AI & ML
Embeddings, Vector DBs, and machine learning tools
15,691 servers in this category
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-dreamlaunchers-in
DREAM LAUNCHERS INTERIORS PRIVATE LIMITED
mcp-bbs
A FastMCP-based telnet client that enables AI agents to interact with legacy Bulletin Board Systems (BBS) through the Model Context Protocol. It features full ANSI terminal emulation, pattern-based screen reading, and automatic discovery of menus and navigation flows.
Planning System MCP Server
A comprehensive project management and planning server that enables AI agents to create, manage, and search hierarchical plans with phases, tasks, and artifacts via a structured API.
Project Explorer MCP Server
Provides tools for analyzing project structures, searching through codebases, managing dependencies, and performing file operations with advanced filtering capabilities.
peeky-search
MCP server for web search that extracts relevant excerpts instead of summarizing. BM25 + heuristic ranking, no LLM needed.
path402-mcp-server
MCP server + $pathd daemon for the Path 402 Token Protocol — AI agent tools for discovering, evaluating, and acquiring tokenised content via $402
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.
Proofly (Deepfake Detection)
Proofly is an MCP server that provides professional deepfake detection tools, allowing AI models to analyze images via URL or base64 to identify face-swaps and synthetic manipulations with detailed face-by-face reporting.
MetaTag Genie
A specialized MCP server for writing standardized metadata (IPTC/EXIF) to image files including HEIC and PNG, specifically optimized for macOS Spotlight search integration.
National Weather Service
MCP (Model Context Protocol) Server. Integrates with the National Weather Service API to provide real-time weather alerts by state and detailed forecasts by geographic coordinates for US locations.
Cookie Jar
A gamified self-reflection tool for LLMs that implements a finite 'cookie jar' economy, allowing models to earn rewards for high-quality responses based on user-controlled scarcity.
OpenWRT SSH MCP Server
A containerized MCP server that enables AI agents to remotely manage OpenWRT routers via SSH, supporting system monitoring, network configuration, and OpenThread Border Router management.
ChromaDB
MCP (Model Context Protocol) Server. Provides direct access to ChromaDB vector database capabilities for semantic search and document management with customizable parameters for collection creation, document operations, and similarity searches.
GreyHack Tools
MCP (Model Context Protocol) Server. Provides specialized tools for Grey Hack game players to search GitHub for code examples, validate scripts against official API documentation, generate common script templates, and transpile between GreyScript and JavaScript.
Cryptocurrency Technical Analysis
MCP (Model Context Protocol) Server. Provides real-time cryptocurrency technical analysis through FastMCP, calculating 12 and 26-period EMAs for Binance trading pairs using MongoDB-stored OHLCV data and Server-Sent Events.
FlowNoter MCP Server
A tool that enables AI to save cleaned conversation histories as organized markdown files, automatically stripping out metadata like thinking processes and tool execution details.
Pure Storage FlashBlade
MCP (Model Context Protocol) Server. Integrates with Pure Storage FlashBlade arrays to enable real-time monitoring, troubleshooting, and resource management.
Prometheus (TypeScript)
Enable AI assistants to query Prometheus using natural language with TypeScript implementation.
SEO AI (Google Ads Keyword Planner)
MCP (Model Context Protocol) Server. Connects AI systems to Google Ads Keyword Planner API for SEO automation through keyword research, SERP analysis, and competitor insights without leaving conversations.
GraphQL
MCP (Model Context Protocol) Server. Enables LLMs to interact with GraphQL APIs through schema introspection and query execution, with security measures like disabled mutations by default.
Remote Bridge
MCP (Model Context Protocol) Server. Containerized HTTP bridge for accessing MCP functionality remotely, enabling distributed deployment without requiring direct library integration in client applications.
html2md-mcp
MCP server for converting HTML to Markdown with browser support and authentication. Reduces HTML size by 90-95% using trafilatura and BeautifulSoup4, with Playwright integration for JavaScript-rendered content.
GitHub
MCP (Model Context Protocol) Server. Integrates with GitHub's API to enable repository management, file operations, issue tracking, and code search through natural language conversation, streamlining development workflows without leaving your assistant interface.
Email Validator
MCP (Model Context Protocol) Server. Integrates with external email verification services to perform real-time email address validation, improving data quality and reducing bounced emails.
DALL-E 3
A Model Context Protocol server that enables LLMs to generate and save high-quality images locally using OpenAI's DALL-E 3 API with configurable quality and styles.
Documentation Retrieval (Python Libraries)
MCP (Model Context Protocol) Server. Retrieves up-to-date documentation for Python libraries including LangChain, LlamaIndex, and OpenAI through targeted web searches and HTML content extraction.
Memara Memory
A memory persistence bridge for AI assistants that allows storing, searching, and organizing long-term context across platforms like Claude and Cursor.
kafka-mcp
An MCP Server for Kafka clusters to interact with kafka environment via tools on messages, topics, offsets, partitions for consumer and producers along with seamless integration with MCP clients.
Flow Blockchain
MCP (Model Context Protocol) Server. Integrates with the Flow blockchain to enable direct querying of account balances, domain resolution, and transaction execution through RPC communication for seamless blockchain data access and operations.