large-language-models GitHub repositories

rasbt/LLMs-from-scratch

Implement a ChatGPT-like LLM in PyTorch from scratch, step by step

hiyouga/LlamaFactory

Unified Efficient Fine-Tuning of 100+ LLMs & VLMs (ACL 2024)

★ 75.7K+8 todayPython

bojieli/ai-agent-book

《深入理解 AI Agent：设计原理与工程实践》（李博杰著）开源主仓库：全书正文、编译版 PDF 与按章配套代码

★ 56.2K+226 todayPython

llm mcp

ray-project/ray

Ray is an AI compute engine. Ray consists of a core distributed runtime and a set of AI Libraries for accelerating ML workloads.

HKUDS/LightRAG

[EMNLP2025] LightRAG: Simple and Fast Retrieval-Augmented Generation

★ 40.4K+17 todayPython

llm rag

google/langextract

A Python library for extracting structured information from unstructured text using LLMs with precise source grounding and interactive visualization.

★ 39.1K+11 todayPython

llm gemini

langfuse/langfuse

🪢 Open source agent evals & observability: Trace, evaluate, and improve LLM applications with one open platform.

agentscope-ai/agentscope

Build and run agents you can see, understand and trust.

★ 34.4K+234 todayPython

llm mcp

machine-learning deep-learning

Open-source AI orchestration framework for building context-engineered, production-ready LLM applications. Design modular pipelines and agent workflows with explicit control over retrieval, routing, memory, and generation. Built for scalable agents, RAG, multimodal applications, semantic search, and conversational systems.

dipakkr/awesome-ai-engineering

🚀 A curated collection of AI engineering resources, roadmaps, tools, and projects covering LLMs, RAG, AI Agents, MCP, fine-tuning, evaluations, and production AI systems.

stefan-jansen/machine-learning-for-trading

Code for Machine Learning for Trading, 3rd edition — from data sourcing to live execution.

★ 21.6K+47 todayJupyter Notebook

AI4Finance-Foundation/FinGPT

FinGPT: Open-Source Financial Large Language Models! Revolutionize 🔥 We release the trained model on HuggingFace.

★ 21.5K+5 todayJupyter Notebook

machine-learning pytorch

stas00/ml-engineering

Machine Learning Engineering Open Book

★ 19.6K+14 todayPython

GoogleCloudPlatform/generative-ai

Sample code and notebooks for Generative AI on Google Cloud, with Gemini Enterprise Agent Platform

★ 17.8K+3 todayJupyter Notebook

llm agents

Lightning-AI/litgpt

20+ high-performance LLMs with recipes to pretrain, finetune and deploy at scale.

★ 13.7K+3 todayPython

neuml/txtai

💡 All-in-one AI framework for semantic search, LLM orchestration and language model workflows

steven2358/awesome-generative-ai

A curated list of modern Generative Artificial Intelligence projects and services

★ 12.8K+4 todayUnknown

FareedKhan-dev/train-llm-from-scratch

A straightforward method for training your LLM, from downloading data to generating text.

★ 12.6K+123 todayPython

llm openai

WangRongsheng/awesome-LLM-resources

🧑‍🚀 全世界最好的LLM资料总结（多模态生成、Agent、辅助编程、AI审稿、数据处理、模型训练、模型推理、o1 模型、MCP、小语言模型、视觉语言模型） | Summary of the world's best LLM resources.

★ 9.0K+2 todayUnknown

llm rag

datajuicer/data-juicer

Data processing for and with foundation models! 🍎 🍋 🌽 ➡️ ➡️🍸 🍹 🍷

★ 7.2K+2 todayPython

llm data-science

Helicone/helicone

🧊 Open source LLM observability platform. One line of code to monitor, evaluate, and experiment. YC W23 🍓

amazon-science/chronos-forecasting

Chronos: Pretrained Models for Time Series Forecasting

★ 6.2K+4 todayPython

llm machine-learning

machine-learning deep-learning

rasbt/reasoning-from-scratch

Implement a reasoning LLM in PyTorch from scratch, step by step

WeThinkIn/AIGC-Interview-Book

【三年面试五年模拟】AIGC/LLM/AI Agent算法工程师面试资源平台。涵盖AIGC、LLM大模型、AI Agent、具身智能、传统深度学习、计算机视觉、自然语言处理、自动驾驶、机器学习、强化学习、大数据挖掘、世界模型、元宇宙、AGI等AI行业面试笔试干货经验与核心跨周期知识。

★ 5.1K+8 todayPython

Observal/Observal

Observal is self-hosted registry for your coding agent extensions with a built in insight engine. Setup Observal, define the scope and share your Skills, MCPs and Agents with your peers.

★ 4.5K+2 todayPython

mcp claude-code

crmne/ruby_llm

The Ruby AI framework.

open-compass/VLMEvalKit

Open-source evaluation toolkit of large multi-modality models (LMMs), support 220+ LMMs, 80+ benchmarks

★ 4.5K+5 todayPython

llm claude

algorithmicsuperintelligence/optillm

Optimizing inference proxy for LLMs

zjunlp/LLMAgentPapers

Must-read Papers on LLM Agents.

★ 3.1K+1 todayUnknown

llm agents

swirlai/swirl-search

AI Search & RAG Without Moving Your Data. Get instant answers from your company's knowledge across 100+ apps while keeping data secure. Deploy in minutes, not months.

★ 3.0K+0 todayPython

rag gpt

ax-llm/ax

The pretty much "official" DSPy framework for Typescript

★ 3.0K+0 todayTypeScript

om-ai-lab/OmAgent

[EMNLP-2024] Build multimodal language agents for fast prototype and production

★ 2.7K+1 todayPython

llm agent

MiniMax-AI/MiniMax-M2

MiniMax-M2, a model built for Max coding & agentic workflows.

★ 2.6K+0 todayUnknown

AI-Hypercomputer/maxtext

A simple, performant, and scalable Jax LLM!

★ 2.5K+1 todayPython

llm deepseek

Xnhyacinth/Awesome-LLM-Long-Context-Modeling

📰 Must-read papers and blogs on LLM based Long Context Modeling 🔥

★ 2.2K+0 todayUnknown

llm agent

AkaliKong/MiniOneRec

Minimal reproduction of OneRec

★ 1.9K+5 todayPython

llm generative-ai

beam-cloud/beta9

Ultrafast serverless GPU inference, sandboxes, and background jobs

★ 1.8K+3 todayGo

llm self-hosted

NVIDIA-NeMo/Curator

Scalable data pre processing and curation toolkit for LLMs

★ 1.8K+1 todayPython

zi-yue-1129/DATAGEN

DATAGEN: AI-driven multi-agent research assistant automating hypothesis generation, data analysis, and report writing.

★ 1.8K+0 todayPython

amitshekhariitbhu/llm-internals

Learn LLM internals step by step - from tokenization to attention to inference optimization.

★ 1.8K+2 todayUnknown

MLGroupJLU/LLM-eval-survey

The official GitHub page for the survey paper "A Survey on Evaluation of Large Language Models".

★ 1.6K+0 todayUnknown

llm llms

CHIANGEL/Awesome-LLM-for-RecSys

Survey: A collection of AWESOME papers and resources on the large language model (LLM) related recommender system topics.

★ 1.6K+1 todayUnknown

octotools/octotools

OctoTools: An agentic framework with extensible tools for complex reasoning

★ 1.5K+0 todayPython

agents llms

huhusmang/Awesome-LLMs-for-Vulnerability-Detection

The community's most comprehensive, continuously-updated index of research on Large Language Models for software vulnerability detection — papers across function-level, repository-level, agentic, and smart-contract detection, plus datasets, benchmarks, and surveys.

★ 1.5K+1 todayPython

llm awesome-list