AI & ML
Embeddings, Vector DBs, and machine learning tools
15,691 servers in this category
Memory Bank
A structured development workflow system that maintains persistent project context through five specialized operational modes and file-based state management.
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.
biopython-mcp
A specialized MCP server that integrates the BioPython library to provide tools for biological sequence analysis, alignment, NCBI/UniProt database access, and structural bioinformatics within AI workflows.
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.
pubcrawl
PubMed literature search and US/UK drug labelling for AI assistants.
U2 MCP Server
A specialized MCP server that enables AI assistants to query and manage Rocket Universe and UniData MultiValue databases using natural language, featuring full CRUD operations, BASIC subroutine execution, and automated knowledge persistence.
Pokepaste
Converts Pokemon team compositions into shareable Pokepaste URLs by automatically uploading formatted configurations to pokepast.es.
analytics
A comprehensive analytics suite that transforms natural language questions into professional insights using statistical methods, machine learning, and interactive HTML visualizations.
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.
Project Explorer MCP Server
Provides tools for analyzing project structures, searching through codebases, managing dependencies, and performing file operations with advanced filtering capabilities.
PDF2MD
A specialized MCP server that converts local and remote PDF documents into Markdown format, featuring incremental processing to resume conversions and AI-driven content extraction.
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.
NPI Registry
A specialized MCP server that integrates with the National Provider Identifier (NPI) registry to search and retrieve detailed healthcare provider and organization data from CMS.
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.
jsx-notation
JSXN encoder/decoder — compact notation for React/Next.js files, optimized for LLMs
Alibaba Cloud Operations
A comprehensive MCP server for managing Alibaba Cloud resources including ECS instances, OSS storage, RDS databases, and monitoring via CloudMonitor and OOS.
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.
Kogna
An MCP server bridge for Kogna's multi-agent AI avatar system, enabling users to interact with specialized avatars, switch rooms, and manage conversational sessions via a specialized HTTP backend.
JinaAI Grounding
An MCP server that integrates JinaAI's Grounding API to provide real-time web content verification, fact-checking, and comprehensive content analysis for LLMs.
China Weather MCP Server
A weather forecasting MCP server for Chinese cities powered by the QWeather API, providing 1-7 day forecasts and real-time meteorological warnings.
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.
bielacki-igdb-mcp-server
Access the Internet Game Database (IGDB) to search for video games, retrieve detailed metadata, and explore trending titles using the Model Context Protocol.
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.
mcp
A semantic search and retrieval server for Ghost blog content using Chroma Cloud, Voyage embeddings, and Splade vectors for hybrid search capabilities.
rainbowgore-stealthee-mcp-tools
A dev-first intelligence system for surfacing pre-public product signals and stealth launches through automated web search, content extraction, and AI-powered scoring.
Fleur App Launcher
A platform-specific MCP server that integrates with the Fleur application to launch external tools like Gmail, Linear, and Slack on macOS and Windows.
chimera_mcp
A personal AI memory system that bridges Notion with Claude via the Model Context Protocol, using Neo4j to build a semantic knowledge graph for intelligent intent-based searching.
memory-mcp
An enterprise-grade knowledge graph memory server featuring hierarchical nesting, semantic search with embeddings, and advanced graph algorithms. It provides a robust dual-storage backend (JSONL/SQLite) for persistent, structured long-term memory management.
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.
mushcode-mcp-server
A specialized MCP server for MUD development that provides AI-powered code generation, syntax validation, and optimization for MUSHCODE across various server engines like PennMUSH and TinyMUSH.