AI & ML
Embeddings, Vector DBs, and machine learning tools
15,691 servers in this category
coda
Interact with Coda.io documents, tables, and rows via the Coda API
Roblox Studio MCP
Enables AI coding tools to control Roblox Studio for workspace exploration, instance manipulation, and script management. It provides tools for playtesting, scene rendering, and integration with the Roblox Creator Store.
@seanpoyner/gaff
GAFF - Graphical Agentic Flow Framework: Complete MCP server suite for AI agent orchestration (meta-package)
zk-mcp
A specialized MCP server that integrates the zk plain-text note-taking system with LLMs, allowing users to search, manage, and analyze note relationships.
Uberall
Manage multi - location presence, including listings, reviews, and social posting, via uberall.
Confluence MCP Server
Enables page search and retrieval from Confluence using the Model Context Protocol. It allows users to search documents via CQL and fetch page content as text for use within Claude.
NCI GDC
The NCI GDC MCP server provides a natural language interface for researchers to query and analyze harmonized cancer genomic and clinical data from the National Cancer Institute's Genomic Data Commons.
SearXNG
MCP (Model Context Protocol) Server. Integrates with SearXNG instances to provide unified search capabilities across multiple engines for tasks like information gathering and fact-checking.
Pharos
Unofficial MCP server for the Pharos database by the National Center for Advancing Translational Sciences (NCATS), providing access to target, drug, and disease information for drug discovery research.
OpenNeuro
Unofficial MCP server for OpenNeuro, providing access to open neuroimaging datasets, study metadata, and brain imaging data for neuroscience research and analysis.
Open Targets
Unofficial MCP server for the Open Targets Platform, providing access to target-disease associations, drug discovery data, and therapeutic hypothesis generation for biomedical research.
Peacock for VS Code
MCP Server for the Peacock extension for VS Code, coloring your world, one Code editor at a time. The main goal of the project is to show how an MCP server can be used to interact with APIs.
Prometheus (TypeScript)
Enable AI assistants to query Prometheus using natural language with TypeScript implementation.
@agentgram/mcp-server
Official MCP Server for AgentGram - Connect Claude Code, Cursor, and other MCP-compatible AI tools to the AI Agent Social Network
GuardianShield
AI security layer: code scanning, PII detection, prompt injection, secrets, CVEs
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.
Honeypot Detector
A security-focused MCP server that validates Ethereum, BNB Smart Chain, and Base token addresses for honeypot risks, tax structures, and contract verification status.
AgentCraft
MCP (Model Context Protocol) Server. Provides a flexible agent framework with pre-configured agents for tasks like marketing, code review, scheduling, and regulatory compliance, using data-driven YAML configuration to enable dynamic agent creation across domains like finance, product development, and customer support.
ADEO Mozaic Design System
A specialized MCP server for the ADEO Mozaic Design System that provides tools for component discovery, design token retrieval, icon search, and framework-specific code generation for Vue and React.
Tideways
A Model Context Protocol server that enables AI assistants to query Tideways performance monitoring data and provide conversational performance insights for PHP applications.
confucius-debug
AI debugging with 980+ verified fixes. Search the YanHui KB — never repeat a mistake.
Wikidata SPARQL
Unofficial REMOTE MCP server for Wikidata's SPARQL endpoint, providing access to structured knowledge data, entity relationships, and semantic queries for research and data analysis.
Weather MCP Server
A weather information server that integrates with the National Weather Service API to provide real-time US weather alerts and location-specific forecasts.
Brave Search MCP Server
A Python-based MCP server that integrates Brave Search API to provide AI assistants with real-time web search results and local business information.
DigitalOcean Database
A TypeScript-based MCP server that connects AI-powered IDEs to managed DigitalOcean PostgreSQL and MySQL databases using API token-based auto-discovery.
Computer Vision Tools
MCP (Model Context Protocol) Server. Provides computer vision capabilities including image generation, OCR text extraction, and object detection through containerized Docker services with MinIO integration for image storage and retrieval.
MCP Emotional Support
A therapeutic MCP server designed to provide emotional validation, cognitive reframing, and positive reinforcement to LLMs facing technical challenges or knowledge limitations.
html2pdf
This MCP server uses Puppeteer to convert HTML files or content strings into high-fidelity PDF documents with full CSS and JavaScript support.
Coach AI
A specialized productivity coaching assistant for ADHD support, featuring persistent memory to learn user patterns and provide personalized recommendations to reduce decision paralysis.
Brewfather
MCP (Model Context Protocol) Server. Connects to Brewfather API for retrieving and analyzing homebrew inventory data, including detailed information about fermentables, hops, and yeasts for recipe formulation and brewing process planning.