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AI & ML

Embeddings, Vector DBs, and machine learning tools

5,661 servers in this category

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

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

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

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

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

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

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.

SearXNG Search

108

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

1 tool

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.

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

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

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

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

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

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

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

ai-command

105

A WP-CLI package that implements the Model Context Protocol to enable AI-driven control and interaction with WordPress installations.

mcp-tool-kit

105

A comprehensive MCP server toolkit providing over 120 dynamic tools for file management, web search, browser automation, and data analysis with support for both stdio and SSE transports.

1 tool

mcp-checkpoint

104

MCP Checkpoint continuously secures and monitors Model Context Protocol operations through static and dynamic scans, revealing hidden risks in agent-to-tool communications.

Selfhosted Supabase

104

MCP (Model Context Protocol) Server. Provides a bridge between development environments and self-hosted Supabase instances for database introspection, migration management, and storage operations through direct RPC calls and database connections.

Memory Bank

103

MCP (Model Context Protocol) Server. Structured documentation system that generates and maintains interconnected Markdown documents capturing project knowledge from high-level goals to technical details, with advanced search capabilities across all documents.

4 tools

swiftlens

103

A semantic-level analysis server for Swift codebases that integrates with SourceKit-LSP to provide compiler-grade accuracy for AI model interactions.

15 tools

Dash

103

Provides searchable access to locally installed docsets and code snippets within the Dash documentation browser on macOS. Enables developers to query technical documentation and full-text search specific docsets directly through MCP clients.

3 tools

Game Asset Generator

103

A specialized MCP server that generates 2D pixel art and 3D game assets (OBJ/GLB) using Hugging Face AI models, specifically optimized for rapid game prototyping.

2 tools

Sourcerer

103

MCP for semantic code search & navigation that reduces token waste.

5 tools

neurolink

103

Universal AI Development Platform with MCP server integration, multi-provider support, and professional CLI. Build, test, and deploy AI applications with multiple ai providers.

12 tools