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.
Agentswarms
Unified Agentic AI and Data Platform
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
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
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.
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).
List refreshed November 15, 2026. Data comes from public GitHub repositories.