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 26 prompt engineering techniques tools tracked. The highest-rated is genlm/genlm-control at 47/100 with 179 stars.

Get all 26 projects as JSON

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

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#	Tool	Score	Tier	Stars	Language
1	genlm/genlm-control Controlled text generation with programmable constraints	47	Emerging	179	Python
2	Intelligent-CAT-Lab/AlphaTrans Artifact repository for the paper "AlphaTrans: A Neuro-Symbolic...	37	Emerging	34	Java
3	PCI-ORG/PCI-Personnel Policy Change Index for Personnel (PCI-Personnel)	37	Emerging	3	HTML
4	gokmengokhan/deo-llm-reframing Replication materials: Testing Distance-Engagement Oscillation as a...	37	Emerging	3	Python
5	madaan/self-refine LLMs can generate feedback on their work, use it to improve the output, and...	36	Emerging	785	Python
6	slashrebootofficial/simulated-metacognition-in-open-source-llms This repository archives artifacts (prompts, configs, logs, and scripts)...	32	Emerging	7	Python
7	RamonKaspar/MathPrompter MathPrompter Implementation: This repository hosts an implementation based...	31	Emerging	13	Python
8	hemangjoshi37a/o1-meta-prompt This project aims to emulate some of the advanced reasoning capabilities...	30	Emerging	49	—
9	automix-llm/automix Mixing Language Models with Self-Verification and Meta-Verification	29	Experimental	112	Jupyter Notebook
10	Techolution/LazyLM A prompting framework for getting foundational models to “lazily” evaluate...	26	Experimental	7	Jupyter Notebook
11	swardiantara/drone-sentiment Transformer-based Sentiment Analysis for Anomaly Detection on Drone Forensic Timeline	24	Experimental	2	Python
12	k-randl/conformal_prompting Implementation of the paper "CICLe: Conformal In-Context Learning for...	24	Experimental	1	Jupyter Notebook
13	appier-research/structure-gen Let Me Speak Freely? A Study on the Impact of Format Restrictions on...	23	Experimental	26	Python
14	appl-team/reppl Using APPL to reimplement popular algorithms for Large Language Models...	22	Experimental	44	Python
15	JohnJiang12138/CMRP Cross-modal Reinforced Prompting for Graph and Language Tasks, KDD 2024.	21	Experimental	11	Python
16	ironbar/prompt_recovery Solution for Kaggle's LLM prompt recovery challenge	18	Experimental	6	Jupyter Notebook
17	jxzhangjhu/awesome-LLM-controlled-decoding-generation awesome-LLM-controlled-constrained-generation	16	Experimental	55	—
18	zjukg/SUBARU [ACL 2025 Main] Have We Designed Generalizable Structural Knowledge...	15	Experimental	6	Python
19	anderl80/prompt-flow-spam-or-ham Minimal Prompt Flow Spam or Ham classificator and evaluation example.	14	Experimental	1	Jupyter Notebook
20	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
21	blib-la/lingo Amplifying LLMs with a versatile, extensible pseudo language for precise and...	13	Experimental	8	—
22	yangzhch6/AlignedCoT Implementation of our paper "Speak Like a Native: Prompting Large Language...	13	Experimental	8	—
23	thunderous77/GLaPE Official implementation for "GLaPE: Gold Label-agnostic Prompt Evaluation...	13	Experimental	8	Python
24	BirhanuGebisa/Language-Models-NER To explore the LLMs such as GPT-3. Demonstrate the strategies to design...	12	Experimental	3	Jupyter Notebook
25	raulduk3/kubrick-gen Leveraged Chain of Thought prompting methods and few-shot learning...	11	Experimental	2	—
26	rudolfwilliam/scope-gen Official code for the ICLR 2025 paper "Sequential conformal prediction for...	11	Experimental	2	Jupyter Notebook