AI & ML
Embeddings, Vector DBs, and machine learning tools
15,691 servers in this category
caltrain-mcp
A Model Context Protocol (MCP) server for Caltrain schedules. Get real-time train departures using GTFS data, designed for Claude Desktop and other MCP clients.
ChronoLog
A High-Performance Storage Infrastructure for Activity and Log Workloads
vulcan-file-ops
A Security-centric MCP Server providing enterprise-grade filesystem powers to AI assistants—read, write, edit, and manage files with comprehensive CVE protection and user-controlled access.. [Explore comprehensive code documentation and architecture details on DeepWiki](https://deepwiki.com/n0zer0d4y/vulcan-file-ops)
bio-agents-mcp
MCP servers for Protein Data Bank, ChemBL, and other life science data (WIP), with Ollama client for local testing.
openapi-to-mcp
Transform OpenAPI specifications into production-ready MCP servers with AI-powered evaluation and enhancement. Leverages LLMs to analyze, improve, and generate Model Context Protocol implementations from your existing API documentation.
claude-colony
Multi-agent Claude Code you can actually control. Spawn specialist teams in tmux, watch them work side-by-side, steer when needed. Built on native Claude Code agents. No black boxes.
jjlabsio-korea-stock-mcp
A comprehensive MCP server for official Korean market data, integrating KRX stock prices and DART corporate disclosures for detailed financial and stock analysis.
Fastmail MCP Server
A Fastmail MCP server that uses the JMAP API to enable AI models to manage emails, access account analytics, and perform secure operations via token-based authentication.
SQLite Explorer
MCP (Model Context Protocol) Server. Integrates with SQLite databases to enable AI-driven schema exploration, querying, updates, and statistical analysis for efficient data management and rapid prototyping.
Node.js API Documentation
This MCP server provides up-to-date access to official Node.js core module documentation, featuring search and retrieval tools that fetch directly from nodejs.org with a 7-day cache.
myAI Memory
MCP (Model Context Protocol) Server. Synchronizes personal memory templates across Claude interfaces, enabling consistent user preferences and response styles without manual copying.
google-workspace-unlimited
A comprehensive Google Workspace integration for MCP that provides access to Gmail, Drive, Calendar, Docs, and more with advanced Jinja2 templating and semantic search capabilities.
Cisco NSO MCP Server
A Cisco NSO MCP server that enables AI-powered network automation by exposing device configurations, sync status, and service management tools via RESTCONF.
Cognio
A persistent semantic memory server that provides AI assistants with long-term memory across sessions using SQLite and sentence-transformers for vector search.
Fugle Masterlink (Taiwan Stock Market)
MCP (Model Context Protocol) Server. Provides a bridge between AI systems and the Masterlink SDK for Taiwan stock market trading, enabling account management, market data retrieval, and trade execution for financial analysis and automated trading strategies.
Quantitative Research
MCP (Model Context Protocol) Server. Organizes and analyzes numerical research data through a structured knowledge graph, enabling tracking of projects, datasets, variables, hypotheses, and statistical tests with their relationships and results.
QQ Music
MCP (Model Context Protocol) Server. Provides a bridge to QQ Music API for searching, playing, and managing music playlists through natural language interactions without dealing with underlying API complexities.
Home Assistant
MCP (Model Context Protocol) Server. Demonstrates light control in Home Assistant by comparing OpenAI function calling with a standardized protocol for external tool interaction
simplenote-mcp-server
A robust MCP server that integrates Simplenote with Claude Desktop, providing full note management, advanced boolean search capabilities, and high-performance in-memory caching.
Plaid
MCP (Model Context Protocol) Server. Provides a robust bridge to the Plaid financial API, enabling secure access to bank account data, transactions, and authentication flows for financial analysis and personal finance tracking.
diffchunk
A specialized MCP server that allows LLMs to navigate and analyze massive git diff files by breaking them into manageable, pattern-searchable chunks.
AivisSpeech
An MCP server for integrating with the AivisSpeech engine, providing high-quality Japanese text-to-speech synthesis with full control over speaker styles and audio parameters.
Pokemon TCG Card Search
MCP (Model Context Protocol) Server. Enables searching and displaying Pokemon Trading Card Game cards with rich filtering capabilities for name, type, legality, and more through the Pokemon TCG API.
External Recon
MCP (Model Context Protocol) Server. Provides network reconnaissance tools for penetration testers, enabling systematic domain enumeration, IP discovery, email security assessment, and port scanning for external security audits.
Jina.ai Reader
MCP (Model Context Protocol) Server. Provides a bridge to Jina.ai's reader service for fetching and parsing web content from URLs into markdown format suitable for analysis and summarization.
Solana Blockchain
MCP (Model Context Protocol) Server. Provides a bridge to the Solana blockchain for token analysis, liquidity tracking, and risk assessment with a focus on meme tokens through Python and FastAPI endpoints.
Skillsmith
MCP server for Claude Code skill discovery, installation, and management.
GitHub Kanban
A specialized MCP server for managing GitHub issues as a Kanban board, providing automated task management and streamlined software development workflows through LLMs.
PopUI
PopUI is a bi-directional bridge for Claude Desktop that enables real-time interaction with dynamic visual components, allowing Claude to create, manipulate, and read state from custom user interfaces.
AWS IReveal
MCP (Model Context Protocol) Server. Integrates with AWS security services to enable incident response and investigation through CloudTrail logs, Athena queries, CloudWatch events, GuardDuty findings, and IAM Access Analyzer for comprehensive security event analysis and threat detection.