Prompt Engineering Techniques LLM Tools

Methods and frameworks for optimizing LLM outputs through prompting strategies, prompt tuning, and reasoning paradigms. Does NOT include general prompt resources, jailbreaking, or applications built with prompts—only the techniques and implementations for improving how prompts work.

There are 21 prompt engineering techniques tools tracked. 1 score above 50 (established tier). The highest-rated is genlm/genlm-control at 51/100 with 179 stars.

Get all 21 projects as JSON

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#	Tool	Score	Tier	Stars	Language
1	genlm/genlm-control Controlled text generation with programmable constraints	51	Established	179	Python
2	Intelligent-CAT-Lab/AlphaTrans Artifact repository for the paper "AlphaTrans: A Neuro-Symbolic...	44	Emerging	34	Java
3	madaan/self-refine LLMs can generate feedback on their work, use it to improve the output, and...	43	Emerging	785	Python
4	PCI-ORG/PCI-Personnel Policy Change Index for Personnel (PCI-Personnel)	41	Emerging	3	HTML
5	gokmengokhan/deo-llm-reframing Replication materials: Testing Distance-Engagement Oscillation as a...	37	Emerging	3	Python
6	hemangjoshi37a/o1-meta-prompt This project aims to emulate some of the advanced reasoning capabilities...	37	Emerging	49	—
7	automix-llm/automix Mixing Language Models with Self-Verification and Meta-Verification	36	Emerging	112	Jupyter Notebook
8	RamonKaspar/MathPrompter MathPrompter Implementation: This repository hosts an implementation based...	36	Emerging	13	Python
9	appier-research/structure-gen Let Me Speak Freely? A Study on the Impact of Format Restrictions on...	30	Emerging	26	Python
10	appl-team/reppl Using APPL to reimplement popular algorithms for Large Language Models...	29	Experimental	44	Python
11	JohnJiang12138/CMRP Cross-modal Reinforced Prompting for Graph and Language Tasks, KDD 2024.	28	Experimental	11	Python
12	ironbar/prompt_recovery Solution for Kaggle's LLM prompt recovery challenge	25	Experimental	6	Jupyter Notebook
13	jxzhangjhu/awesome-LLM-controlled-decoding-generation awesome-LLM-controlled-constrained-generation	23	Experimental	55	—
14	zjukg/SUBARU [ACL 2025 Main] Have We Designed Generalizable Structural Knowledge...	22	Experimental	6	Python
15	BirhanuGebisa/Language-Models-NER To explore the LLMs such as GPT-3. Demonstrate the strategies to design...	19	Experimental	3	Jupyter Notebook
16	raulduk3/kubrick-gen Leveraged Chain of Thought prompting methods and few-shot learning...	18	Experimental	2	—
17	Liam-Smith08/self-immunizing-zero-shot-log-anomaly-detection-via-log-domain-adversarial-reasoning-simulation Paper landing page, PDF, and LaTeX source for Self-Immunizing Zero-Shot Log...	14	Experimental	—	TeX
18	jaehyun513/P2T Official implementation of Tabular Transfer Learning via Prompting LLMs (COLM 2024).	13	Experimental	13	Jupyter Notebook
19	AbelBekele/Precision-RAG Streamlining Prompt Engineering and Enhancing User Interactions with...	11	Experimental	3	Jupyter Notebook
20	phibenz/pragmatics-templates Collection of templates for the pragmatics engine to test and evaluate the...	11	Experimental	—	Python
21	phibenz/pragmatics A template engine for testing large language models.	11	Experimental	—	Python