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.
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
Oreilly Retrieval Augmented Gen AI
See how to augment LLMs with real-time data for dynamic, context-aware apps - Rag + Agents + GraphRAG.
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
VideoGLaMM
[CVPR 2025 🔥]A Large Multimodal Model for Pixel-Level Visual Grounding in Videos
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
Amfs
Recursive Self-Improvement for AI agents and models, helping your agents self-improve with every run
Sovereign Agent Swarm
Adaptive Human-Agent Teaming (HAT) & Smart Company (SmC) Infrastructure This repository implements a Human-Model-Free adaptive agent architecture. Instead of relying on rigid, computationally expensive human behavioral models, the system leverages real-time trajectory analysis and the Cross-Entropy
Workspace Bench
Benchmark self-evolving Agent upon realistic large-scale file workspaces
RAG Boilerplate
RAG boilerplate with semantic/propositional chunking, hybrid search (BM25 + dense), LLM reranking, query enhancement agents, CrewAI orchestration, Qdrant vector search, Redis/Mongo sessioning, Celery ingestion pipeline, Gradio UI, and an evaluation suite (Hit-Rate, MRR, hybrid configs).
SciBASIC
A VisualBasic(.NET) language kernel and runtime for scientific data computing, deep learning, LLM inference, GPU acceleration, visualization and command-line data-science applications — running on .NET (net10.0) across Windows, Linux and macOS.
Constellation Engine
Most AI agents forget you the moment the tab closes. Constellation Engine gives them a hippocampus — a living star map with spreading activation, Hebbian writeback, episodic recall, and post-turn consolidation. Local-first, model-agnostic, AGPL.
Bedrock Kb Rag Workshop
Bedrock Knowledge Base and Agents for Retrieval Augmented Generation (RAG)
List refreshed November 15, 2026. Data comes from public GitHub repositories.