics
A comprehensive MCP server for VictoriaMetrics that enables querying metrics, analyzing TSDB cardinality, debugging relabeling rules, and searching embedded documentation directly within AI clients.
MariaDB
A standard interface for managing and querying MariaDB databases, supporting both standard SQL operations and advanced vector/embedding-based search.
google-workspace-mcp
A Model Context Protocol (MCP) server that provides authenticated access to Google Workspace APIs, offering integrated Authentication, Gmail, Calendar, and Drive functionality
ClaudePost
ClaudePost is an MCP server that provides a natural language interface for managing Gmail accounts, allowing users to search, read, and send emails securely through Claude.
mcp-ts-template
A production-ready TypeScript template for building scalable MCP servers with support for declarative tools, multiple storage backends, and deployment to local or edge runtimes like Cloudflare Workers.
FFmpeg Video Manipulation
A robust MCP server that enables video manipulation through natural language by wrapping FFmpeg commands for searching, metadata retrieval, cutting, concatenating, scaling, and frame extraction.
SearXNG Search
A privacy-preserving search server that connects AI agents to the SearXNG metasearch engine, allowing for anonymous web searches.
Minesweeper
MCP (Model Context Protocol) Server. Enables Claude to play Minesweeper through a bridge that translates game actions into API calls and returns game states as images for visual puzzle-solving.
matlab-mcp-core-server
The official MATLAB MCP Server from MathWorks enables AI agents to start MATLAB, execute code, run unit tests, and perform static code analysis for style and correctness.
modex
A Clojure-native Model Context Protocol (MCP) server library that allows developers to create tools, resources, and prompts using map-based destructuring and Clojure protocols.
Memory
A persistent memory storage server for AI clients that uses Cloudflare Workers and vector search to maintain user context and preferences across sessions.
OpenSCAD 3D Model Generator
A specialized MCP server that converts natural language or images into 3D models using a multi-view reconstruction pipeline and OpenSCAD, capable of offloading heavy CUDA processing to remote LAN servers.
netbox-mcp-server
A read-only Model Context Protocol (MCP) server that enables LLMs to interact with NetBox infrastructure data, including devices, IPAM, and audit trail history.
DINO-X-MCP
The official DINO-X MCP server provides advanced visual perception capabilities, enabling LLMs to perform object detection, localization, human pose estimation, and regional image captioning.
Apple Developer Documentation (RAG)
A specialized MCP server providing RAG-optimized access to over 370,000 Apple developer documents and 1,300+ WWDC transcripts using semantic and keyword search.
Slack
MCP (Model Context Protocol) Server. Enables AI interaction with Slack workspaces through nine tools for channel management, messaging, user profiles, and reactions using both Bot and User OAuth tokens
MCPProxy
Open-source local app that enables access to multiple MCP servers and thousands of tools with intelligent discovery via MCP protocol, runs servers in isolated environments, and features automatic quarantine protection against malicious tools.
Fabric-Analytics-MCP
A Model Context Protocol (MCP) server that enables AI assistants to securely access and analyze Microsoft Fabric Analytics data through authenticated API calls.
Bsc-mcp
The first MCP server that serves as the bridge between AI and BNB Chain, enabling AI agents to execute complex on-chain operations through seamless integration with the BNB Chain, including transfer, swap, launch, security check on any token and even more.
Anything-to-NotebookLM
An MCP server that automates converting diverse content sources like WeChat articles, YouTube videos, and various document formats into AI-generated outputs such as podcasts and slide decks via Google NotebookLM. It integrates specialized tools for web scraping, OCR, and file transformation to facilitate seamless content generation through natural language.
payloadcmsmcp
A specialized MCP server for Payload CMS 3.0 that provides tools for code validation, template generation, and full project scaffolding following development best practices.
aks-mcp
A comprehensive MCP server enabling AI assistants to manage Azure Kubernetes Service (AKS) through unified Azure CLI and kubectl interfaces, troubleshooting detectors, and eBPF-based observability.