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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

caltrain-mcp

8

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.

2 tools

ChronoLog

8

A High-Performance Storage Infrastructure for Activity and Log Workloads

vulcan-file-ops

8

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)

17 tools

bio-agents-mcp

8

MCP servers for Protein Data Bank, ChemBL, and other life science data (WIP), with Ollama client for local testing.

openapi-to-mcp

8

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

8

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

Failed
8

A comprehensive MCP server for official Korean market data, integrating KRX stock prices and DART corporate disclosures for detailed financial and stock analysis.

8 tools

Fastmail MCP Server

8

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

8

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.

3 tools

Node.js API Documentation

8

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

8

MCP (Model Context Protocol) Server. Synchronizes personal memory templates across Claude interfaces, enabling consistent user preferences and response styles without manual copying.

9 tools

google-workspace-unlimited

8

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.

11 tools

Cisco NSO MCP Server

8

A Cisco NSO MCP server that enables AI-powered network automation by exposing device configurations, sync status, and service management tools via RESTCONF.

9 tools

Cognio

8

A persistent semantic memory server that provides AI assistants with long-term memory across sessions using SQLite and sentence-transformers for vector search.

11 tools

Fugle Masterlink (Taiwan Stock Market)

8

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

8

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.

18 tools

QQ Music

8

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.

1 tool

Home Assistant

8

MCP (Model Context Protocol) Server. Demonstrates light control in Home Assistant by comparing OpenAI function calling with a standardized protocol for external tool interaction

1 tool

simplenote-mcp-server

8

A robust MCP server that integrates Simplenote with Claude Desktop, providing full note management, advanced boolean search capabilities, and high-performance in-memory caching.

8 tools

Plaid

8

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

8

A specialized MCP server that allows LLMs to navigate and analyze massive git diff files by breaking them into manageable, pattern-searchable chunks.

4 tools

AivisSpeech

8

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.

4 tools

Pokemon TCG Card Search

8

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

8

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

8

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

8

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

Validated
8

MCP server for Claude Code skill discovery, installation, and management.

9 tools

GitHub Kanban

8

A specialized MCP server for managing GitHub issues as a Kanban board, providing automated task management and streamlined software development workflows through LLMs.

4 tools

PopUI

8

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

8

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.