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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

CanLII

9

A specialized MCP server for accessing the CanLII API, allowing AI assistants to search, retrieve, and analyze Canadian court decisions, legislation, and legal citations.

7 tools

Memoer (Persistent Memory Storage)

9

A lightweight MCP server for persistent memory storage using SQLite, allowing assistants to store, retrieve, and manage structured memories with categorical filtering.

4 tools

Rhino3D

9

MCP (Model Context Protocol) Server. Connects Rhino3D to Claude through a WebSocket bridge, enabling AI-assisted 3D modeling capabilities for creating and manipulating geometry, running Python scripts, and interacting with the modeling environment.

Context Templates

9

An open-source collection of reusable context templates designed to assist developers in structuring prompts, configurations, and workflows across various development tasks. Community contributions are encouraged to expand and refine available templates.

3 tools

ThingsBoard

9

MCP (Model Context Protocol) Server. Connects AI to ThingsBoard IoT platforms for retrieving device telemetry data and attributes, enabling monitoring and analysis of IoT device information.

Rami Levy

9

MCP (Model Context Protocol) Server. Provides a bridge to the Rami Levy online grocery shopping platform in Israel, enabling product searches, shopping cart management, and checkout functionality through TypeScript-based API integration.

4 tools

agrobr

9

Brazilian agricultural data for LLMs — prices, crops, climate, deforestation.

pair-role-mcp-server

9

An intelligent project analysis and team composition server that recommends and installs specialized AI agent roles from a library of over 100 professional personas. It automates the setup of specialized sub-agents in Claude projects by downloading role-specific system prompts for various engineering, marketing, and leadership departments.

6 tools

Docs.rs

9

MCP (Model Context Protocol) Server. Streamlines Rust documentation workflows by providing tools for building, managing, and searching crate documentation through cargo doc commands with caching and error handling.

3 tools

PyApple MCP Tools

9

A Python-based MCP server that integrates macOS native applications like Messages, Notes, Mail, and Calendar with LLMs for automation and retrieval.

Palantir Foundry

9

MCP (Model Context Protocol) Server. Bridges to Palantir Foundry platform, enabling ontology data interaction and SQL query execution against datasets with tools for listing types, querying objects, executing SQL, and running ontology functions.

6 tools

Yahoo Finance

9

📈 Lets your AI interact with Yahoo Finance to get comprehensive stock market data, news, financials, and more. Proxy supported.

7 tools

ActivityPub MCP

9

A comprehensive MCP server that enables LLMs to explore and interact with the Fediverse through ActivityPub protocol, supporting actor discovery, timeline fetching, instance exploration, and WebFinger resolution across decentralized social networks.

8 tools

gNMIBuddy

9

An MCP server that retrieves structured network telemetry and topology data from devices using gNMI and OpenConfig models. It provides LLMs with real-time access to routing protocols, interface status, MPLS forwarding tables, and network-wide adjacency analysis.

13 tools

Together AI (Flux.1 Schnell)

9

An MCP server that integrates Together AI's Flux.1 Schnell model for high-quality image generation with customizable dimensions and optional local file saving.

1 tool

API Lab MCP

9

Transform Claude into your AI-powered API testing laboratory. Test, debug, and document APIs through natural conversation with authentication support, response validation, and performance metrics.

6 tools

Kubernetes Claude

9

MCP (Model Context Protocol) Server. Integrates Claude with Kubernetes, ArgoCD, and GitLab to analyze and troubleshoot GitOps workflows by collecting resource information, correlating cross-system data, and providing actionable recommendations through a RESTful API.

8 tools

Apple Notes

9

MCP (Model Context Protocol) Server. Integrates with Apple Notes to enable listing, searching, creating, and indexing notes using vector and full-text search, leveraging LanceDB and on-device embedding for efficient data management and privacy-preserving information retrieval.

Flomo MCP Server

9

A Model Context Protocol server that enables AI assistants to directly create and save notes to Flomo using natural language commands, facilitating seamless thought capture.

1 tool

Zerocracy

9

A bridge between Zerocracy's project management platform and AI agents, providing actionable management advice and product development progress insights.

Cloudinary

9

Cloudinary Model Context Protocol Server to upload media to Cloudinary and get back the media link and details.

1 tool

Kakao Navigation

9

MCP (Model Context Protocol) Server. Integrates with Kakao Maps and Mobility APIs to enable route planning, geocoding, and location searches within Korea.

5 tools

UniProt

9

MCP (Model Context Protocol) Server. Integrates with UniProt API to provide cached protein information for bioinformatics applications and protein research.

2 tools

Docker

9

Docker MCP Server provides advanced, unified Docker management via CLI and MCP workflows, supporting containers, images, volumes, networks, and orchestration.

23 tools

man-mcp-server

9

MCP to search and access man pages on the local machine.

3 tools

vulnicheck

9

Real-time Python package vulnerability scanner that checks dependencies against OSV and NVD databases, providing comprehensive security analysis with CVE details, lock file support, and actionable upgrade recommendations.

10 tools

YouTube Music

9

MCP (Model Context Protocol) Server. Enables searching and playing music tracks through YouTube Music with automatic browser launching for seamless playback requests.

2 tools

Jenkins

9

MCP (Model Context Protocol) Server. Integrates with Jenkins CI/CD operations, enabling job listing, build triggering, and status checking for streamlined DevOps automation and pipeline management.

CiteAssist (Citation Retrieval)

9

A citation retrieval server that integrates with CiteAs and Google Scholar to provide BibTeX-formatted bibliographic data using DOIs, URLs, or keywords.

2 tools

Repository Search

9

MCP (Model Context Protocol) Server. Provides efficient file search functionality within repositories, respecting ignore patterns and offering configurable text content matching for development tools and applications.