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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

MCP Color Server

Enables comprehensive color manipulation, conversion between 22+ formats (HEX, RGB, HSL, CMYK, LAB, etc.), palette generation, gradient creation, and accessibility compliance checking. Supports framework-specific outputs for CSS, Swift, Android, Flutter, and Tailwind with high-precision conversions and visualization capabilities.

Bible API MCP Server

A template for deploying remote MCP servers on Cloudflare Workers without authentication, allowing for the creation of custom tools accessible via SSE-compatible clients.

vasperamemory

Persistent AI memory for coding assistants. 80+ tools for decisions, patterns, errors.

Arsenal MCP

A Kali Linux-based MCP server that exposes over 45 penetration testing tools for AI-assisted security auditing and vulnerability scanning. It features strict scope enforcement, structured output parsing, and persistent finding storage to automate the offensive security workflow.

Apple RAG MCP

Provides AI agents with instant access to official Apple developer documentation, Swift docs, design guidelines, and Apple Developer YouTube content through advanced semantic and hybrid search capabilities. Features AI-powered reranking for accurate retrieval of Apple platform knowledge including iOS, macOS, watchOS, tvOS, and visionOS development resources.

Open Legal Compliance MCP Server

A comprehensive MCP server providing tools to search and analyze legal documents, case law, and regulations across the US, UK, Canada, and EU using official government APIs.

13 tools

evc-team-relay-mcp

Read, search, and write Obsidian vault notes via Team Relay collaborative server. Supports shared folders, real-time sync, and AI agent access.

Obsidian MCP Server

Enables AI assistants to interact with local Obsidian vaults through direct filesystem access for reading, creating, and managing notes. It features high-performance SQLite indexing for fast searches, regex support, and tools for organizing tags and links without requiring additional plugins.

Spider MCP Server

A specialized documentation crawler that extracts clean text and code examples using LLM-powered analysis to provide structured summaries and searchable context for AI assistants.

7 tools

Customer Registration MCP Server

Enables creating and managing customer records via an external API with Bearer token authentication, supporting required fields (name, email, phone) and extensive optional data including addresses, UTM parameters, and tags.

Circuitry MCP Server

A tool that bridges AI coding agents with the Circuitry visual workflow platform, allowing for bidirectional code-to-node synchronization and diagram analysis. It enables agents to visualize codebases, generate flowcharts, and manage data via spreadsheets within a visual canvas.

18 tools

insumer

Privacy-preserving on-chain verification and attestation across 31 blockchains.

YouTube Tools MCP Server

A comprehensive YouTube integration server that enables AI assistants to search for videos, extract multi-language transcripts, and manage a local database of video summaries.

4 tools

fal-hidream-i1-full MCP Server

A Model Context Protocol server for high-quality image generation using the fal-ai/hidream-i1-full model, featuring synchronous/asynchronous generation, LoRA support, and automatic local image downloads.

5 tools

Sitecore MCP Server

Enables AI assistants to interact with Sitecore CMS through GraphQL API, providing item operations, version control, navigation, and content management capabilities. Supports natural language commands and slash command menu interface for querying Sitecore items, templates, and hierarchies.

Electron MCP Server

A cross-platform desktop application that runs a Model Context Protocol server, allowing AI applications like Claude Desktop to easily connect without requiring npx or Node.js installation.

Ticketmaster Partner API

A tool that interfaces with the Ticketmaster Partner API to search for live events, venues, and attractions using advanced filters like geographic coordinates, date ranges, and classifications.

1 tool

Sphere MCP Gaming Server

A gaming platform MCP server that enables LLMs to facilitate game discovery and access management through a Nostr-integrated payment system and Unicity blockchain identities.

5 tools

Base Mini App Builder MCP Server

Enables developers to build Base mini apps from start to finish with 10 specialized tools for generating manifests, starter code, deployment guides, design guidelines, and debugging assistance. Integrates official Base documentation to streamline the complete development workflow for Base ecosystem mini applications.

XML Documents MCP Server by CData

XML Documents MCP Server by CData

TickTick MCP Server

A comprehensive MCP server that allows AI assistants to manage TickTick tasks, projects, and schedules via secure OAuth2 authentication.

14 tools

Minesweeper MCP Server

An MCP server that allows AI agents to interact with a Minesweeper game server to start games, reveal cells, and place flags. It bridges natural language commands to game actions for automated or assisted gameplay.

ContextEngine MCP Server

Provides real-time access to up-to-date library documentation and code examples for any programming library. Helps AI coding assistants deliver accurate, current information instead of relying on outdated training data.

MCP Task Aggregator

Aggregates tasks from multiple sources (Jira, Markdown TODO files, STM CLI) into a unified SQLite database with full-text search, tagging, and incremental sync capabilities.

Linear

MCP (Model Context Protocol) Server. Bridges Linear's project management platform by retrieving user todo tickets via user ID or email, enabling seamless integration of project context into workflow tools.

1 tool

Alfred MCP Server

A robust MCP server that exposes Alfred's REST API, allowing AI assistants to manage skills, MCP connections, execution history, and API keys for workflow automation.

20 tools

Lunar Calendar MCP Server

A comprehensive MCP server for Chinese traditional calendar services, including BaZi calculations, almanac queries, and solar-lunar conversions based on the lunar-python library.

6 tools

Eventbrite MCP Server

A multi-tenant Model Context Protocol server that provides a secure interface to the Eventbrite API using Firebase authentication. It enables structured interaction with Eventbrite tools for event management while maintaining platform-managed credentials.

RWA Pipe MCP Server

A comprehensive MCP server providing real-time data on over $300B in Real World Assets (RWAs), including tokenized treasuries, stablecoins, and private credit across 25 blockchains.

18 tools

email-mcp

Unified email MCP server for Gmail, Outlook, iCloud, and IMAP with batch operations