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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

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

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

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

Glyph

9

MCP (Model Context Protocol) Server. Extracts code symbols from multiple programming languages using tree-sitter parsing to generate structured outlines with functions, classes, variables, and hierarchical relationships at configurable detail levels.

Docker

9

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

23 tools

ElizaOS Agents

9

A bridge between Cursor IDE and ElizaOS agents, allowing developers to manage, select, and communicate with AI agents directly within their coding environment using the Model Context Protocol.

4 tools

Weather

9

MCP (Model Context Protocol) Server. Integrates with OpenWeatherMap API to provide real-time weather conditions, forecasts, air quality information, historical data, location search, and weather alerts for seamless access to accurate weather information during conversations.

6 tools

Zaragoza Tram

9

MCP (Model Context Protocol) Server. Provides real-time tram arrival estimations and station listings for Zaragoza's public transportation system through the DNDzgz 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.

Zerocracy

9

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

UniProt

9

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

2 tools

Domain Tools

9

A Model Context Protocol (MCP) server for comprehensive domain analysis: WHOIS, DNS records, and DNS health checks.

4 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.

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

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.

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

shellguard

9

MCP server that gives LLM agents read-only shell access over SSH

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.

Cloudinary

9

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

1 tool

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

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

docs.rs

9

MCP (Model Context Protocol) Server. Provides access to Rust crate documentation from docs.rs by fetching and parsing rustdoc JSON data with caching support for exploring modules, structs, enums, traits, and functions.

3 tools

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

man-mcp-server

9

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

3 tools

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

IBM Storage Insights MCP Server

9

A specialized MCP server for IBM Storage Insights that enables AI agents to monitor and diagnose storage assets through automated retrieval of performance metrics, system alerts, and notifications.

13 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

Banana Image (Gemini)

9

An image generation MCP server that leverages Google's Gemini Flash and Pro models to create up to 4K resolution images with Google Search grounding for factual accuracy.

Apple Dev MCP Server

9

A unified search tool that provides AI assistants with comprehensive access to Apple's Human Interface Guidelines and technical API documentation across all Apple platforms.

3 tools

Claude Code History MCP Server

9

A specialized MCP server for accessing and analyzing local Claude Code (.jsonl) conversation history with advanced filtering, pagination, and multi-project search capabilities.

4 tools
AI & ML MCP Servers — Page 106 | MCP Hub