LLM Fine-Tuning Frameworks Prompt Engineering Tools

Tools and projects for fine-tuning LLMs on custom datasets for specialized tasks (code, biomedical, multilingual, bug detection, etc.). Does NOT include prompt engineering without model training, inference optimization, or general LLM deployment.

There are 111 llm fine-tuning frameworks tools tracked. The highest-rated is ShiZhengyan/PowerfulPromptFT at 37/100 with 76 stars.

Get all 111 projects as JSON

curl "https://pt-edge.onrender.com/api/v1/datasets/quality?domain=prompt-engineering&subcategory=llm-fine-tuning-frameworks&limit=20"

Open to everyone — 100 requests/day, no key needed. Get a free key for 1,000/day.

#	Tool	Score	Tier	Stars	Language
1	ShiZhengyan/PowerfulPromptFT [NeurIPS 2023 Main Track] This is the repository for the paper titled "Don’t...	37	Emerging	76	Python
2	OpenDriveLab/DriveLM [ECCV 2024 Oral] DriveLM: Driving with Graph Visual Question Answering	37	Emerging	1,263	HTML
3	Lamorati92/LLMs-from-scratch 📚 Build and train your own GPT-like Large Language Model from scratch with...	36	Emerging	2	Jupyter Notebook
4	MILVLG/prophet Implementation of CVPR 2023 paper "Prompting Large Language Models with...	36	Emerging	279	Python
5	StevenRice99/LLM-IK LLM-IK: Solving Inverse Kinematics using Large Language Models	32	Emerging	7	Python
6	deepankar27/Prompt_Organizer Managed Prompt Engineering	30	Emerging	18	HTML
7	mala-lab/NegPrompt The official implementation of CVPR 24' Paper "Learning Transferable...	29	Experimental	61	Python
8	iamrk04/LLM-Solutions-Playbook Unlock the potential of AI-driven solutions and delve into the world of...	28	Experimental	6	Jupyter Notebook
9	equinor/llm-engineering-101 Getting started with prompting and engineering with LLMs	27	Experimental	5	Jupyter Notebook
10	hrishikeshrt/LLM-Graph-Repair Code for Paper Submitted in GRADES-NDA 2025	27	Experimental	2	Python
11	JindongGu/Awesome-Prompting-on-Vision-Language-Model This repo lists relevant papers summarized in our survey paper: A...	26	Experimental	509	—
12	KazKozDev/deepchain-refinement Python-based system that automatically applies refinement techniques to LLM...	26	Experimental	3	Python
13	cambridgeltl/prompt4bli On Bilingual Lexicon Induction with Large Language Models (EMNLP 2023)....	26	Experimental	11	Python
14	MahtaFetrat/LLM-Powered-G2P Code and Resources for "LLM-Powered Grapheme-to-Phoneme Conversion:...	25	Experimental	20	Jupyter Notebook
15	ES7/Introduction-to-LLMs In this repository I have explained the application of Large Language Models...	25	Experimental	4	Jupyter Notebook
16	AJAkil/LLMalMorph This repository contain the tool LLMalMorph, a semi automated tool that...	25	Experimental	6	Python
17	ChenZiHong-Gavin/Polish-Your-Prompt Make anyone master of prompt engineering.	25	Experimental	10	Python
18	schrodingho/FM_ZSL_IoT Source Code for ECAI 2024 Paper "Leveraging Foundation Models for Zero-Shot...	25	Experimental	15	Python
19	cambridgeltl/sail-bli Self-Augmented In-Context Learning for Unsupervised Word Translation (ACL...	24	Experimental	4	Python
20	hpc203/GroundingDINO-onnxrun 使用onnxruntime部署GroundingDINO开放世界目标检测，包含C++和Python两个版本的程序	24	Experimental	82	Python
21	Uranarc/Disentanglement Comparative NLP study: BERTopic vs. Llama 3 for conversation...	24	Experimental	—	Jupyter Notebook
22	hucebot/words2contact Official implementation of "Words2Contact: Identifying Support Contacts from...	23	Experimental	6	Python
23	mohamedshameem-dev/Review_Classification_Engine Batch-optimized LLM-based automated customer review classification and...	23	Experimental	1	Python
24	RDrahul123/LLMs A free, practical course on LLMs — Prompt Engineering, APIs, RAG, and Fine-Tuning.	23	Experimental	1	Python
25	ksm26/Prompt-Engineering-with-Llama-2 The course provides guidance on best practices for prompting and building...	23	Experimental	14	Jupyter Notebook
26	Fisseha-Estifanos/LLM-API A repository to demonstrate some of the concepts behind large language...	23	Experimental	6	Jupyter Notebook
27	Zoher15/Zero-shot-PGT Code for Prefilled responses enhance zero-shot detection of AI-generated images	23	Experimental	5	Python
28	VijayV28/Prompt-Classification Exploring and evaluating different methods for accurate prompt...	22	Experimental	1	Jupyter Notebook
29	jcarterlab/Targeted-News-Monitoring-Pipeline A news analysis pipeline that uses an LLM to decide which stories to scrape...	22	Experimental	—	Python
30	ArthurMangussi/LLMsImputation Large Language Models for Data Imputation: A prompt engineering approach	22	Experimental	—	Python
31	our0boros/MERO A training-free multimodal retrieval framework that optimizes frozen...	22	Experimental	—	Python
32	hisanusman/Violent-activities-detection-and-scene-understanding This project uses a vision transformer to detect violent activities in CCTV...	22	Experimental	—	Jupyter Notebook
33	aekpalakorn/occupation-classification-career-mobility Source code for the data analysis and models, including the FewSOC prompting...	22	Experimental	3	Jupyter Notebook
34	wzy6642/ProCo Official implementation for "Large Language Models Can Self-Correct with Key...	22	Experimental	7	Python
35	ga642381/SpeechPrompt-v2 《SpeechPrompt v2: Prompt Tuning for Speech Classification Tasks》Speech...	22	Experimental	81	Python
36	ksm26/Prompt-Engineering-for-Vision-Models Enhance your skills in prompt engineering for vision models. Learn to...	21	Experimental	9	Jupyter Notebook
37	navidadkhah/Advanced-Bug-Detection-and-Fixing-Using-Fine-Tuned-LLM Bug detection and fixing using prompt engineering and fine-tuning with Llama...	20	Experimental	12	Jupyter Notebook
38	YuxingLu613/Prompt-NER-Chinese Apply prompt learning in Chinese NER tasks	20	Experimental	13	—
39	purang2/prompting-nlp About, prompt-based few-shot learning, Text Generation with Prompting	20	Experimental	13	Jupyter Notebook
40	xingbpshen/prompt4trust [ICCV 2025 CVAMD] The official implementation of the paper "Prompt4Trust: A...	20	Experimental	14	Python
41	rabiulcste/vqazero visual question answering prompting recipes for large vision-language models	20	Experimental	28	Python
42	mmxxtdmk/comprehension Natural Language Programming adds comprehension to context. Interactive...	20	Experimental	1	Jupyter Notebook
43	godaai/llm-table-survey Resources on Large Language Models for Table Processing	19	Experimental	110	—
44	mddunlap924/PII-Detection Personal Identifiable Information (PII) entity detection and performance...	19	Experimental	36	Python
45	Waqas01CP/Applied-LLM-Workflow-Research A practical portfolio and meta-analysis of advanced prompt engineering. This...	19	Experimental	—	Python
46	ksm26/Improving-Accuracy-of-LLM-Applications The course equips developers with techniques to enhance the reliability of...	19	Experimental	4	Jupyter Notebook
47	MilaNLProc/prompting_hate_speech Zero-Shot Hate Speech classification using prompting. Published at the WOAH...	19	Experimental	6	Python
48	M4T1SS3/DeltaLoop Continuous fine-tuning layer that converts AI agent logs into LoRA adapters.	18	Experimental	3	Python
49	adaminsky/nesy_prompting Code for constructing and evaluating neuro-symbolic prompting methods. Used...	18	Experimental	3	Python
50	SangiSI/llm-foundations-and-systems Structured repository covering LLM foundations, fine-tuning workflows,...	17	Experimental	2	Jupyter Notebook
51	Lizhecheng02/Kaggle-PII_Data_Detection Implement named entity recognition (NER) using regex and fine-tuned LLM,...	17	Experimental	5	Jupyter Notebook
52	saadtariq-learning/llms_with_google_cloud Leveraged the power of Google Cloud's Vertex AI platform to develop advanced...	15	Experimental	1	Jupyter Notebook
53	camescopetech/NLP-classification LLM-based disease classification from symptom text descriptions using prompt...	15	Experimental	1	Jupyter Notebook
54	inFaaa/Evolver [COLING 2025🔥] Evolver: Chain-of-Evolution Prompting to Boost Large...	15	Experimental	17	Python
55	guy1998/1998-prompts Fine tuned LLaMA model for prompt enhancing	15	Experimental	5	Jupyter Notebook
56	uz0/llm Public course materials about LLM agents by Unity Zone Zero team	15	Experimental	—	—
57	cent664/LLMWM Implementation of 'Watermarking Language Models through Language Models'	15	Experimental	—	Jupyter Notebook
58	chirindaopensource/forecasting_macroeconomic_scenarios_synthetic_llm_personas End-to-End Python replication of Iadisernia & Camassa’s LLM macroeconomic...	15	Experimental	—	Jupyter Notebook
59	UmmeKulsumTumpa/alzheimers-dementia-reddit-analysis A reproducible pipeline for analyzing Alzheimer’s and Dementia discussions...	15	Experimental	—	Jupyter Notebook
60	HamBa-m/socio-eco-stress Workshop about LLMs: predicting social unrest and economic crises by...	15	Experimental	—	Jupyter Notebook
61	StevenRice99/LLM-Forecast LLM-Forecast: A Novel Hybrid Forecasting Methodology Integrating ARIMA and...	15	Experimental	—	Python
62	Fedefilice/Road-hazard-map My thesis project: Comparison of LLM and Transformer models for the...	15	Experimental	—	Python
63	Mqtth3w/master-thesis-mbda-unipr Enhancing Fault Isolation in Hardware Systems Using Large Language Models...	15	Experimental	—	Python
64	Chengyuli33/biography-parser-text-generation ✍️ Fine-tuned NLP system for Wiki bio parsing and sci-fi story generation,...	15	Experimental	—	Jupyter Notebook
65	mewmix/llama-index-flask-demo A Flask Server Demo Application showing off some llama-index LLM prompt...	15	Experimental	22	Python
66	Nilu0309/tad-archives-classifier TaD Archives Classifier is a Natural Language Processing (NLP) project...	15	Experimental	—	Python
67	YipingNUS/scratchplot-story-generation Plot Writing From Pre-Trained Language Models (INLG 2022) [code+data]	14	Experimental	9	Python
68	rosariopiognazzo/TimeSeries-Tweet-Forecast-R The goal of this work is to conduct an in-depth statistical analysis of...	14	Experimental	—	—
69	siddish-reddy/amul-pun-finetuned_llm_sdxl hackathon experiment pre nano banana imagen models	14	Experimental	1	Jupyter Notebook
70	denev6/Bias-A-Thon ⚖️ LLM Bias Mitigation using Prompt Engineering in Korean	14	Experimental	—	Jupyter Notebook
71	stefanieversace/case-study.md Experiments with prompt engineering to extract structured insights from...	14	Experimental	—	—
72	zatchbell1311-wq/Sparse-Semantic-Patch-Memory-SSPM-Proof-of-Concept- The repository accompanies the SSPM research preprint and includes a Google...	14	Experimental	—	Jupyter Notebook
73	Negin-Hadad/llama-sentiment-analysis Sentiment classification using TinyLlama prompt engineering compared with a...	14	Experimental	—	Jupyter Notebook
74	Suprov007/Clip-To-Detect-PII This project uses CLIP to detect different types of Personally Identifiable...	14	Experimental	—	Jupyter Notebook
75	karan51ngh/LocalLLMtextClassification This project implements a text classification system powered by Large...	14	Experimental	3	Python
76	erictracc/ITEC6240M-A2-LLM-EXPERIMENT Sentiment analysis experiment comparing zero-shot and few-shot prompt...	14	Experimental	—	Jupyter Notebook
77	ndl12ben/MMI_Algorithmen_WS25_26 This is a Seminar Paper for the course "MMI_Algorithmen" at the University...	14	Experimental	—	Jupyter Notebook
78	Surya2004-janardhan/Structured-Output-Fine-Tuning-Train-Llama-3.2-for-Reliable-JSON-Extraction-with-LlamaFactory This repository documents the process of fine-tuning a Llama 3.2 3B Instruct...	14	Experimental	—	—
79	labouz/destigma Experiments to de-stigmatize language used against people who use drugs....	13	Experimental	—	Jupyter Notebook
80	robertmcgehee/physics-haiku-bot A physics haiku bot built to explore generated dataset curation, prompt...	13	Experimental	2	Jupyter Notebook
81	TomiToivio/LaclauGPT-Multimodal-Analysis LaclauGPT scripts for multimodal analysis of EP2024 social media videos....	13	Experimental	2	Python
82	itsDaiton/masters-thesis Exploration and Comparison of Transformers for Image Classification.	13	Experimental	2	Jupyter Notebook
83	sreekanthpogula/Complete-LLM-Fine-Tuning A comprehensive guide and codebase for fine-tuning Large Language Models...	13	Experimental	2	Jupyter Notebook
84	dheerajanikar/PromptOptimization_v1 AWS Gen-AI Loft hackathon code	13	Experimental	—	Jupyter Notebook
85	utkarsh-deployes/fossee-screening-task-2025 Submission for FOSSEE Semester-Long Internship (Autumn 2025) – Python...	12	Experimental	1	—
86	wangxu0820/NegativePrompt The official GitHub page for paper "NegativePrompt: Leveraging Psychology...	12	Experimental	25	Python
87	Ilia-Buralkin/SoM-Plus SoM+: Augmenting Set-of-Mark prompting annotations to produce semantic...	12	Experimental	1	Jupyter Notebook
88	emtinanseo/Prompt-Engineering Strategies to generate prompts for Large Language Models for web pages...	12	Experimental	3	Jupyter Notebook
89	hewei2001/Self-Demos [NAACL 2024] Self-Demos: Eliciting Out-of-Demonstration Generalizability in...	12	Experimental	4	Jupyter Notebook
90	aycaaktas/TextClassificationUsingLLMandMLTechniques Text classification project comparing Llama-3 LLM and traditional ML methods...	12	Experimental	1	Python
91	Technocrat-dev/Driver-Scene Automated VLM pipeline for structured driving scene descriptions from...	12	Experimental	1	Python
92	pleonova/edu-skills-tagging This pipeline analyzes educational text passages to identify optimal...	11	Experimental	—	Python
93	maryamzaman30/Auto-Tagging-Support-Tickets-Using-LLM Artificial Intelligence & Machine Learning Engineering Internship -...	11	Experimental	—	Jupyter Notebook
94	bffels/argument-mining Investigating the Impact of Prompt Engineering on LLMs in Argument Mining	11	Experimental	—	Jupyter Notebook
95	yuu0223/KG-Prompting-Based-on-DCSR This is my master’s thesis at National Chengchi University (NCCU). We...	11	Experimental	—	Jupyter Notebook
96	Xachchchch/llm-fine-tuning Training a lightweight TinyLLaMA model with LoRA adapters on a dataset of...	11	Experimental	—	Jupyter Notebook
97	rb81/prompts A few experiments in Prompt Engineering demonstrating various possibilities...	11	Experimental	—	—
98	wzy6642/StepCo Official implementation for "Enhancing Mathematical Reasoning in LLMs by...	11	Experimental	7	Python
99	AnnaVerbytska/Text-Simplification-MT-TTS Multiligual Machine Translation & Text Simplification on democracy with LLM...	11	Experimental	—	Jupyter Notebook
100	cauchyschwarz192837/domain-adaptive-vehicle-recognition End-to-End Night-Robust Vehicle Recognition Pipeline via GAN-Based Domain...	11	Experimental	—	Python
101	zedsharifi/tone-transformer-llm An exploration of text tone transformation using offline LLMs, powered by a...	11	Experimental	—	Python
102	Rita-Yixuan-Wang/llm_for_policy_intelligence A lightweight LLM-based pipeline for few-shot classification of U.S. policy...	11	Experimental	—	Jupyter Notebook
103	thomaslaner/AiDrivenKeywordExtractionTagGeneration LLM-powered pipeline for extracting entities and generating tags from...	11	Experimental	—	Jupyter Notebook
104	ShimaN19/Facial__Attributes Fine‑tuned CLIP‑based VLM for few‑shot facial attribute classification on...	11	Experimental	—	Jupyter Notebook
105	stefanshipinkoski/dynamic-few-shot-prompting-blog-post Dynamic Few-Shot Prompting for Customer Support AI Agents A practical...	11	Experimental	2	Python
106	manzoorali29/RE-LLM-Papers [Paper List] Papers using LLMs for any type of relation extraction/classification	11	Experimental	2	—
107	ajuliettet/topic_modeling_Disney_reviews Topic modeling for Disney reviews using HDBSCAN, Laten Dirichlet...	10	Experimental	1	HTML
108	Nid989/Isometric-Multi-task-NMT Official repository for the paper; HMIST: Hierarchical Multilingual...	10	Experimental	1	Jupyter Notebook
109	Sven72/fun_with_llms Using LLMs to to do silly things. Because we are not more human than human...	10	Experimental	1	Jupyter Notebook
110	Mahmood-Anaam/arabic-visual-question-answering Modular and extensible framework for Arabic Visual Question Answering (VQA)...	10	Experimental	1	Jupyter Notebook
111	has-abi/voice-search-llms Voice search implementation using LLMs	10	Experimental	1	Jupyter Notebook