AI & ML
Embeddings, Vector DBs, and machine learning tools
15,691 servers in this category
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.
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.
mcp
A semantic search and retrieval server for Ghost blog content using Chroma Cloud, Voyage embeddings, and Splade vectors for hybrid search capabilities.
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.
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.
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.
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.
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.
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.
mcp-tool-factory
An MCP server that automates the creation of other MCP servers from natural language, OpenAPI specifications, or database schemas, complete with tests and production furniture.
pubcrawl
PubMed literature search and US/UK drug labelling for AI assistants.
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.
PixdataOrg-coderide
CodeRide MCP integrates AI-native task management directly into your development environment, allowing AI agents to manage tasks, understand project context, and update knowledge graphs and diagrams.
Figma MCP Server
A robust MCP server that bridges AI assistants with Figma, enabling complex tasks like design token extraction, automated asset exporting, and real-time collaboration management via natural language.
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.
promptarchitect-mcp
An AI-powered prompt engineering server that refines, analyzes, and generates highly specific prompts tailored to your project's tech stack, file structure, and dependencies.
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.
mermaid-mcp-server
A tool-based workflow for agents to discover and visualize codebases by converting local or GitHub projects into Mermaid diagrams and rendering them as PNG images via Kroki.
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.
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.
Cloudinary
This MCP server provides an interface to Cloudinary's Upload and Admin APIs, enabling AI assistants to upload, search, manage, and retrieve metadata for digital media assets.
peeky-search
MCP server for web search that extracts relevant excerpts instead of summarizing. BM25 + heuristic ranking, no LLM needed.
skill-ninja-mcp-server
An MCP server for discoverability and lifecycle management of AI agent skills, allowing users to search, install, and update tools from a curated index or GitHub.
mt-data-mcp
A toolset for MetaTrader 5 that bridges market data with data science, providing advanced forecasting, regime detection, and automated trading capabilities through the Model Context Protocol.
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.
SQL Server MCP (Windows)
A robust SQL Server integration for AI assistants featuring safe read-only querying, deep schema exploration, and relationship mapping with native Windows Authentication support.
KIMI AI
A Kimi AI (Moonshot) integration for MCP providing text generation via Qwen2.5-72B and vision capabilities, including built-in web search functionality powered by DuckDuckGo.
educational-mcp
A specialized MCP server that provides modular educational intelligence tools including cognitive diagnosis, knowledge tracking, sentiment analysis, and personalized path planning via FastAPI endpoints.
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.
expense-tracker-mcp-server
A personal finance MCP server that uses SQLite to record, categorize, and analyze expenses through natural language interactions.