Data Science & ML AI Agents
Compare the best open-source AI agents for data science & ML. Models, RAG pipelines, embeddings and datasets. Ranked by GitHub stars, with install commands, what each one can touch and scan reports where available.
OpenRCA
[ICLR'25] OpenRCA: Can Large Language Models Locate the Root Cause of Software Failures?
Lc Studylab
LC-StudyLab 是一个完整演示 LangChain v1.0 全家桶能力的开源项目,整合了 LangGraph、DeepAgents、RAG 检索增强生成、Guardrails 安全校验与流式输出智能体等核心特性,帮助开发者系统掌握 LangChain v1 的所有关键组件
LangChain ReAct Agent
基于 LangChain/LangGraph 的 ReAct Agent,结合 RAG 检索、工具调用与 Streamlit 界面,面向智能客服与报告生成场景。
HiRoute
Make Codex and Claude Code subscriptions go further: a local model router that gives routine agent work to economical models and keeps your strongest model for the hard parts.
Lawglance
A free open source RAG based AI legal assistant.
MoleCode
Molecode presents molecules as code and enables LLMs to operate and reason on chemistry directly.
Reevo
[NeurIPS 2024] ReEvo: Large Language Models as Hyper-Heuristics with Reflective Evolution
Jev Drone
Camera-only autonomous drone in MuJoCo with a small judgment model (TypeSafe Jev) in the loop at 2.5Hz
Animaworks
Organization-as-Code for autonomous AI agents. Brain-inspired memory that grows, consolidates, and forgets. Multi-model (Claude/Codex/Gemini/Cursor/Ollama).
DeepEye
DeepEye: An Autonomous Data Agent System
Binny
BINNY: an open source agent harness for reverse engineering. Plug in any model, or a local one.
Station
The Station is an open-world multi-agent environment where AI agents pursue autonomous scientific discovery and build a shared literature.
Superagentx
Move from idea to production in hours with policy-driven autonomous AI agents. Unified Control Plane: Centralised tools, MCPs, models, data, and policies with consistent observability and governance.
Spotter
Official codebase for Spotter: Let the Embodied Model Lead, and the VLM Reflect for It
Bittune
Local-first engineering agent that deploys, benchmarks and tunes vLLM/SGLang inference services on your own GPUs, with auditable run evidence.
ObsidianRAG
Ask questions about your Obsidian notes using local AI. Privacy-first RAG with Ollama, LM Studio, or any OpenAI-compatible server. Obsidian plugin + Docker + PyPI.
Hands On LLM
动手学大模型全栈:CS336 中文精讲 · PyTorch 手搓 Transformer · 单卡复现 Pretrain/SFT/LoRA/DPO/GRPO/RLVR · PEFT/Agent/RAG 落地(含真实实验、曲线与复现脚本)
Buywise Agent
A langGraph-powered multi-agent RAG assistant for warranty, return, and consumer decision workflow.
Agentic Rag Financial Parser
Enterprise RAG ecosystem managing 32000+ semantic chunks. Features hybrid parsing (LlamaParse/PyMuPDF) and 256-dim MRL embeddings for 512MB RAM environments
Flamehaven Filesearch
Self-hosted RAG search engine — 34 formats, BM25+hybrid search, multi-LLM (Gemini/OpenAI/Claude/Ollama), FastAPI + Docker, production-ready in 3 min
VLMForge
Evaluate visual models on your own images, JSON Schema, and production constraints with LangGraph, Pareto analysis, and a no-key Replay demo.
DeepReason
Multi-Agent self-correcting reasoning engine
AgentHER
AgentHER: Hindsight Experience Replay for LLM Agents
CodeInsight
基于 Hybrid RAG 与 LangGraph 的本地代码仓库理解工具,支持中英文提问、语义检索、证据引用和多问题拆分
List refreshed November 15, 2026. Data comes from public GitHub repositories.