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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

teslamate-mcp

111

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.

20 tools

smithery-ai-fetch

111

A simple tool that performs a fetch request to a webpage.

sudocode

111

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

111

A tool for automating iPhone tasks via Appium and XCUITest, providing capabilities for UI interaction, app management, and screenshot capture with optimized XML output.

9 tools

Content Core

111

A versatile content extraction and processing server that transforms URLs, documents, media files, and images into clean, structured text and AI-generated summaries.

3 tools

mcp-victoriametrics

110

A comprehensive MCP server for VictoriaMetrics that enables querying metrics, analyzing TSDB cardinality, debugging relabeling rules, and searching embedded documentation directly within AI clients.

30 tools

MariaDB

110

A standard interface for managing and querying MariaDB databases, supporting both standard SQL operations and advanced vector/embedding-based search.

11 tools

mcp-jfrog

110

A comprehensive MCP server for interacting with the JFrog Platform API, enabling automated repository management, build tracking, security vulnerability scanning, and container monitoring.

22 tools

turbo-flow-claude

110

A comprehensive development environment integrating 600+ AI agents, multi-model orchestration, and spec-driven methodologies within cloud-based workspaces like DevPods and Codespaces.

5 tools

google-workspace-mcp

110

A Model Context Protocol (MCP) server that provides authenticated access to Google Workspace APIs, offering integrated Authentication, Gmail, Calendar, and Drive functionality

23 tools

exstruct

110

Excel to structured JSON (tables, shapes, charts) for LLM/RAG pipelines

FFmpeg Video Manipulation

109

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.

8 tools

ClaudePost

109

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

Needs Setup
109

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.

6 tools

Minesweeper

108

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.

4 tools

OpenSCAD 3D Model Generator

108

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.

10 tools

SearXNG Search

108

A privacy-preserving search server that connects AI agents to the SearXNG metasearch engine, allowing for anonymous web searches.

1 tool

matlab-mcp-core-server

108

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.

5 tools

modex

108

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.

5 tools

Memory

108

A persistent memory storage server for AI clients that uses Cloudflare Workers and vector search to maintain user context and preferences across sessions.

netbox-mcp-server

107

A read-only Model Context Protocol (MCP) server that enables LLMs to interact with NetBox infrastructure data, including devices, IPAM, and audit trail history.

3 tools

Apple Developer Documentation (RAG)

107

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.

DINO-X-MCP

107

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.

4 tools

MCPProxy

106

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.

2 tools

Slack

106

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

9 tools

Fabric-Analytics-MCP

105

A Model Context Protocol (MCP) server that enables AI assistants to securely access and analyze Microsoft Fabric Analytics data through authenticated API calls.

57 tools

payloadcmsmcp

105

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.

8 tools

Bsc-mcp

105

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.

13 tools

aks-mcp

105

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.

22 tools

STAMP

105

STAMP is an end-to-end deep learning pipeline for computational pathology that extracts biomarkers from whole-slide images using weakly-supervised Vision Transformers. It handles the entire workflow from image preprocessing and feature extraction to model training, survival analysis, and heatmap generation.

10 tools