Today's Prompt Engineering: Fastest-Growing Projects — May 05, 2026
This week, the Prompt Engineering space on GitHub has seen a surge in activity around tools and repositories focused on improving Large Language Model (LLM) performance and usability. The trend is shifting towards more specialized prompts and workflows that cater to specific use cases, such as image generation and engineering leadership. As a result, we're seeing a rise in popularity of repositories that provide curated collections of high-quality prompts and examples.
ZeroLu's awesome-gpt-image repository has taken the top spot with a growth score of 28.50 and over 1,086 stars. This curated collection of GPT Image 2 prompts and examples from top creators on X is growing rapidly due to its comprehensive nature and the increasing demand for high-quality image generation prompts. With 45 commits in the last 30 days, it's clear that this repository is actively maintained and updated.
Anbeeld's WRITING.md repository has a growth score of 15.45 and 205 stars, making it another notable mention in the Prompt Engineering space. This repository provides rules to make LLM text sharper and genre-aware, with concrete anchors and built-in self-auditing workflow, which is resonating with users looking to improve their writing workflows. With 16 commits in the last 30 days, this repository is seeing steady growth as more users adopt its guidelines.
The AI-for-engineering-leaders repository by shiphrahx has a growth score of 11.50 and 45 stars, indicating a growing interest in practical AI applications for engineering leaders. This repository provides playbooks for improving delivery, decision-making, and team productivity with real workflows, prompts, and systems, making it an attractive resource for engineering teams looking to leverage AI.
Freestylefly's awesome-gpt-image-2 repository boasts an impressive 3,811 stars and a growth score of 11.45, thanks to its comprehensive prompt engine and template library for GPT-Image2. With over 370+ case studies and 20+ industrial-grade templates, this repository is becoming the go-to resource for users seeking high-quality prompts for image generation.
Chengzhongwei's Prompt-sensei repository has a growth score of 6.85 and 50 stars, indicating growing interest in local-first prompt coaching tools. This repository provides a prompt coach for Claude Code and Codex that improves prompts, observes prompting habits, and analyzes local history with explicit consent. With 10 commits in the last 30 days, this tool is gaining traction among users seeking more personalized prompt improvement.
Bsquang's claude-comstyle repository has a growth score of 6.64 and 26 stars, thanks to its unique approach to controlling how Claude communicates through 13 customizable prompts. This repository is growing as users look for ways to fine-tune their interactions with LLMs like Claude.
ZeroLu's awesome-happy-horse repository rounds out the list with a growth score of 4.06 and 70 stars, showcasing the community-curated prompts and resources for the Happy Horse model. With 19 commits in the last 30 days, this repository is seeing steady growth as more users explore its text-to-video and image-to-video examples.
Lastly, Josh-blythe's bordair-multimodal repository has a growth score of 3.36 and 45 stars, indicating interest in open-source cross-modal and multimodal prompt injection test suites. This repository provides over 50,500+ attack payloads across various modalities, making it a valuable resource for researchers and developers looking to improve LLM security.
The remaining repositories, while not as highly ranked, still demonstrate the diversity of projects within the Prompt Engineering space. As this category continues to evolve, we can expect to see more innovative tools and workflows emerge that cater to specific use cases and industries.
ZeroLu's awesome-gpt-image repository has taken the top spot with a growth score of 28.50 and over 1,086 stars. This curated collection of GPT Image 2 prompts and examples from top creators on X is growing rapidly due to its comprehensive nature and the increasing demand for high-quality image generation prompts. With 45 commits in the last 30 days, it's clear that this repository is actively maintained and updated.
Anbeeld's WRITING.md repository has a growth score of 15.45 and 205 stars, making it another notable mention in the Prompt Engineering space. This repository provides rules to make LLM text sharper and genre-aware, with concrete anchors and built-in self-auditing workflow, which is resonating with users looking to improve their writing workflows. With 16 commits in the last 30 days, this repository is seeing steady growth as more users adopt its guidelines.
The AI-for-engineering-leaders repository by shiphrahx has a growth score of 11.50 and 45 stars, indicating a growing interest in practical AI applications for engineering leaders. This repository provides playbooks for improving delivery, decision-making, and team productivity with real workflows, prompts, and systems, making it an attractive resource for engineering teams looking to leverage AI.
Freestylefly's awesome-gpt-image-2 repository boasts an impressive 3,811 stars and a growth score of 11.45, thanks to its comprehensive prompt engine and template library for GPT-Image2. With over 370+ case studies and 20+ industrial-grade templates, this repository is becoming the go-to resource for users seeking high-quality prompts for image generation.
Chengzhongwei's Prompt-sensei repository has a growth score of 6.85 and 50 stars, indicating growing interest in local-first prompt coaching tools. This repository provides a prompt coach for Claude Code and Codex that improves prompts, observes prompting habits, and analyzes local history with explicit consent. With 10 commits in the last 30 days, this tool is gaining traction among users seeking more personalized prompt improvement.
Bsquang's claude-comstyle repository has a growth score of 6.64 and 26 stars, thanks to its unique approach to controlling how Claude communicates through 13 customizable prompts. This repository is growing as users look for ways to fine-tune their interactions with LLMs like Claude.
ZeroLu's awesome-happy-horse repository rounds out the list with a growth score of 4.06 and 70 stars, showcasing the community-curated prompts and resources for the Happy Horse model. With 19 commits in the last 30 days, this repository is seeing steady growth as more users explore its text-to-video and image-to-video examples.
Lastly, Josh-blythe's bordair-multimodal repository has a growth score of 3.36 and 45 stars, indicating interest in open-source cross-modal and multimodal prompt injection test suites. This repository provides over 50,500+ attack payloads across various modalities, making it a valuable resource for researchers and developers looking to improve LLM security.
The remaining repositories, while not as highly ranked, still demonstrate the diversity of projects within the Prompt Engineering space. As this category continues to evolve, we can expect to see more innovative tools and workflows emerge that cater to specific use cases and industries.