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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

memcord

22

🧠 AI Memory Management for Claude Desktop. Save, search & organize chat history with intelligent summarization. MCP server.

9 tools

cicada

22

AST-powered code intelligence for Elixir projects. Provides 9 tools including function search, call site tracking, PR attribution, git history, and semantic search - reducing AI query tokens by 82%.

6 tools

touchdesigner-mcp-server

22

TouchDesigner Documentation MCP Server v2.6.1 - FIXED Python API tools! Features 629 operators + 14 tutorials + 69 Python API classes with working get_python_api & search_python_api tools. Zero-configuration setup for VS Code/Codium.

8 tools

EspoCRM

22

Comprehensive MCP server for EspoCRM integration, offering 47 specialized tools for managing contacts, accounts, leads, opportunities, tasks, meetings, and team permissions with advanced filtering and relationship management.

46 tools

Journal RAG

22

MCP (Model Context Protocol) Server. Enables semantic search through personal markdown journal entries using vector database technology for effortless retrieval of past experiences, thoughts, and activities.

3 tools

RevitMCP

22

MCP (Model Context Protocol) Server. Enables AI to interact directly with Revit models, allowing natural language querying, element creation, and complex model manipulation for architects and engineers.

unifi-mcp-server

Needs Setup
22

An MCP server that leverages official UniFi API

mcp_godot_rag

22

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.

cursor-history

Validated
22

A toolset for managing Cursor AI chat history, allowing users to search, browse, export, and backup conversations directly within MCP-compatible environments like Claude.

8 tools

u-he Preset Randomizer

Failed
22

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.

Infobip

22

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.

Evolution WhatsApp API

22

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.

29 tools

Aibolit Java Code Analyzer

22

A tool that integrates the Aibolit Java code analyzer with AI agents to pinpoint and refactor critical architectural and design issues in Java codebases.

VisionAgent MCP

22

A simple MCP server that enables your LLM to better reason over images, video and documents.

5 tools

Flux Studio

22

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.

4 tools

OctoEverywhere

22

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.

Code Mode

22

A robust MCP server that enables sandboxed Python code execution with DSpy-powered reasoning to orchestrate external tools through a single code block.

1 tool

codingbuddy

22

Codingbuddy orchestrates 29 specialized AI agents to deliver code quality comparable to a team of human experts through a PLAN → ACT → EVAL workflow.

Prometheus

22

A Prometheus monitoring integration that enables natural language querying of time-series metrics, infrastructure discovery, and real-time performance analysis through PromQL.

10 tools

DataBridge

22

MCP (Model Context Protocol) Server. Integrates with DataBridge to enable ingestion and retrieval of contextual information from a local database, supporting persistent storage for AI applications.

17 tools

jupiter-mcp

22

An MCP server for executing token swaps on the Solana blockchain using Jupiter's new Ultra API.

2 tools

DuckDuckGo Search

22

A privacy-focused MCP server providing lightning-fast web searches via DuckDuckGo and AI-powered answers through IAsk AI and Monica without requiring API keys.

3 tools

FEGIS (Schema-Driven Memory)

22

MCP (Model Context Protocol) Server. Compile YAML into semantic LLM tools with structured memory and an emergent knowledge graph.

3 tools

Telnyx

22

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.

6 tools

io.github.EOX-A/EOxElements

Failed
22

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.

Magento 2 Development

22

A comprehensive MCP server that integrates with Magento 2 via n98-magerun2, enabling AI agents to manage cache, modules, configurations, databases, and deployment tasks directly.

28 tools

Homebrew

22

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.

16 tools

Phaser Editor MCP Server

22

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.

39 tools

sayou

21

Persistent knowledge workspace for AI agents. Versioned files, search, and MCP tools.

Fetch Browser

21

MCP (Model Context Protocol) Server. Fetch Browser enables headless web content retrieval and Google searching without API keys, supporting multiple output formats for web scraping and content analysis tasks.

2 tools