Awesome-Awesome-LLM 🚀

A curated list of awesome Paper Repositories related to Large Language Models (LLMs). This repository aims to provide a one-stop destination for researchers, developers, and enthusiasts who are looking for cutting-edge papers in the world of LLMs.

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Table of Contents

• Topics
  • Training
  • Multi-modal LLM
  • Reinforcement Learning
  • LLM Rec System
  • Agent & RAG
  • LLM Infra
  • Deep Learning & Machine Learning
  • LLM Courses & Books
  • LLM Interview
  • Chinese LLM & Domain Models
  • LLM & NLP & Information Extraction
  • LLM & Big Data
  • LLM & Agents
  • LLM & Knowledge Graph
  • LLM & RAG
  • LLM Training Datasets
  • Code LLM
  • LLM Inference
  • LLM Applications
  • LLM Security & Robustness
  • LLM Interpretability
  • LLM Reasoning
  • LLM Compression & Long Context
  • LLM Evaluation
  • Small Language Models
  • LLM & Time Series
  • LLM Survey
  • LLM & Tables & Text2SQL
  • LLM & Document Intelligence
  • Agent Frameworks
  • Prompt Engineering
  • Search & LLM
  • LLM Data Engineering
  • arXiv & Paper Tools
  • AI4Science & Scientific Discovery
  • MCP & Servers & Chinese Resources
  • LLM Engineering & Monitoring
• Contribution Guidelines
• Acknowledgments
• License

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Topics

Training

Direction	GitHub Link	Description	Paper Link	Rec Score
Pre-Train	RUCAIBox/awesome-llm-pretraining	A curated list of awesome papers and resources for LLM pre-training		★★★★★
Post-Train	mbzuai-oryx/Awesome-LLM-Post-training	A curated list of awesome papers for LLM post-training		★★★★★
Chinese LLM	lonePatient/awesome-pretrained-chinese-nlp-models	A curated list of awesome Chinese NLP models		★★★★☆

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Multi-modal LLM

Direction	GitHub Link	Description	Paper Link	Rec Score
MLLM	BradyFU/Awesome-Multimodal-Large-Language-Models	Latest Papers and Datasets on Multimodal Large Language Models		★★★★★
RL+MLLM	Sun-Haoyuan23/Awesome-RL-based-Reasoning-MLLMs	Papers and resources on RL-based reasoning for MLLMs		★★★★★
MLLM Reasoning	The-Martyr/Awesome-Multimodal-Reasoning	Collection of papers and resources on multimodal reasoning		★★★★☆
VLA	AoqunJin/Awesome-VLA-Post-Training	Post-training methods for Vision-Language-Action models		★★★★☆
Computer Vision	jbhuang0604/awesome-computer-vision	A curated list of awesome computer vision resources		★★★★☆
Video Understanding	yunlong10/Awesome-LLMs-for-Video-Understanding	LLMs for video understanding and generation		★★★★☆
Multimodal LLM	Atomic-man007/Awesome_Multimodel_LLM	Comprehensive multimodal LLM resources		★★★★☆
Audio Models	EmulationAl/awesome-large-audio-models	Large audio models and related resources		★★★★☆
Multimodal LLM	HenryHZY/Awesome-Multimodal-LLM	Multimodal large language models collection		★★★★☆
Multimodal Reasoning	HITsz-TMG/Awesome-Large-Multimodal-Reasoning-Models	Collection of large multimodal reasoning models		★★★★☆
Think With Images	zhaochen0110/Awesome_Think_With_Images	Multimodal reasoning with images	arxiv:2506.23918	★★★★★
SpeechLM Survey	dreamtheater123/Awesome-SpeechLM-Survey	Survey of speech language models, datasets, benchmarks		★★★★★
MLLM Segmentation	mc-lan/Awesome-MLLM-Segmentation	Multimodal LLMs for image/video segmentation		★★★★★
Medical VLMs	lab-rasool/Awesome-Medical-VLMs-and-Datasets	Medical vision-language models and datasets		★★★★★
Multimodal Memory	patrick-tssn/Awesome-Multimodal-Memory	Multimodal memory-augmented models		★★★★★
Multimodal LLM for Code	xjywhu/Awesome-Multimodal-LLM-for-Code	Multimodal LLMs for code generation		★★★★★
Embodied VLA/VLN	jonyzhang2023/awesome-embodied-vla-va-vln	Embodied vision-language-action and navigation		★★★★★
Multimodal Chain-of-Thought	yaotingwangofficial/Awesome-MCoT	Multimodal chain-of-thought reasoning		★★★★★

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Reinforcement Learning

Direction	GitHub Link	Description	Paper Link	Rec Score
RL-based LLM Reasoning	bruno686/Awesome-RL-based-LLM-Reasoning	Collection of papers on reinforcement learning for LLM reasoning		★★★★★
Reasoning with RL	TsinghuaC3I/Awesome-RL-Reasoning-Recipes	Reasoning recipes with reinforcement learning		★★★★★
RLVR	smiles724/Awesome-LLM-RLVR	Reinforcement learning from visual reasoning		★★★★★
Deep Research	0russwest0/Awesome-Agent-RL	Deep research on agent-based reinforcement learning		★★★★★

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LLM Rec System

Direction	GitHub Link	Description	Paper Link	Rec Score
LLM Rec Papers	nancheng58/Awesome-LLM4RS-Papers	Papers on LLM for recommender systems		★★★★★
LLM Rec Papers & Projects	CHIANGEL/Awesome-LLM-for-RecSys	LLM for recommendation systems papers and projects		★★★★★
LLM4Rec Papers	WLiK/LLM4Rec-Awesome-Papers	Awesome papers on LLM for recommendation		★★★★★

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Agent & RAG

Direction	GitHub Link	Description	Paper Link	Rec Score
AI agents & RAG	Shubhamsaboo/awesome-llm-apps	Collection of awesome LLM applications with agents and RAG		★★★★★
Deep Research	0russwest0/Awesome-Agent-RL	Deep research on agent-based reinforcement learning		★★★★★
GraphRAG	DEEP-PolyU/Awesome-GraphRAG	A curated list of papers and resources on GraphRAG		★★★★☆

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LLM Infra

Direction	GitHub Link	Description	Paper Link	Rec Score
LLM Inference	xlite-dev/Awesome-LLM-Inference	Comprehensive resources for LLM inference optimization		★★★★★
Speculative decoding	hemingkx/SpeculativeDecodingPapers	Collection of papers on speculative decoding		★★★★★
Training System	InternLM/Awesome-LLM-Training-System	Resources for LLM training systems and infrastructure		★★★★☆
Training/Inference	AmadeusChan/Awesome-LLM-System-Papers	Papers on LLM training and inference systems		★★★★★

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Deep Learning & Machine Learning

Direction	GitHub Link	Description	Paper Link	Rec Score
Deep Learning	ChristosChristofidis/awesome-deep-learning	A curated list of awesome Deep Learning tutorials, projects and communities		★★★★★
Machine Learning	josephmisiti/awesome-machine-learning	A curated list of awesome Machine Learning frameworks, libraries and software		★★★★★
Deep Learning Papers	terryum/awesome-deep-learning-papers	The most cited deep learning papers		★★★★☆

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LLM Courses & Books

Direction	GitHub Link	Description	Paper Link	Rec Score
Courses	prakhar1989/awesome-courses	List of awesome university courses for learning Computer Science		★★★★★
CS Books	imarvinle/awesome-cs-books	Collection of computer science books and resources		★★★★★
AIGC Tutorials	luban-agi/Awesome-AIGC-Tutorials	Comprehensive tutorials for AI-generated content		★★★★☆

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LLM Interview

Direction	GitHub Link	Description	Paper Link	Rec Score
Interview Questions	DopplerHQ/awesome-interview-questions	A curated list of lists of technical interview questions		★★★★★
CV	posquit0/Awesome-CV	LaTeX template for your outstanding job application		★★★★☆
LLM Interview Notes	jackaduma/awesome_LLMs_interview_notes	Collection of LLM interview preparation notes and resources		★★★★☆
Deep Learning Interview	315386775/DeepLearing-Interview-Awesome-2024	Deep learning interview questions and answers for 2024		★★★★☆

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Chinese LLM & Domain Models

Direction	GitHub Link	Description	Paper Link	Rec Score
Chinese LLM	HqWu-HITCS/Awesome-Chinese-LLM	Collection of Chinese language large language models		★★★★★
LLMs in China	wgwang/awesome-LLMs-In-China	Overview of LLM development and applications in China		★★★★★
Domain LLM	luban-agi/Awesome-Domain-LLM	Resources for domain-specific large language models		★★★★★
Chinese LLM	zhenlohuang/awesome-chinese-llm	Comprehensive list of Chinese language models and resources		★★★★☆
AI in Finance	georgezouq/awesome-ai-in-finance	Collection of AI applications in finance		★★★★☆
Chinese NLP Models	lonePatient/awesome-pretrained-chinese-nlp-models	Pre-trained Chinese NLP models and resources		★★★★☆

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LLM & NLP & Information Extraction

Direction	GitHub Link	Description	Paper Link	Rec Score
NLP	keon/awesome-nlp	A curated list of resources dedicated to Natural Language Processing		★★★★★
LLM4IE Papers	quqxui/Awesome-LLM4IE-Papers	Collection of papers on LLM for Information Extraction		★★★★★
Transformer NLP	cedrickchee/awesome-transformer-nlp	A collection of Transformer NLP papers, codes, and resources		★★★★☆

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LLM & Big Data

Direction	GitHub Link	Description	Paper Link	Rec Score
Big Data	oxnr/awesome-bigdata	A curated list of awesome big data frameworks, resources and other awesomeness		★★★★★

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LLM & Agents

Direction	GitHub Link	Description	Paper Link	Rec Score
GPT Agents	fr0gger/Awesome-GPT-Agents	A curated list of GPT agents and resources		★★★★★
LLM Powered Agent	hyp1231/awesome-llm-powered-agent	Collection of LLM-powered autonomous agents		★★★★★
LLM Robotics	GT-RIPL/Awesome-LLM-Robotics	Resources for LLM applications in robotics		★★★★★
Embodied Agent	zchoi/Awesome-Embodied-Agent-with-LLMs	Resources for embodied agents powered by LLMs		★★★★★
LLM Agents	kaushikb11/awesome-llm-agents	Comprehensive collection of LLM-based agents		★★★★★
AI Agents	e2b-dev/awesome-ai-agents	A curated list of AI agents and frameworks		★★★★★

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LLM & Knowledge Graph

Direction	GitHub Link	Description	Paper Link	Rec Score
KG-LLM Papers	zjukg/KG-LLM-Papers	Collection of papers on Knowledge Graph enhanced LLMs		★★★★★
Graph LLM	XiaoxinHe/Awesome-Graph-LLM	Resources for Graph-based Large Language Models		★★★★★
LLMs in Graph Tasks	yhLeeee/Awesome-LLMs-in-Graph-tasks	Applications of LLMs in various graph-related tasks		★★★★☆

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LLM & RAG

Direction	GitHub Link	Description	Paper Link	Rec Score
LLM RAG	jxzhangjhu/Awesome-LLM-RAG	Comprehensive resources for Retrieval-Augmented Generation		★★★★★
RAG Application	lizhe2004/Awesome-LLM-RAG-Application	Collection of practical RAG applications with LLMs		★★★★★
RAG Survey	hymie122/RAG-Survey	Comprehensive survey of RAG techniques and papers		★★★★★
RAG Papers	gomate-community/awesome-papers-for-rag	Curated collection of research papers on RAG		★★★★★
RAG Evaluation	YHPeter/Awesome-RAG-Evaluation	Resources for evaluating RAG systems		★★★★★
RAG	ethan-funny/awesome-rag	General resources and tools for RAG		★★★★☆
Personalized RAG Agent	Applied-Machine-Learning-Lab/Awesome-Personalized-RAG-Agent	Personalized RAG and agent techniques		★★★★★
RAG Vision	zhengxuJosh/Awesome-RAG-Vision	RAG in computer vision		★★★★★
Awesome-RAG	Danielskry/Awesome-RAG	General RAG resources and techniques		★★★★★

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LLM Training Datasets

Direction	GitHub Link	Description	Paper Link	Rec Score
LLM Datasets	lmmlzn/Awesome-LLMs-Datasets	Comprehensive collection of datasets for training LLMs		★★★★★
Instruction Dataset	yaodongC/awesome-instruction-dataset	Collection of instruction-tuning datasets for LLMs		★★★★★
ChatGPT Dataset	voidful/awesome-chatgpt-dataset	Datasets specifically curated for ChatGPT-like models		★★★★☆

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LLM Data Engineering

Direction	GitHub Link	Description	Paper Link	Rec Score
LLM x DATA	weAIDB/awesome-data-llm	Survey of LLM data engineering	arxiv:2505.18458	★★★★★

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Code LLM

Direction	GitHub Link	Description	Paper Link	Rec Score
Code LLM	huybery/Awesome-Code-LLM	Resources for code-related large language models		★★★★★
Code LLM	codefuse-ai/Awesome-Code-LLM	Comprehensive collection of code language models and tools		★★★★★

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LLM Inference

Direction	GitHub Link	Description	Paper Link	Rec Score
Efficient LLM	horseee/Awesome-Efficient-LLM	Methods and tools for efficient LLM deployment		★★★★★
Knowledge Distillation	Tebmer/Awesome-Knowledge-Distillation-of-LLMs	Resources for LLM knowledge distillation		★★★★★
System2 Reasoning	zzli2022/Awesome-System2-Reasoning-LLM	Research on System 2 reasoning in LLMs		★★★★☆

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LLM Applications

Direction	GitHub Link	Description	Paper Link	Rec Score
LLM	Hannibal046/Awesome-LLM	Comprehensive collection of LLM resources and applications		★★★★★
LLMOps	tensorchord/Awesome-LLMOps	Resources for LLM operations and deployment		★★★★★
AI Tools	ikaijua/Awesome-AITools	Curated list of AI tools and applications		★★★★★
LLM Web UI	JShollaj/awesome-llm-web-ui	Web interfaces and UIs for LLM applications		★★★★☆

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LLM Security & Robustness

Direction	GitHub Link	Description	Paper Link	Rec Score
LLM Security	corca-ai/awesome-llm-security	Resources for LLM security and protection		★★★★★
LLM Safety	ydyjya/Awesome-LLM-Safety	Collection of resources on LLM safety and ethics		★★★★★
LLM Uncertainty	jxzhangjhu/Awesome-LLM-Uncertainty-Reliability-Robustness	Research on LLM reliability and robustness		★★★★★
LLM Watermark	hzy312/Awesome-LLM-Watermark	Resources for watermarking LLM outputs		★★★★☆

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LLM Interpretability

Direction	GitHub Link	Description	Paper Link	Rec Score
LLM Interpretability	JShollaj/awesome-llm-interpretability	Resources for understanding and interpreting LLM behavior		★★★★★

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LLM Reasoning

Direction	GitHub Link	Description	Paper Link	Rec Score
LLM Reasoning	atfortes/Awesome-LLM-Reasoning	Collection of resources on LLM reasoning capabilities		★★★★★
LLM Reasoning Resources	WangRongsheng/awesome-LLM-resourses	Comprehensive resources for LLMs and reasoning models		★★★★★
LLM Engineer Toolkit	KalyanKS-NLP/llm-engineer-toolkit	Toolkit for LLM engineering and deployment		★★★★★
Long2short on LRMs	Hongcheng-Gao/Awesome-Long2short-on-LRMs	Long text compression and efficient reasoning for LRMs		★★★★★
MLLM Reasoning	phellonchen/Awesome-MLLM-Reasoning	Multimodal LLM reasoning resources		★★★★★
RL-based Reasoning MLLMs	Sun-Haoyuan23/Awesome-RL-based-Reasoning-MLLMs	RL-based multimodal reasoning models		★★★★★
Efficient Reasoning for LLMs	Eclipsess/Awesome-Efficient-Reasoning-LLMs	Survey on efficient reasoning for LLMs	arxiv:2503.16419	★★★★★
System2 Reasoning LLM	zzli2022/Awesome-System2-Reasoning-LLM	System 1 to System 2 reasoning in LLMs	arxiv:2502.17419	★★★★★
Efficient LRM Reasoning	XiaoYee/Awesome_Efficient_LRM_Reasoning	Efficient reasoning for large reasoning models	arxiv:2503.21614	★★★★★
Efficient CoT Reasoning	Blueyee/Efficient-CoT-LRMs	Efficient chain-of-thought reasoning		★★★★★
Efficient CoT Reasoning Summary	zwxandy/Awesome-Efficient-CoT-Reasoning-Summary	CoT efficient reasoning summary		★★★★★
Deep Reasoning	modelscope/awesome-deep-reasoning	Deep reasoning models, datasets, and metrics		★★★★★
Interleaving Reasoning	Osilly/Awesome-Interleaving-Reasoning	Interleaving reasoning: multimodal, multi-agent, multi-turn		★★★★★

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LLM Compression & Long Context

Direction	GitHub Link	Description	Paper Link	Rec Score
Long Context Modeling	Xnhyacinth/Awesome-LLM-Long-Context-Modeling	Resources for handling long context in LLMs		★★★★★
LLM Compression	HuangOwen/Awesome-LLM-Compression	Methods and tools for compressing LLMs		★★★★★
Token-level Compression	xuyang-liu16/Awesome-Token-level-Model-Compression	Token-level model compression resources		★★★★★
LLM Ensemble	junchenzhi/Awesome-LLM-Ensemble	Survey on LLM ensemble methods	arxiv:2502.18036	★★★★★
Model Merging	EnnengYang/Awesome-Model-Merging-Methods-Theories-Applications	Model merging methods, theories, and applications	arxiv:2408.07666	★★★★★

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LLM Evaluation

Direction	GitHub Link	Description	Paper Link	Rec Score
Hallucination Detection	EdinburghNLP/awesome-hallucination-detection	Resources for detecting and mitigating LLM hallucinations		★★★★★
LLM Evaluation Papers	tjunlp-lab/Awesome-LLMs-Evaluation-Papers	Collection of papers on LLM evaluation methods		★★★★★
LLM Eval	onejune2018/Awesome-LLM-Eval	Comprehensive resources for LLM evaluation		★★★★★

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Small Language Models

Direction	GitHub Link	Description	Paper Link	Rec Score
Japanese LLM	llm-jp/awesome-japanese-llm	Collection of Japanese language models and resources		★★★★☆
Korean LLM	NomaDamas/awesome-korean-llm	Resources for Korean language models		★★★★☆

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LLM & Time Series

Direction	GitHub Link	Description	Paper Link	Rec Score
TimeSeries LLM	qingsongedu/Awesome-TimeSeries-SpatioTemporal-LM-LLM	Resources for time series and spatiotemporal analysis with LLMs		★★★★★

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LLM Survey

Direction	GitHub Link	Description	Paper Link	Rec Score
LLM Survey	HqWu-HITCS/Awesome-LLM-Survey	Comprehensive survey papers on LLM research		★★★★★
LLM Resources	WangRongsheng/awesome-LLM-resourses	Collection of various LLM resources and papers		★★★★★

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LLM & Tables & Text2SQL

Direction	GitHub Link	Description	Paper Link	Rec Score
LLM Tabular	johnnyhwu/Awesome-LLM-Tabular	Resources for LLMs working with tabular data		★★★★★
Text2SQL	eosphoros-ai/Awesome-Text2SQL	Resources for text-to-SQL generation		★★★★★
LLM Text2SQL	FlyingFeather/Awesome-LLM-based-Text2SQL	LLM-based approaches for text-to-SQL conversion		★★★★★

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LLM & Document Intelligence

Direction	GitHub Link	Description	Paper Link	Rec Score
Document Understanding	tstanislawek/awesome-document-understanding	Resources for document understanding and processing		★★★★★
Document Understanding	harrytea/Awesome-Document-Understanding	Comprehensive collection of document understanding resources		★★★★★
Chart Understanding	khuangaf/Awesome-Chart-Understanding	Resources for understanding and analyzing charts		★★★★☆

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Agent Frameworks

Direction	GitHub Link	Description	Paper Link	Rec Score
TEN Agent	TEN-framework/TEN-Agent	Framework for building and deploying AI agents		★★★★★
LLM-Powered Phone GUI Agents	PhoneLLM/Awesome-LLM-Powered-Phone-GUI-Agents	LLM-powered GUI agents for mobile automation		★★★★★
LangGraph	von-development/awesome-LangGraph	LangGraph agent framework resources		★★★★★

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Prompt Engineering

Direction	GitHub Link	Description	Paper Link	Rec Score
ChatGPT Prompt	f/awesome-chatgpt-prompts	Collection of effective ChatGPT prompts		★★★★★
Prompt Engineering	NirDiamant/Prompt_Engineering	Resources for prompt engineering techniques		★★★★★
AI System Prompts	dontriskit/awesome-ai-system-prompts	System prompts for major LLM/Agent platforms		★★★★★

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Search & LLM

Direction	GitHub Link	Description	Paper Link	Rec Score
Large Search Models	Wu-Zongyu/Awesome-Large-Search-Models	Resources for large-scale search models		★★★★★

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arXiv & Paper Tools

Direction	GitHub Link	Description	Paper Link	Rec Score
Awesome arXiv	artnitolog/awesome-arxiv	Collection of arXiv tools and resources		★★★★★

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AI4Science & Scientific Discovery

Direction	GitHub Link	Description	Paper Link	Rec Score
LLM Scientific Discovery	HKUST-KnowComp/Awesome-LLM-Scientific-Discovery	LLMs in scientific research: papers, tools, resources		★★★★★

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MCP & Servers & Chinese Resources

Direction	GitHub Link	Description	Paper Link	Rec Score
Awesome MCP ZH	yzfly/Awesome-MCP-ZH	Chinese resources for MCP		★★★★★
Awesome MCP Servers	appcypher/awesome-mcp-servers	MCP server implementations for AI model interaction		★★★★★

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LLM Engineering & Monitoring

Direction	GitHub Link	Description	Paper Link	Rec Score
Ollama Server	forrany/Awesome-Ollama-Server	Ollama service monitoring and visualization		★★★★★

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Contribution Guidelines

We welcome contributions to expand this collection! If you know of any relevant repositories, please follow these steps:

1. Fork this repository.
2. Add the repository link to the appropriate category in the README.md.
3. Submit a Pull Request with a short description of the repository.

Before contributing, please ensure that the repository:

• Is actively maintained.
• Includes a clear and concise description.
• Provides a link to the corresponding paper (if applicable).

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Acknowledgments

This repository is inspired by the [awesome] community. Special thanks to all contributors who help make this collection comprehensive and up-to-date.

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License

This repository is licensed under a Creative Commons Attribution 4.0 International License. You are free to share and adapt, provided proper credit is given.