Data Science & ML: AI agents, MCP servers and skills
Models, RAG pipelines, embeddings and datasets.
AI Agents
Ragflow
RAGFlow is a leading open-source Retrieval-Augmented Generation (RAG) engine that fuses cutting-edge RAG with Agent capabilities to create a superior context layer for LLMs
Cherry Studio
Your AI workspace for models, agents, and productivity.
PageIndex
📑 PageIndex: Document Index for Vectorless, Reasoning-based RAG
Graphiti
Build Real-Time Knowledge Graphs for AI Agents
Cua
Scale computer-use 2.0 with open-source drivers, cross-OS sandboxes, and benchmarks for training, evaluation, and data generation.
Mlflow
The open source AI engineering platform for agents, LLMs, and ML models. MLflow enables teams of all sizes to debug, evaluate, monitor, and optimize production-quality AI applications while controlling costs and managing access to models and data.
MCP Servers
Dify
Build Agentic workflows, RAG pipelines, with rich AI model and tool support on one collaborative workspace. Deploy on cloud, VPC, or self-hosted, so teams move from prototype to production without rebuilding the stack.
JeecgBoot
【低代码v2.0,一句话即可生成整个系统】企业级AI低代码平台,一键生成前后端代码甚至整个系统。 AI Skills 一句话画流程、设计表单、生成报表、大屏。内置 AI应用平台涵盖:AI聊天、知识库、流程编排、MCP插件等,兼容主流大模型。引领AI低代码「Skills 生成 → 在线配置 → 代码生成 → 手工合并->AI修改」开发模式,解决 Java 项目 90% 重复工作,提高效率又不失灵活。
Mindshub
The unified workspace where open-source models get things done for you.
FastGPT
FastGPT is a knowledge-based platform built on the LLMs, offers a comprehensive suite of out-of-the-box capabilities such as data processing, RAG retrieval, and visual AI workflow orchestration, letting you easily develop and deploy complex question-answering systems without the need for extensive setup or configuration.
Repomix
📦 Repomix is a powerful tool that packs your entire repository into a single, AI-friendly file. Perfect for when you need to feed your codebase to Large Language Models (LLMs) or other AI tools like Claude, ChatGPT, DeepSeek, Perplexity, Gemini, Gemma, Llama, Grok, and more.
MaxKB
🔥 MaxKB is an open-source platform for building enterprise-grade agents. 强大易用的开源企业级智能体平台。
Agent Skills
Elephant Goldfish Model
Open-source skills for designing and reviewing software with AI agents
Datamodel Code Generator
Generate Pydantic v2 models, dataclasses, TypedDict, and msgspec.Struct from OpenAPI, JSON Schema, GraphQL, Avro, Protobuf, and raw JSON/YAML/CSV.
Knowhere
Knowhere extracts, parses, and outputs structured chunks ready for AI Agents and RAG.
Natively Cluely AI Assistant
Natively — Free open-source AI meeting assistant, interview copilot, and note taker. The best alternative to Cluely, Otter, Granola, Final Round AI, Fireflies, and Interview Coder. Real-time transcription, AI meeting notes, lecture recording, local RAG, BYOK, and stealth mode. Runs locally. No subscriptions. No data breaches.
J Space Cognition Suite
J-Space Cognition Suite — a model-agnostic inference-time control suite for deep reasoning, long-horizon work, verification, and recovery. Based on Anthropic's J-space global workspace research.
Fable Method
The Fable Workflow: how Claude Fable 5 worked, distilled into skills any model can run, with the eval that keeps it honest. Think / act / prove.
About data science & ml tools
Models, RAG pipelines, embeddings and datasets. AgenticMart lists 244 open-source AI agents, MCP servers and agent skills in this category, built from public GitHub data and ordered by stars. Each listing shows its install command, license, activity and what it can touch.
Questions
What are the best open-source data science & ml tools?
This page lists 244 open-source AI agents, MCP servers and skills for data science & ml, ordered by GitHub stars within each type. Open a listing to compare license, activity, install steps and what it can touch.
How do I choose a tool for data science & ml?
Start from the job you need done, then compare recent activity, license and the access each tool asks for. Prefer the narrowest tool that does the job, and try it on a small task first.
Are these tools safe to install?
Not automatically. Each listing shows what the tool can touch and, where a scan has run, a dated report for one commit. Read the source and limit the access you give it.
Can I add my project to this category?
Yes. List it free on AgenticMart and pick the category that fits. Paid selling opens soon.