AI & ML
Embeddings, Vector DBs, and machine learning tools
15,691 servers in this category
Claude Code Review
MCP (Model Context Protocol) Server. Provides a server for obtaining structured and freeform code reviews from OpenAI, Google, and Anthropic models with support for project context, related files, and language detection.
Protonmail
MCP (Model Context Protocol) Server. Enables sending emails through Protonmail's SMTP service with support for multiple recipients, CC/BCC functionality, and both plain text and HTML content.
Chroma Working Memory
A persistent working memory server for AI development that integrates ChromaDB to provide automated codebase indexing, semantic code chunking, and bidirectional linking between chat logs and code changes.
Google Calendar
MCP (Model Context Protocol) Server. Integrates with Google Calendar to enable direct calendar management, event operations, and advanced scheduling features like free/busy queries and mutual availability coordination.
TiDB MCP Server
A TiDB MCP server that allows Claude Desktop to connect to and manage TiDB serverless database clusters using natural language.
WhatsApp Cloud API MCP Server
An MCP server that enables AI agents to interact with the WhatsApp Cloud API to send text and template messages, manage media, and monitor connection health.
Sherlog MCP
A persistent IPython-based MCP server that provides stateful data analysis through a DataFrame-centric architecture and CLI execution, designed to minimize context overload by persisting tool outputs as variables.
ServeMyAPI (macOS Keychain)
MCP (Model Context Protocol) Server. Securely stores and retrieves API keys using macOS Keychain, allowing natural language access to credentials without exposing them in .env files
X (Twitter)
A comprehensive MCP server for X (Twitter) that integrates the standard v2 API with SocialData.tools to provide advanced research, analytics, and thread reconstruction capabilities without high-tier API requirements.
CodeRabbit MCP Server
A specialized MCP server that allows LLMs to interact with CodeRabbit AI reviews on GitHub, facilitating the automated analysis, implementation, and resolution of AI-generated code suggestions.
Text-to-GraphQL MCP Server
A multi-agent MCP server that uses LangGraph to convert natural language into GraphQL queries, with built-in schema introspection, validation, and execution capabilities.
omega-memory
Persistent memory for AI coding agents
blockscout-mcp-server
A comprehensive MCP server providing contextual access to blockchain data from Blockscout, enabling AI agents to query balances, tokens, NFTs, and contract metadata across multiple chains.
Home Assistant
MCP (Model Context Protocol) Server. Enables direct control of smart home devices through Home Assistant API, allowing natural language searching of entities and management of device states, light colors, and brightness levels.
Obsidian
A comprehensive MCP server for Obsidian providing advanced knowledge graph analysis, Dataview-style querying, Canvas manipulation, and template-based note creation.
jazz-ai
A powerful autonomous AI agent framework that executes multi-step workflows like email management, git operations, and code analysis through natural language. It provides built-in support for the Model Context Protocol (MCP) to connect with external databases, APIs, and developer tools.
Code Mode
A robust MCP server that enables sandboxed Python code execution with DSpy-powered reasoning to orchestrate external tools through a single code block.
unifi-mcp-server
An MCP server that leverages official UniFi API
Evolution WhatsApp API
MCP (Model Context Protocol) Server. Connects AI systems to WhatsApp through the Evolution API, enabling message management, media sharing, and contact operations for automated customer service and messaging workflows.
Jentic
MCP (Model Context Protocol) Server. Enables AI assistants to discover and execute external APIs and workflows through a Python SDK that leverages the Open Agentic Knowledge repository for standardized API access and execution.
Prediction Markets (Polymarket, PredictIt, Kalshi)
A real-time prediction market data aggregator that retrieves current odds and prices from Polymarket, PredictIt, and Kalshi without requiring API keys.
Ticketmaster
A tool-based MCP server that integrates with the Ticketmaster Discovery API to search and retrieve detailed information about entertainment events, venues, and attractions.
codingbuddy
Codingbuddy orchestrates 29 specialized AI agents to deliver code quality comparable to a team of human experts through a PLAN → ACT → EVAL workflow.
proletariat-cli
Agent orchestration platform - multi-agent spawning, tickets, boards, and workflows
Phaser Editor MCP Server
A specialized MCP server that bridges LLMs with the Phaser Editor v5 desktop application, enabling AI-powered game scene management, asset inspection, and tilemap editing directly within the IDE platform.
Homebrew
A package management MCP server that enables LLMs to control Homebrew on macOS, allowing for the installation, discovery, and maintenance of developer tools through natural language.
io.github.EOX-A/EOxElements
A specialized MCP server that provides documentation, API details, and metadata for the EOxElements geospatial Web Component collection to help coding agents integrate these UI elements.
VisionAgent MCP
A simple MCP server that enables your LLM to better reason over images, video and documents.
Aibolit Java Code Analyzer
A tool that integrates the Aibolit Java code analyzer with AI agents to pinpoint and refactor critical architectural and design issues in Java codebases.
mcp_godot_rag
An MCP server that provides Retrieval-Augmented Generation (RAG) capabilities for Godot Engine documentation using a ChromaDB vector store. It allows language models to query and reference official Godot documentation efficiently.