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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

Reddit

2

A read-only MCP server for Reddit that enables searching posts across specific subreddits or site-wide, retrieving detailed post metadata, and fetching subreddit information using official API credentials.

5 tools

Amazon Connect

2

A comprehensive MCP server that enables AI assistants to manage Amazon Connect contact centers, including case management, real-time analytics, outbound campaigns, and AI features like Amazon Q.

13 tools

project-managment-mcp-Server

2

A comprehensive MCP server for smart project management, enabling AI assistants to perform deep project analysis, calculate code metrics, automate documentation, and handle advanced Git operations and file system organization.

31 tools

Kubernetes GPU Agent

2

A specialized MCP server for Kubernetes SREs providing real-time NVIDIA GPU hardware diagnostics, XID error analysis, and health monitoring through secure kubectl debug sessions.

7 tools

paparazzi

2

A Chrome extension and MCP server setup that enables LLMs to observe, debug, and interact with your active browser session via the Chrome DevTools Protocol.

10 tools

thoth-mcp

Needs Setup
2

A multi-platform content creation server that integrates Thoth's AI capabilities to generate, schedule, and manage social media posts with brand-specific styles.

6 tools

MongoDB

2

MCP (Model Context Protocol) Server. Bridges MongoDB databases with AI systems, enabling document retrieval and analysis through standardized queries and operations.

1 tool

InvestBuddy

2

InvestBuddy is an AI-powered financial analysis server providing 10-day stock price forecasts using LSTM neural networks, market regime detection, and portfolio optimization tools.

4 tools

agentic-rag-chatbot

2

Agentic RAG Chatbot using Model Context Protocol (MCP) to answer queries from PDFs, Word, and PPT files.

Hub Tools

2

A specialized HTTP-based MCP server for discovering and retrieving detailed technical information about other Model Context Protocol implementations registered on MCP Hub.

2 tools

Promptopia

2

A comprehensive prompt management server that provides persistent storage, variable substitution, and multi-message conversation templates for AI workflows via the Model Context Protocol.

PersonaLive

2

PersonaLive is an MCP server that transforms static portrait images into expressive videos using driving motion from reference videos or webcam streams with real-time optimization.

Local Wikipedia

2

Offline Wikipedia MCP server that provides full-text search and article retrieval using local datasets from HuggingFace, optimized for privacy and low-latency performance with small LLMs.

2 tools

arjunkmrm-lta-mcp

2

An MCP server providing real-time transportation data for Singapore via the LTA DataMall API, covering bus arrivals, train alerts, station crowding, traffic incidents, and carpark availability.

7 tools

All-in-MCP

2

Enables academic research through paper search across multiple databases (IACR, CryptoBib, Crossref, Google Scholar), PDF processing, and GitHub repository browsing. Features modular architecture with FastMCP-based proxy server routing to specialized academic tools.

Brain Memory System

2

A sophisticated memory management system for AI that implements dual-layer storage (FIFO short-term and graph-based long-term) and structured thought-chain management with cognitive mode switching.

24 tools

strava-mcp

2

MCP server enabling LLMs to interact with the Strava API - activities, segments, routes, and training analysis

11 tools

mcp-servers

2

A privacy-first collection of local MCP servers that connect Claude to tools like Linear, Notion, GitHub, and local databases (Postgres, SQLite) without sending data to external servers.

Confluence Data Center

2

MCP (Model Context Protocol) Server. Integrates with Confluence Data Center to enable direct access to content through operations like searching, retrieving, creating, updating, and deleting pages without switching contexts.

8 tools

ViperGPT Visual Question Answering

2

A mixture-of-experts visual question-answering server that uses ViperGPT logic to handle complex visual grounding, compositional analysis, and external knowledge reasoning by generating and executing Python code.

2 tools

sqlew

Validated
2

An MCP server that enables AI agents to create, query, and maintain Architecture Decision Records (ADR) in a structured SQL-backed repository, enhancing long-term project memory and decision consistency.

8 tools

Speaker Diarization

2

A GPU-accelerated MCP server for real-time speaker diarization, persistent speaker recognition, and transcription using pyannote.audio and faster-whisper. It features a dual-detector emotion recognition system and handles automatic retroactive identification updates for multi-party conversation analysis.

11 tools

AI Calls Editor

2

A VS Code extension that exposes an MCP server to enable AI assistants to perform IDE-powered refactoring, specifically intelligent symbol renaming across workspaces using the Language Server Protocol.

1 tool

Google Contacts

2

A serverless MCP server that provides secure, read-only access to Google Contacts via per-user OAuth 2.1 authentication on AWS Lambda.

4 tools

Spurs Blog (Pounding The Rock)

2

MCP (Model Context Protocol) Server. Provides San Antonio Spurs basketball news by scraping the Pounding The Rock blog, offering tools to retrieve articles, search content, extract game results, and get player information with recent mentions.

3 tools

.NET MCP Server

2

A comprehensive MCP server providing AI assistants with full access to the .NET SDK. It enables project creation, package management, build/test execution, EF Core migrations, and detailed environment diagnostics.

71 tools

Gopher AI (Twitter Search)

2

Provides integration with the Gopher AI API to search Twitter for posts using natural language queries, delivering relevance scores and detailed metadata.

1 tool

MCP-Client-Server-Project-using-NodeJS

2

A minimal Model Context Protocol (MCP) implementation built with Node.js and TypeScript. This project demonstrates client–server communication over stdio, structured message handling, and local data access, developed with VS Code and GitHub Copilot to explore modern AI tool integration workflows.

fabric-atelier

2

A high-performance Rust-based MCP server that exposes over 200 Fabric AI patterns as executable tools using Apache Arrow for sub-millisecond pattern discovery.

7 tools

gx-mcp-server

2

Expose Great Expectations data validation and quality checks as MCP tools for AI agents.

1 tool