AI & ML
Embeddings, Vector DBs, and machine learning tools
15,691 servers in this category
AWS Terraform MCP Server
A containerized Model Context Protocol server that enables using natural language to develop AWS infrastructure with Terraform, offering best practices guidance, security scanning with Checkov, and access to AWS provider documentation.
MCP Hub
An AI-native management hub that enables users to control WordPress, WooCommerce, and various self-hosted services like Gitea and Supabase through AI assistants. It provides a comprehensive suite of nearly 600 tools for managing content, ecommerce stores, repositories, and databases using natural language.
MCP Work History Server
A Model Context Protocol server that enables AI tools to automatically log their activities with detailed metrics like timestamps, token usage, and costs into daily markdown worklog files.
social-research-mcp
An MCP server for cross-platform social media research that enables scraping, semantic search, and analysis across seven major social platforms. It uses Apify for data retrieval and stores results in a local database for AI-powered trend detection and profile analysis.
llm-advisor
Real-time LLM/VLM benchmarks, pricing, and recommendations. 336+ models, 5 sources.
rug-munch-mcp
Crypto risk intelligence: 19 tools for rug pull detection, AI forensics, and token analysis.
Vimeo MCP Server
Provides a Multi-Agent Conversation Protocol server for interfacing with the Vimeo API, allowing agents to interact with Vimeo's video platform services through natural language.
Engagio MCP
Engagio MCP connects Claude to Twitter for intelligence-driven engagement, enabling users to monitor high-value accounts, score tweets by engagement velocity, and manage a strategic reply queue with built-in analytics.
Self-Hosted Supabase MCP Server
Enables developers to interact with self-hosted Supabase instances, providing database introspection, migration management, auth user operations, storage management, and TypeScript type generation directly from MCP-compatible development environments.
Snowflake MCP Server
Enables Claude to interact with Snowflake data warehouses through natural language for executing SQL queries, exploring schemas, and monitoring data freshness. It streamlines data analysis workflows by bringing Snowflake capabilities directly into the AI conversation.
Jarvis MCP Server
A production-ready integration server that connects Claude to n8n and Supabase for semantic memory retrieval, workflow orchestration, and automated task management across multiple platforms.
Adobe Commerce MCP Server by CData
This read-only MCP Server allows you to connect to Adobe Commerce data from Claude Desktop through CData JDBC Drivers. Free (beta) read/write servers available at https://www.cdata.com/solutions/mcp
Cluster Execution MCP Server
Enables distributed task execution across a cluster of nodes with automatic routing based on load, OS, and architecture requirements. It provides secure SSH-based remote command execution, parallel processing capabilities, and real-time cluster health monitoring.
MCP AI Bug Helper
Provides emergency coding assistance by querying three AI coding models simultaneously through OpenRouter, with automatic premium fallback on rate limits, returning multiple expert opinions with cost and latency telemetry for debugging and problem-solving.
Marketing Automation MCP Server
A comprehensive automation server that integrates Google Ads, Facebook Ads, and Google Analytics to optimize marketing workflows using AI-driven budget allocation and copy generation.
Obsidian MCP Server
A server that enables AI agents to perform sophisticated knowledge discovery and analysis across Obsidian vaults through the Local REST API plugin, supporting complex multi-step workflows with advanced filtering and full content retrieval.
MCP Desktop Tools
Enables searching text across configured local workspaces using ripgrep. Provides secure text search capabilities within defined workspace boundaries through both MCP server and CLI interfaces.
iMessage MCP Server
A specialized MCP server for accessing macOS message history, uniquely capable of decoding binary attributedBody data to read RCS, SMS, and mixed-protocol group chats.
mcp-yeoman
A Model Context Protocol (MCP) server that provides integration with Yeoman generators, allowing AI agents to search for and run Yeoman templates programmatically.
Armor Crypto MCP
Enables AI agents to interact with cryptocurrency ecosystems through wallet management, trading operations (swaps, DCA, limit orders), staking, and multi-chain support starting with Solana.
Dune Analytics MCP Server
A Model Context Protocol server that connects AI agents to Dune Analytics data, providing access to DEX metrics, EigenLayer statistics, and Solana token balances through structured tools.
Proton MCP Server
Enables full Proton Mail management through the Model Context Protocol by connecting to a local Proton Mail Bridge instance. It allows users to list, search, read, send, and organize emails using natural language commands.
WarpGBM MCP Service
Provides GPU-accelerated gradient boosting model training and inference through a cloud service. Enables AI agents to train models on NVIDIA A10G GPUs and get fast cached predictions with portable model artifacts.
Supabase MCP Server - Self-Hosted Edition
Enables comprehensive management of self-hosted or cloud Supabase instances with 54+ tools for database operations, authentication, storage, real-time subscriptions, migrations, and monitoring through MCP protocol.
Linear MCP Server
A Deno implementation that enables AI models to interact with Linear issue tracking functionality, supporting searching issues, reading details, updating, and commenting.
Apple RAG MCP
Provides AI agents with instant access to official Apple developer documentation, Swift docs, design guidelines, and Apple Developer YouTube content through advanced semantic and hybrid search capabilities. Features AI-powered reranking for accurate retrieval of Apple platform knowledge including iOS, macOS, watchOS, tvOS, and visionOS development resources.
FSS Pension MCP Server
Provides FSS (Korean Financial Supervisory Service) pension data to AI models like Claude through Model Context Protocol, enabling real-time pension product information retrieval and personalized AI-based pension consultation services.
brainstorm-mcp
Enables multi-round brainstorming debates between multiple AI models like GPT, DeepSeek, and Ollama to produce synthesized final outputs. Users can orchestrate parallel model interactions where AI agents critique and refine each other's ideas to reach a consolidated conclusion.
Google Calendar MCP Server
A Google Calendar MCP server that allows for managing events, searching agendas, and checking availability while offering specialized integration for Home Assistant and SSE support.
EVM MCP Server
Provides comprehensive access to Ethereum Virtual Machine (EVM) JSON-RPC methods for querying blockchain data, executing smart contract calls, and interacting with any EVM-compatible network including Ethereum, Polygon, Arbitrum, and more. Enables users to check balances, analyze transactions, estimate gas, retrieve logs, and perform blockchain operations through natural language.