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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

PubMed MCP Server

A specialized MCP server for accessing PubMed's biomedical database, allowing users to search, retrieve metadata, and download abstracts or full article content via the E-utilities API.

4 tools

OSC MCP Server

A comprehensive MCP server for controlling Behringer X32 and Midas M32 digital mixers via the OSC protocol. It enables real-time manipulation of faders, mutes, EQ, dynamics, effects, and scene management through natural language.

48 tools

Satellite Tracking MCP Server

A specialized MCP server providing real-time satellite tracking, TLE orbital data, and pass predictions via the N2YO API. It enables users to search for satellites, monitor their current positions, and forecast visual or radio passes based on observer coordinates.

6 tools

fragments-mcp

Design system MCP with 9 tools for component discovery, rendering, and a11y auditing

LinkedIn MCP Server

Enables direct access to LinkedIn through natural conversation, allowing users to search for people, jobs, companies, and groups, as well as view profiles using their existing Chrome browser session.

unsplash-mcp

An MCP server for Unsplash photo search with proper attribution built-in. Key differentiator: Returns ready-to-use attribution_text and attribution_html for each photo, making it trivial for LLMs to build content pages with properly credited images (as required by Unsplash API guidelines).

email-mcp-server

A test MCP server designed for sending automated emails, though current documentation does not specify its toolset.

Self-Improving Memory MCP

Provides Claude with persistent memory and learning capabilities through 10 automatic agents that capture decisions, errors, solutions, and patterns across conversations. Features an anti-compaction system to prevent context loss and enables infinite conversation continuity.

NDB MCP Server

Enables AI assistants to manage Nutanix Database Service (NDB) environments including database provisioning, cloning, backups, and monitoring via natural language.

nativ

AI-powered localization — translate, manage translation memory, and access style guides.

Model Context Protocol Python Server

A Python implementation of the Model Context Protocol (MCP) server that enables searching and extracting information from arXiv papers, designed to be extensible with additional MCP tools.

Advanced Web Fetching MCP Server

A professional-grade MCP server for web scraping that supports batch processing of up to 20 URLs, Markdown/HTML conversion, and metadata extraction optimized for global edge performance.

4 tools

EduChain MCP Server

An MCP server that integrates the EduChain library with DeepSeek via OpenRouter to generate educational content like MCQs, lesson plans, and flashcards.

3 tools

Yahoo Finance MCP Server

A Yahoo Finance MCP server that enables LLMs to fetch stock market data, historical prices, and financial metrics using the yfinance Python library.

Netmiko MCP Server

An MCP server that enables natural language interaction with Cisco network devices via Netmiko, allowing users to manage configurations, monitor resources, and check interface statuses.

8 tools

Remote MCP Server (Authless)

A template for deploying unauthenticated Model Context Protocol (MCP) servers on Cloudflare Workers, designed for quick experimentation and tool integration with Claude Desktop and Cloudflare AI Playground.

Semantic Context MCP

Enables AI assistants to save, load, and search conversation context with AI-powered summarization and auto-tagging. Demonstrates semantic intent patterns and hexagonal architecture for maintainable AI-assisted development.

독립유공자 공훈록 MCP 서버 (Korean Independence Patriots Records)

A specialized MCP server for querying the South Korean Ministry of Patriots and Veterans Affairs archive to retrieve merit records, official reports, and background information about Korean independence activists.

5 tools

Oomol Connect MCP Server

A robust integration for Oomol Connect that provides tools for executing complex workflows, managing blocks and packages, and handling file-based tasks with real-time monitoring.

9 tools

GraphQL Schema Explorer

A tool that enables intelligent exploration of GraphQL APIs through fuzzy search, type discovery, and detailed field-level introspection for enhanced development workflows.

4 tools

Jina AI Remote MCP Server

Provides access to Jina AI's Reader, Embeddings, and Reranker APIs with tools for web scraping, web/image/academic search, content extraction, screenshot capture, document reranking, and semantic deduplication.

ArXiv Paper MCP

Provides paper search, PDF link retrieval, and content parsing for arXiv research papers, enabling seamless access to scientific literature through the Model Context Protocol.

Porkbun Domain Availability MCP Server

Provides tools to check domain name availability, pricing, and premium status using the Porkbun API v3, including support for bulk queries and rate limit management.

2 tools

Replicate Ideogram V3 MCP Server

High-quality image generation server using Ideogram V3 via Replicate, supporting advanced features like inpainting, style transfer with 60+ presets, and localized image storage.

2 tools

Love Live! Illustration Prompt Generator

A specialized MCP server that generates creative illustration prompts for the Love Live! franchise, covering various groups like μ's, Aqours, and Liella by randomizing characters, locations, and actions.

1 tool

JSON Mapping & Context MCP Servers

A tool for schema-aware JSON exploration that flattens nested structures and uses heuristic search to map field paths, designed to accelerate ETL and API onboarding workflows.

5 tools

perf-mcp

Fact-check and fix AI outputs. Hallucination detection, schema validation, auto-repair.

Local Business Data MCP Server

A comprehensive MCP server for interacting with Google Maps business data, providing tools for searching businesses, retrieving reviews, photos, posts, and performing reverse geocoding.

13 tools

Monday.com MCP Server

A TypeScript-based MCP server that connects AI assistants to Monday.com, enabling automated project management through board retrieval, item analysis, and user profile management.

4 tools

AIND Metadata MCP Server

Provides access to Allen Institute for Neural Dynamics (AIND) metadata assets through MongoDB queries, NWB file exploration, and AI-powered data summaries.