AI & ML
Embeddings, Vector DBs, and machine learning tools
15,691 servers in this category
MAXential-Thinking-MCP
A sophisticated structured reasoning toolkit that functions like 'git for thoughts,' allowing AI models to branch, revise, and navigate complex reasoning chains.
Voice Gen (Minimax AI)
A Model Context Protocol server that converts text to high-quality speech using Minimax AI and automatically stores the audio in Amazon S3 for persistent access.
Desktop Notifications
A lightweight Bash-based MCP server that allows AI assistants to send desktop notifications via the notify-send command on Linux and macOS.
Cowsay
A whimsical MCP server that brings the classic cowsay utility to LLMs, allowing them to generate ASCII art speech and thought bubbles using over 9 character variants like Tux, dragons, and elephants.
arcgis-mcp-server
Intelligent ArcGIS content search. Works with Online/Enterprise. Requires user credentials.
semantic-frame
A tool for converting raw numerical datasets into token-efficient natural language narratives, providing deterministic analysis of trends, volatility, and anomalies for LLMs.
Second Brain MCP Server
Captures and organizes structured markdown notes from Claude sessions locally, featuring automatic complexity analysis, pattern detection, and advanced similarity-based search for a developer's personal knowledge base.
dida-mcp-server
A specialized MCP server for hotel management that enables searching for accommodations with detailed filters, managing room bookings, and retrieving customer reviews.
gorev
A Go-based task management system that provides AI assistants with structured project tracking, template-based task creation, and bilingual support via the Model Context Protocol.
pubcrawl
PubMed literature search and US/UK drug labelling for AI assistants.
File System Utilities
MCP (Model Context Protocol) Server. Provides a set of file system utilities for executing shell commands, displaying file contents, searching with regex, and writing to files through a Go-based server that communicates via stdio transport.
doubao-image-video-mcp
A Model Context Protocol server for ByteDance's Doubao models, enabling high-quality image generation via Seedream and video creation via Seedance with task management.
DevPlan MCP Server
A robust project planning and execution framework that transforms requirements into detailed development plans with automated verification and a lessons-learned feedback loop.
StarRocks
A Python-based MCP server that enables AI models to interact with StarRocks databases, providing tools for schema exploration, data querying, and table management with optional read-only safety.
Sleep
A utility MCP server that enables AI agents to implement timed delays and pauses, supporting workflow coordination and rate limiting with configurable timeout constraints.
Web Content Pick
A robust web extraction tool that utilizes customizable CSS selectors and recursive crawling to pull structured content from web pages directly into an AI assistant.
peeky-search
MCP server for web search that extracts relevant excerpts instead of summarizing. BM25 + heuristic ranking, no LLM needed.
LittleSis
A specialized MCP server that interfaces with the LittleSis API to research corporate power structures, political connections, and revolving-door relationships between business and government entities.
local-RAG-backend
A Docker-based local RAG backend that implements the Model Context Protocol to provide advanced document search through a combination of vector, graph, and full-text retrieval using Neo4j and Graphiti.
TrainingPeaks-MCP
A robust MCP server that connects TrainingPeaks data to AI assistants, enabling natural language analysis of fitness trends, power peaks, and workout metrics without requiring official API approval.
Factsets MCP Server
A robust SQLite-backed knowledge base for AI agents that persists facts, documents skills, and monitors resource staleness to maintain project-specific context.
mcp-tmux
A robust MCP server that enables LLMs to observe and control remote tmux sessions with grounded state. It facilitates collaborative terminal workflows through SSH, allowing AI models to manage windows, panes, and execute commands while maintaining full context of the terminal output.
Dungeon Explorer
A text-based RPG engine that enables AI models to act as dungeon masters by providing tools for room navigation, player status management, and ASCII map rendering of procedurally-defined dungeons.
PubMed Medical Literature Research
MCP (Model Context Protocol) Server. Enables search, retrieval, and analysis of academic medical literature through the NCBI PubMed database with formatted citations and researcher publication statistics.
Career Break Resilience (Resume Optimizer)
An MCP server that automates resume optimization by filtering and prioritizing content through heap-based algorithms and automated relevance scoring. It enables users to tailor resume bullet points to specific job descriptions using LLM orchestration.
Central-Memory-MCP
A .NET 10 Azure Functions memory server that provides durable knowledge graph storage using entities, relations, and observations with workspace isolation.
Gemini MCP Server
A Google Gemini MCP server that enables multi-turn AI conversations, file and image analysis, and Google Search integration through the AIStudioProxyAPI backend.
novaposhta
A professional-grade MCP server for integrating Nova Poshta shipping services with AI assistants, enabling package tracking, waybill management, and logistics data access.
Pokemon VGC Damage Calculator
A specialized MCP server that provides Pokémon VGC damage calculation capabilities using the Smogon calc library to analyze battle scenarios and knock-out probabilities.
mendeley-mcp
A Mendeley integration for MCP that allows LLMs to search personal paper libraries, browse folders, look up documents by DOI, and search the global Mendeley research catalog.