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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

mjucius-cozi_mcp

1

A comprehensive MCP server for managing Cozi Family Organizer, allowing AI assistants to view and modify calendars, shopping lists, to-do lists, and family member details.

13 tools

plots-mcp

1

A data visualization MCP server that renders charts (line, bar, pie, etc.) directly in AI clients. It prioritizes Mermaid diagrams for instant rendering in Cursor while also supporting PNG and text outputs.

6 tools

mcp-debugger

Needs Setup
1

An enterprise-grade MCP server providing 25+ specialized tools for debugging Node.js and TypeScript applications via Chrome DevTools Protocol, including execution control, variable inspection, and infinite loop detection.

21 tools

mt-data-mcp

1

A toolset for MetaTrader 5 that bridges market data with data science, providing advanced forecasting, regime detection, and automated trading capabilities through the Model Context Protocol.

13 tools

niivue-mcp

1

A specialized MCP server that provides comprehensive access to Niivue documentation and API references using hybrid lexical and semantic search. It enables LLMs to search documents, browse JSDoc-derived API metadata, and retrieve structured guides for the Niivue neuroimaging visualization library.

6 tools

mushcode-mcp-server

Failed
1

A specialized MCP server for MUD development that provides AI-powered code generation, syntax validation, and optimization for MUSHCODE across various server engines like PennMUSH and TinyMUSH.

7 tools

local-RAG-backend

1

A Docker-based local RAG backend that implements the Model Context Protocol to provide advanced document search through a combination of vector, graph, and full-text retrieval using Neo4j and Graphiti.

5 tools

confucius-debug

Needs Setup
1

AI debugging with 980+ verified fixes. Search the YanHui KB — never repeat a mistake.

Odoo Assistant

1

A Model Context Protocol server that integrates natural language processing with Odoo ERP systems via XML-RPC, enabling conversational CRUD operations, model discovery, and automated workflows.

mermaid-mcp-server

1

A tool-based workflow for agents to discover and visualize codebases by converting local or GitHub projects into Mermaid diagrams and rendering them as PNG images via Kroki.

3 tools

educational-mcp

1

A specialized MCP server that provides modular educational intelligence tools including cognitive diagnosis, knowledge tracking, sentiment analysis, and personalized path planning via FastAPI endpoints.

5 tools

expense-tracker-mcp-server

1

A personal finance MCP server that uses SQLite to record, categorize, and analyze expenses through natural language interactions.

5 tools

memory-mcp

1

An MCP server designed for Claude Code that implements persistent project-level memory by storing and retrieving keyword-indexed Markdown files.

2 tools

Blabber (OpenAI TTS)

1

An MCP server that enables LLMs to generate and play high-quality speech using OpenAI's Text-to-Speech API with support for multiple voices and audio formats.

1 tool

KIMI AI

1

A Kimi AI (Moonshot) integration for MCP providing text generation via Qwen2.5-72B and vision capabilities, including built-in web search functionality powered by DuckDuckGo.

Fleur App Launcher

1

A platform-specific MCP server that integrates with the Fleur application to launch external tools like Gmail, Linear, and Slack on macOS and Windows.

Solana

1

MCP (Model Context Protocol) Server. Integrates with Solana blockchain using Web3.js, enabling automated transactions, smart contract deployments, and blockchain analytics.

DataCite

1

This MCP server provides access to the DataCite GraphQL API, allowing users to query metadata for research outputs like DOIs, datasets, and publications via the PID Graph.

Cowsay

1

A whimsical MCP server that brings the classic cowsay utility to LLMs, allowing them to generate ASCII art speech and thought bubbles using over 9 character variants like Tux, dragons, and elephants.

3 tools

Alibaba Cloud Operations

1

A comprehensive MCP server for managing Alibaba Cloud resources including ECS instances, OSS storage, RDS databases, and monitoring via CloudMonitor and OOS.

scalene-mcp

1

A FastMCP server providing structured access to Scalene's CPU, GPU, and memory profiling for Python projects, featuring automated bottleneck analysis and profile comparisons.

7 tools

Azure-AI-Image-Editor-MCP

1

A Model Context Protocol server that enables text-to-image generation and image editing using Azure AI Foundry models like FLUX.1.

2 tools

Kleros Court

1

A specialized MCP server for interacting with the Kleros decentralized arbitration platform, enabling users to retrieve blockchain dispute data, meta-evidence, and evidence submissions across Ethereum and Gnosis Chain.

1 tool

LangChain Hub

1

A robust MCP server providing programmatic access to the LangSmith prompt hub for searching, fetching, comparing, and managing thousands of community-vetted AI prompts.

13 tools

Behavioural Prediction

1

AI-powered tools to analyze wallet behaviour prediction,fraud detection and rug pull prediction powered by ChainAware.ai.

3 tools

ToolBartender

1

A Planner MCP that transforms natural-language goals into structured execution plans including steps, assumptions, and required confirmations for LLM agents.

4 tools

Aleatoric Engine

1

A specialized MCP server for generating institutional-grade, deterministic synthetic market data across major exchanges like Binance and CME for backtesting and stress testing trading algorithms.

9 tools

Famulor

1

A comprehensive MCP server for the Famulor Voice Agent Platform that facilitates AI-powered phone calls, campaign management, SMS messaging, and real-time voice assistant configuration.

21 tools

pubcrawl

Validated
1

PubMed literature search and US/UK drug labelling for AI assistants.

12 tools

Web Content Pick

1

A robust web extraction tool that utilizes customizable CSS selectors and recursive crawling to pull structured content from web pages directly into an AI assistant.