AI & ML
Embeddings, Vector DBs, and machine learning tools
15,691 servers in this category
Memory MCP Worker
A Cloudflare Workers-based MCP server that provides a persistent cross-device knowledge graph with full-text search capabilities using SQLite (D1). It supports both the MCP protocol for Claude and a REST API for integration with mobile apps and automation tools like n8n.
Prometheus MCP Server
A comprehensive MCP server for Prometheus integration providing read-only access to metrics, alerts, and system health with built-in query safety and AI-powered analysis support.
Weather MCP Server
A lightweight MCP server built with FastMCP that provides real-time global weather updates and temperatures by interfacing with the wttr.in service.
ServiceNow MCP Server
Enables Claude to interact with ServiceNow instances for incident management, service catalog operations, change requests, knowledge base management, user administration, and agile project workflows through various authentication methods.
VICE C64 Emulator MCP Server
A specialized MCP server for autonomous Commodore 64 debugging that bridges AI agents to the VICE emulator via a semantic layer. It interprets C64-specific data structures like PETSCII text, VIC-II states, and 6502 registers to provide actionable insights for assembly debugging.
ML Research MCP
Provides machine learning researchers with tools for creating publication-quality scientific visualizations, statistical plots, and 2D data representations. It streamlines the research workflow by enabling AI assistants to generate complex figures from CSV, JSON, or direct data inputs.
MCPHy
Transform REST APIs into intelligent, chat-driven MCP servers with zero code changes. Simply point it at your Swagger/OpenAPI specification to get natural language querying capabilities powered by AI.
Solvent MCP Server
A dynamic MCP server that allows AI assistants to manage personal finances through the Solvent API, featuring full CRUD operations for expenses, incomes, categories, and recurring transactions.
NTFY MCP Server
Enables bidirectional communication between AI agents and users through ntfy.sh push notifications, supporting real-time subscriptions and asynchronous chat workflows.
Arcas OnlineEDA MCP Server
A specialized MCP server that provides programmatic, web-automated access to the Arcas OnlineEDA platform for electronic design automation tasks like formal verification and power analysis.
Excalidraw MCP App Server
Enables users to create and interact with hand-drawn sketches and architecture diagrams directly within chat interfaces using Excalidraw. It leverages the Model Context Protocol to provide interactive HTML visualizations with smooth viewport control and fullscreen editing capabilities.
mcp-ragchat
An MCP server that enables RAG-powered AI chat integration for websites by crawling content, building local vector stores, and generating embeddable chat widgets. It simplifies the setup of local chat servers with support for various LLM and embedding providers.
Sendmail MCP Server
A Model Context Protocol server that enables AI agents to send plain text and HTML emails via SMTP using Nodemailer, featuring automatic daily logging for auditability.
A-SOC Trust MCP Server
A specialized security MCP server for AI agent discovery and certification, providing trust verification tools including behavioral trust scores, audit ticket issuance, and emergency kill switches.
Arcanna MCP Server
Interface with Arcanna.ai use cases to manage security jobs and integrations, query processed events, provide training feedback, and execute Python-based security automation.
ComfyUI MCP Server
Enables AI assistants to interact with local ComfyUI installations to list nodes, validate workflows, and execute image generation workflows directly without requiring an HTTP server.
Bitbucket Cloud MCP Server
A comprehensive MCP server for Bitbucket Cloud providing extensive tools for repository management, pull request workflows, branch control, pipeline triggers, and global code search.
Freshdesk MCP Server
A comprehensive MCP server for Freshdesk API v2, allowing agents to manage tickets, contacts, companies, and conversations with built-in rate limiting and error handling.
Crypto Tracker MCP Server
A Node.js MCP server providing real-time cryptocurrency data from the CoinGecko API, including prices, market rankings, and trending assets.
Ludo AI Game Assets
Generate game assets with AI: sprites, 3D models, animations, sound effects, music, and voices.
SkillAudit
AI agent skill security scanner. Scans URLs and GitHub repos to verify AI agent capabilities, check security gates, and assess reputation. 4 tools: scan_url, scan_github, gate_check, reputation_check.
Confluence Knowledge Base MCP Server
Turns Confluence documentation into an AI-powered knowledge base, enabling natural language questions about your systems with answers retrieved from your actual documentation through semantic search.
LexLink
Enables AI systems to search, retrieve, and analyze Korean legal information from the National Law Information API (law.go.kr), including laws, administrative rules, English translations, and law-ordinance linkages.
mcp-finnish-companies
Provides access to the Finnish company registry (PRH/YTJ) to search for businesses and retrieve detailed information using Business IDs. It enables users to perform industry-specific searches and track recent company registrations through official government open data.
Senzing MCP Server
Enables entity resolution capabilities through the Senzing SDK, allowing AI assistants to search entities, manage records, analyze relationships between entities, and perform bulk data imports with multithreading.
Flight + Stay Search MCP
Enables searching for flights (one-way, round-trip, multi-city) and hotels using the Duffel API, with support for detailed offer information, cabin class preferences, and guest reviews.
Gmail MCP
Enables comprehensive Gmail management through the Gmail API, including sending/receiving emails, organizing labels and threads, managing drafts, and configuring account settings with secure OAuth2 authentication.
dex-pools-mcp
An MCP server that provides AI agents with real-time access to DEX liquidity pool data, enabling smarter trading, analytics, and automated strategies.
Enhanced MCP Server
Production-grade Google services integration (Gmail, Calendar, Drive, Sheets, Keep) with intelligent multi-provider LLM fallback system, featuring automated email categorization, calendar management, and job application tracking.
Cox's Bazar AI Itinerary MCP Server
Provides travel planning tools for Cox's Bazar, Bangladesh, including weather forecasts, AI-powered itinerary generation, and pre-configured travel planning prompts.