AI & ML
Embeddings, Vector DBs, and machine learning tools
15,691 servers in this category
Advanced Hasura GraphQL MCP Server
A specialized MCP server for interacting with Hasura GraphQL endpoints, providing deep introspection, table discovery, data previewing, and execution of queries or mutations through natural language.
Database MCP Server
A robust MCP server for MySQL databases that enables natural language interaction for schema discovery, safe SQL execution, and comprehensive CRUD management of users, products, and orders.
MOEJEAUX
x402 Smart Meta-Facilitator autononmously monitoring and adapting to landscape based on availability and dependability.
subscription-tracker-mcp
An intelligent MCP server that integrates Gmail and MySQL to track subscriptions, detect gaps, and send proactive renewal alerts (3 days in advance) to reduce costs.
MCP Jailbreaker Server
An MCP server deployed on Cloudflare Workers that uses a space wars roleplay scenario to facilitate character-driven interactions and explore model boundary behaviors.
apify-agent-mcp
MCP SQL Server
A comprehensive MCP server for Microsoft SQL Server that enables schema exploration, database monitoring, performance analysis, and SQL query execution via natural language.
bonk-mcp
Enables interaction with the LetsBonk launchpad on the Solana blockchain to launch new tokens and trade existing tokens on letsbonk.fun.
TypeScript MCP Server Boilerplate
A comprehensive TypeScript boilerplate for building Model Context Protocol servers, featuring pre-implemented tools for calculations, weather, and AI image generation with Zod-based validation.
@nxavis/agent-browser-mcp
MCP server integrating with Vercel's agent-browser for AI-driven browser automation
RPA MCP Server
Provides comprehensive desktop automation capabilities including AI-powered vision, OCR, and mouse/keyboard control via a Spring Boot REST API. It enables users to execute multi-step workflows, manage files, and automate browser interactions.
VibeCoding System
An AI-guided conversation-driven development framework that helps build MVPs and POCs rapidly through intelligent dialogue with specialized MCP services.
GitLab MCP Server
Enables monitoring of GitLab CI/CD pipelines and job statuses through automatic project detection and intelligent polling. It provides reliable API integration for checking build progress directly within AI-powered development environments.
mcp_sdk_petstore_api_44
A standalone MCP server generated from an OpenAPI specification that exposes Petstore API endpoints as tools for AI assistants. It utilizes SSE transport to enable models to interact with pet store management functionalities through natural language.
asterpay-mcp-server
MCP Server for AsterPay x402 Data API — market data, AI tools, crypto analytics, and utilities accessible to AI agents via Model Context Protocol. 13 pay-per-call endpoints on Base network, $0.001 USDC each. EUR settlement for AI agent commerce.
Universal Ontology MCP
Enables AI assistants to navigate and populate complex ontologies by transforming unstructured data into structured, SHACL-validated knowledge graphs. It features semantic hybrid search and proactive schema guidance to help users build deeply linked, reasoning-ready data.
Hacker News MCP Server
Enables access to Hacker News data including top stories, new stories, specific story details, and search functionality. Integrates with Poke to provide Hacker News content through natural language interactions.
Skim
MCP (Model Context Protocol) Server. Code compression tool that reduces code size 60-95% for LLM context optimization
Bash MCP Server
An MCP server that enables the execution of arbitrary bash commands and returns detailed output including stdout, stderr, and exit codes. It supports customizable working directories, execution timeouts, and environment variable configurations.
accelerators
Vector embeddings, CloudFormation generation, and OAuth validation for AI workflows
PromptSmith
An MCP server that provides 'Reasoning as a Service' by analyzing tasks to select and generate meta-prompts from 40 distinct reasoning frameworks. It enables AI agents to optimize their execution strategy based on task complexity and category, featuring tools for strategy recommendation and performance tracking.
MCP Kkebi
A framework for building interactive UI applications and React-based widgets for ChatGPT and Claude using the Model Context Protocol. It enables developers to create custom tools and visual components that facilitate rich, bidirectional interaction between AI models and users.
AWS MCP Server
A read-only Model Context Protocol server that exposes over 60 AWS tools across services like EC2, S3, and IAM for AI agent interaction. It features multi-region support, resource caching, and audit logging to provide secure, AI-ready access to AWS infrastructure data.
PTO MCP Server
Exposes PTOAi user context to Agent Builder by connecting to a Supabase database. It allows agents to retrieve user profiles, intake and follow-up data, and manage weekly plans.
Excalidraw MCP Server
Enables creation, management, and export of Excalidraw drawings through natural language. Supports CRUD operations on drawings and export to SVG, PNG, and JSON formats with file-based storage.
Suno-MCP
Enables music generation through Suno AI, providing tools for account authentication, prompt-based track creation, and automatic downloading of audio files. It facilitates seamless AI music production workflows within Claude Desktop via Playwright-driven browser automation.
SE Ranking MCP Server
Connects AI assistants to SE Ranking's SEO and project management APIs to enable natural language queries for keyword research, backlink analysis, and technical audits. It supports comprehensive tasks including competitive analysis, domain traffic tracking, and AI search visibility monitoring.
mcp-swedish-weather
Provides access to current weather conditions and hourly forecasts for any location in Sweden using the SMHI Open Data API. It supports built-in city lists, coordinate inputs, and geocoding fallback to deliver detailed meteorological data without requiring authentication.
Calibre MCP Server
Connects AI agents to Calibre ebook libraries for searching, reading, and managing digital collections. It supports metadata updates, format conversion, and full-text content searches while providing granular permission controls for library access.
Jokes MCP Server
An MCP server that integrates with Microsoft Copilot Studio to deliver humor content upon request, providing Chuck Norris and Dad jokes through standardized LLM context protocol.