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 40 llm fine-tuning optimization tools tracked. 1 score above 70 (verified tier). The highest-rated is llmware-ai/llmware at 77/100 with 14,864 stars. 1 of the top 10 are actively maintained.

Get all 40 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,...	77	Verified	14,864	Python
2	Sinapsis-AI/sinapsis-chatbots Monorepo for sinapsis templates supporting LLM based Agents	60	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...	47	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...	42	Emerging	28	Python
6	pkargupta/taxoadapt Dynamically constructs and adapts an LLM-generated taxonomy to a given...	42	Emerging	35	Python
7	o2alexanderfedin/neuro-symbolic-reasoning-llm-prolog LLM-Generated Prolog Predicates with Embedded Justification Chains -...	34	Emerging	3	Shell
8	GURPREETKAURJETHRA/Meta-LLAMA3-GenAI-UseCases-End-To-End-Implementation-Guides META LLAMA3 GENAI Real World UseCases End To End Implementation Guide	32	Emerging	26	Jupyter Notebook
9	chasemetoyer/gameplay-vision-llm Multimodal gameplay video understanding system combining vision, audio, and...	32	Emerging	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...	32	Emerging	5	Jupyter Notebook
11	dvdblk/hack4good-oecd OECD Policy Document Analysis pipeline with LLMs.	31	Emerging	3	Jupyter Notebook
12	chernistry/meulex 'MEU-lex' \| Slack‑native RAG copilot boilerplate	31	Emerging	15	Python
13	zechenli03/ZARA Official implementation of "ZARA: Zero-shot Motion Time-Series Analysis via...	28	Experimental	14	Python
14	pd2871/End-to-End-LLM-Projects This repo contains code related to development of LLM based projects with...	28	Experimental	11	Jupyter Notebook
15	HTAnh2003/LLM_Powered_Video_Search The LLM-Powered Video Search System is an advanced multimodal video search...	26	Experimental	5	Jupyter Notebook
16	antononcube/EconomicsAI Economics AI via LLM RAG over economic articles, blog posts, or interview...	26	Experimental	1	Jupyter Notebook
17	MasrourTawfik/DFMEA-LLM-Enhanced This repo concerns the documentation of a project about the integration of...	24	Experimental	3	Batchfile
18	yui-mhcp/language_models A Large Language Models (LLM) oriented project providing easy-to-use...	23	Experimental	1	Python
19	DiogoRibeiro7/llm-knowledge-ingestion Ingestion and indexing layer for an LLM data platform, producing normalized...	22	Experimental	—	Python
20	DiogoRibeiro7/llm-dataset-foundry Dataset curation, quality validation, splitting, and versioning for an LLM...	22	Experimental	—	Python
21	Shao0203/llm-usekit Multi-llm app: Script generation, Chatbot, Docs RAG, Data analysis Agent.	22	Experimental	1	Python
22	semanticClimate/llmrag A template Github repository for running your own AI LLM RAG for a...	22	Experimental	1	HTML
23	xndien2004/LLM_Powered_Video_Search [SOICT 2024] LLM-Powered Video Search: A Comprehensive Multimedia Retrieval System	21	Experimental	65	Jupyter Notebook
24	llm-works/llm-kelt Framework for collecting and managing LLM context: facts storage, feedback...	21	Experimental	—	Python
25	ALBERT70000/r 🔧 Connect your local LLM to 82 tools, enabling natural language requests to...	21	Experimental	—	Python
26	jlorenzo681/poc-lora-documentation-assistant LoRA fine-tunning enhanced RAG documentation assistant, optimized for Apple...	19	Experimental	—	Python
27	CORE-Research-Lab/IC A self deployable LLM application with our innovational IC framework (a RAG method)	19	Experimental	4	Python
28	REVA4-Research-Initiative/OpenLoRA Introduction To OpenLoRA: Revolutionizing the Operational Training for Large...	17	Experimental	—	—
29	sonuramashishnpm/npmai 🚀 npmai By Sonu Kumar (Viral Boy) npmai is a lightweight Python package...	16	Experimental	1	Python
30	nitinumaretiya123/fine-tuned-model Fine-tuning LLMs using LoRA/QLoRA with LangChain integration and evaluation pipeline	15	Experimental	1	—
31	JohnMachado11/Domain-Specific-Small-Language-Models Companion notebooks and writeups for "Domain-Specific Small Language Models...	14	Experimental	—	Jupyter Notebook
32	dasashreeya/llama_reranker Lightweight LoRA fine-tuning of Llama-family models as document rerankers in...	14	Experimental	—	Python
33	NutriPlan-Workspace/NutriPlan_LLM This repository handles the Large Language Model (LLM) components of the...	13	Experimental	—	Jupyter Notebook
34	tatwan/fine-tuning All about Fine-Tuning and LLMs. The content is designed to be educational...	13	Experimental	—	Jupyter Notebook
35	Arnav-Ajay/llm-generation-control Explicit control and observability over when an LLM should answer, hedge, or...	13	Experimental	—	Python
36	rlhinrichs/lang-learn 🗣️ Natural Language Processing: building a RAG-tuned LLM for offline use	13	Experimental	—	Jupyter Notebook
37	skurzyp/llm-fine-tuning-and-rag This Python repository implements fine-tuning, LoRA, layer freezing, and RAG...	13	Experimental	—	Python
38	skywing/llm-dev The common setup to run LLM locally. Use llama-cpp to quantize model,...	13	Experimental	2	Jupyter Notebook
39	EISHKARAN/Research-Papers Curated List of Research Papers	12	Experimental	5	—
40	rvats20/RAG-LLM-APP This repo contains useful OpenAI-Python-Scripts for automating small tasks....	10	Experimental	2	Jupyter Notebook

Comparisons in this category

llmware and End-to-End-LLM-Projects (77 vs 28) llmware and language_models (77 vs 23)