AI & ML
Embeddings, Vector DBs, and machine learning tools
15,691 servers in this category
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.
iCloud Photos
A specialized MCP server for macOS that integrates with the local iCloud Photos library to enable semantic search and analysis of metadata including locations, labels, people, and photography patterns.
Kiro Memory
High-performance memory and task management server featuring semantic search, sequential reasoning chains, and automated project convention learning to maintain context across AI development sessions.
Auto Causal Inference
MCP (Model Context Protocol) Server. Automates causal inference analysis on SQLite banking data by using LLM-guided variable classification to generate causal graphs and estimate Average Treatment Effects through DoWhy statistical methods with plain-language business summaries.
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.
File Converter
MCP (Model Context Protocol) Server. Provides file conversion capabilities for transforming documents and images between formats like DOCX, PDF, Excel, CSV, and HTML without external tools
Grep
A system grep-powered search tool for MCP that enables regex file searching with recursive directory support and context-aware results.
izan.io
Turn Any Browser Action & Data Extraction into an AI Tool in 60 Seconds
Llms.txt
This MCP server integrates with the Awesome-llms-txt repository to provide AI models with direct access to structured documentation files, improving their ability to provide technical support and code explanations.
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.
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
Directus CMS
MCP (Model Context Protocol) Server. Connects AI systems to Directus headless CMS, enabling content management operations like retrieving, creating, updating, and deleting items from collections through a TypeScript-based API bridge.
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.
ggRMCP
A Go gateway that converts gRPC services into MCP-compatible tools, allowing AI models like Claude to directly call your gRPC services.
FEGIS (Schema-Driven Memory)
MCP (Model Context Protocol) Server. Compile YAML into semantic LLM tools with structured memory and an emergent knowledge graph.
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.
u-he Preset Randomizer
A specialized MCP server for generating and randomizing u-he synthesizer presets using statistical distribution analysis from existing libraries. It enables AI-assisted workflows for searching, merging, and creating variations of patches for synths like Diva, Repro, and Zebra.
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.
Telnyx
Official MCP server for building AI-powered communication apps. Create voice assistants, send SMS campaigns, manage phone numbers, and integrate real-time messaging with enterprise-grade reliability. Includes remote streamable-http and sse servers.
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.
Infobip
A suite of MCP servers that integrate Infobip's global communication platform, enabling AI agents to send SMS, WhatsApp, Viber, and RCS messages while managing 2FA and customer data.
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.
OctoEverywhere
A cloud-based MCP server that provides secure remote access to 3D printers for monitoring status, viewing webcam snapshots, and controlling print jobs across various platforms like OctoPrint, Klipper, and Bambu Lab.
cursor-history
A toolset for managing Cursor AI chat history, allowing users to search, browse, export, and backup conversations directly within MCP-compatible environments like Claude.
Flux Studio
MCP (Model Context Protocol) Server. Bridges Flux's image generation capabilities to coding environments, enabling text-to-image, image-to-image, inpainting, and structural control operations directly within IDEs through TypeScript-to-CLI command translation.
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.
MCP Code Mode
Enables AI agents to write and execute Python code in an isolated sandbox that can orchestrate multiple MCP tool calls, reducing context window bloat and improving efficiency for complex 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.
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.