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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

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

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

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.

agrobr

9

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

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

Meta MCP Proxy

9

A gateway server that unifies multiple MCP servers into a single interface, using a Retrieval Augmented Generation (RAG) approach to discover and execute tools while maintaining a reduced context size.

2 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.

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

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

man-mcp-server

9

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

3 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

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

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

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.

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

hashnet

Needs Setup
9

Universal AI Agent Discovery - search 59,000+ agents across MCP, NANDA, A2A, OpenRouter

Perplexity Deep Research

9

MCP (Model Context Protocol) Server. Integrates with Perplexity's sonar-deep-research model to enable web searches with citation support and optional recency filtering for up-to-date information retrieval.

1 tool

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

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

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

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

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

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.

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

Domain Tools

9

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

4 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

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.

Yahoo Finance

9

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

7 tools

Cloudinary

9

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

1 tool

Seitrace

9

A comprehensive MCP server for the Sei blockchain providing analytics, transaction history, and asset tracking across EVM and native Sei standards. It uses a unique resource-based interface for self-describing action discovery and execution.

5 tools