LLM Fine-Tuning Optimization RAG Tools

Tools and frameworks for fine-tuning, quantization, and parameter-efficient adaptation of large language models (LoRA, QLoRA, DPO, distillation). Does NOT include pre-trained model inference, RAG retrieval systems, or application-specific implementations—only the model optimization techniques themselves.

There are 45 llm fine-tuning optimization tools tracked. 1 score above 70 (verified tier). The highest-rated is llmware-ai/llmware at 84/100 with 14,864 stars and 1,177 monthly downloads. 1 of the top 10 are actively maintained.

Get all 45 projects as JSON

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#	Tool	Score	Tier	Stars	Language
1	llmware-ai/llmware Unified framework for building enterprise RAG pipelines with small,...	84	Verified	14,864	Python
2	Sinapsis-AI/sinapsis-chatbots Monorepo for sinapsis templates supporting LLM based Agents	59	Established	25	Python
3	aimclub/ProtoLLM Framework for prototyping of LLM-based applications	54	Established	24	Python
4	Azure-Samples/azureai-foundry-finetuning-raft A recipe that will walk you through using either Meta Llama 3.1 405B or...	40	Emerging	77	Jupyter Notebook
5	xi029/Qwen3-VL-MoeLORA 在千问最新的多模态image-text模型Qwen3-VL-4B-Instruct...	38	Emerging	28	Python
6	pkargupta/taxoadapt Dynamically constructs and adapts an LLM-generated taxonomy to a given...	35	Emerging	35	Python
7	o2alexanderfedin/neuro-symbolic-reasoning-llm-prolog LLM-Generated Prolog Predicates with Embedded Justification Chains -...	34	Emerging	3	Shell
8	chernistry/meulex 'MEU-lex' \| Slack‑native RAG copilot boilerplate	28	Experimental	15	Python
9	chasemetoyer/gameplay-vision-llm Multimodal gameplay video understanding system combining vision, audio, and...	28	Experimental	9	Python
10	johnsonhk88/Deep-Research-With-Web-Scraping-by-LLM-And-AI-Agent Use LLM/AI agent for Web scraping (collection data) and analysis data with...	25	Experimental	5	Jupyter Notebook
11	GURPREETKAURJETHRA/Meta-LLAMA3-GenAI-UseCases-End-To-End-Implementation-Guides META LLAMA3 GENAI Real World UseCases End To End Implementation Guide	25	Experimental	26	Jupyter Notebook
12	dvdblk/hack4good-oecd OECD Policy Document Analysis pipeline with LLMs.	24	Experimental	3	Jupyter Notebook
13	DiogoRibeiro7/llm-dataset-foundry Dataset curation, quality validation, splitting, and versioning for an LLM...	22	Experimental	—	Python
14	DiogoRibeiro7/llm-knowledge-ingestion Ingestion and indexing layer for an LLM data platform, producing normalized...	22	Experimental	—	Python
15	ALBERT70000/r 🔧 Connect your local LLM to 82 tools, enabling natural language requests to...	22	Experimental	—	Python
16	llm-works/llm-kelt Framework for collecting and managing LLM context: facts storage, feedback...	22	Experimental	—	Python
17	zechenli03/ZARA Official implementation of "ZARA: Zero-shot Motion Time-Series Analysis via...	22	Experimental	14	Python
18	pd2871/End-to-End-LLM-Projects This repo contains code related to development of LLM based projects with...	21	Experimental	11	Jupyter Notebook
19	antononcube/EconomicsAI Economics AI via LLM RAG over economic articles, blog posts, or interview...	20	Experimental	1	Jupyter Notebook
20	AI-Governance-Lab/k8s-mlfow-demo This repo provides a minimal production MLflow 3.3.2 stack on k3s using...	19	Experimental	—	Python
21	CatnipCoders/Lambda-Driver Lambda-Driver optimizes a small pre-trained model for resource-constrained...	19	Experimental	—	Python
22	jlorenzo681/poc-lora-documentation-assistant LoRA fine-tunning enhanced RAG documentation assistant, optimized for Apple...	19	Experimental	—	Python
23	HTAnh2003/LLM_Powered_Video_Search The LLM-Powered Video Search System is an advanced multimodal video search...	19	Experimental	5	Jupyter Notebook
24	RufelleEmmanuelPactol/Mixture-of-Experts-Transcript-Evaluator A mixture of experts inspired transcript evaluator using LLM fine-tuning....	17	Experimental	1	Jupyter Notebook
25	MasrourTawfik/DFMEA-LLM-Enhanced This repo concerns the documentation of a project about the integration of...	17	Experimental	3	Batchfile
26	yui-mhcp/language_models A Large Language Models (LLM) oriented project providing easy-to-use...	16	Experimental	1	Python
27	gulabpatel/LLMs Alpaca, Bloom, DeciLM, Falcon, Vicuna, Llama2, Zephyr, Mistral(MoE), RAG,...	16	Experimental	4	Jupyter Notebook
28	abhisheksingh-7/cotrend Extending Decoders with an Integrated Encoder, as Part of Llama-3 Hackathon	16	Experimental	3	Python
29	Shao0203/llm-usekit Multi-llm app: Script generation, Chatbot, Docs RAG, Data analysis Agent.	16	Experimental	1	Python
30	semanticClimate/llmrag A template Github repository for running your own AI LLM RAG for a...	16	Experimental	1	HTML
31	REVA4-Research-Initiative/OpenLoRA Introduction To OpenLoRA: Revolutionizing the Operational Training for Large...	15	Experimental	—	—
32	sonuramashishnpm/npmai 🚀 npmai By Sonu Kumar (Viral Boy) npmai is a lightweight Python package...	15	Experimental	1	Python
33	nitinumaretiya123/fine-tuned-model Fine-tuning LLMs using LoRA/QLoRA with LangChain integration and evaluation pipeline	15	Experimental	1	—
34	JohnMachado11/Domain-Specific-Small-Language-Models Companion notebooks and writeups for "Domain-Specific Small Language Models...	14	Experimental	—	Jupyter Notebook
35	xndien2004/LLM_Powered_Video_Search [SOICT 2024] LLM-Powered Video Search: A Comprehensive Multimedia Retrieval System	14	Experimental	65	Jupyter Notebook
36	dasashreeya/llama_reranker Lightweight LoRA fine-tuning of Llama-family models as document rerankers in...	14	Experimental	—	Python
37	CORE-Research-Lab/IC A self deployable LLM application with our innovational IC framework (a RAG method)	12	Experimental	4	Python
38	gstenzel/PyTruffle Block-level Code Retrieval using LLMs	11	Experimental	—	Python
39	skywing/llm-dev The common setup to run LLM locally. Use llama-cpp to quantize model,...	11	Experimental	2	Jupyter Notebook
40	skurzyp/llm-fine-tuning-and-rag This Python repository implements fine-tuning, LoRA, layer freezing, and RAG...	11	Experimental	—	Python
41	tatwan/fine-tuning All about Fine-Tuning and LLMs. The content is designed to be educational...	11	Experimental	—	Jupyter Notebook
42	NutriPlan-Workspace/NutriPlan_LLM This repository handles the Large Language Model (LLM) components of the...	11	Experimental	—	Jupyter Notebook
43	DatarConsulting/Vashista-Sparse-Attention Reproducibility notebook for Vashista Sparse Attention : constant-in-context...	11	Experimental	—	Jupyter Notebook
44	rlhinrichs/lang-learn 🗣️ Natural Language Processing: building a RAG-tuned LLM for offline use	11	Experimental	—	Jupyter Notebook
45	Arnav-Ajay/llm-generation-control Explicit control and observability over when an LLM should answer, hedge, or...	11	Experimental	—	Python

Comparisons in this category

llmware and End-to-End-LLM-Projects (84 vs 21) llmware and llm-kelt (84 vs 22)