Today's Prompt Engineering: Fastest-Growing Projects — August 05, 2026
Today's Prompt Engineering, we see a diverse array of projects gaining traction on GitHub, ranging from collections of leaked prompts to advanced prompt architecture tools and project setup utilities. These repositories highlight the growing importance of effective prompting techniques across various domains, including software development, website design, and creative writing.
The repository "leaked-llm-prompts" by Eversmile12 is a collection of leaked large language model (LLM) prompts that has garnered 333 stars on GitHub. With a growth score of 45.38, it appears to be growing due to its unique content and the potential insights it offers into the workings of LLMs.
"kropdx/reflection-engine" is another notable project with a growth score of 42.25 and 130 stars. This downloadable prompt turns an AI assistant's memory of you into a candid, evidence-grounded portrait, likely attracting attention for its innovative approach to understanding user interactions with AI systems.
"andrej-karpathy-skills" by 0xwilliamortiz has amassed 551 stars and features behavioral guardrails distilled from Andrej Karpathy's insights on where LLMs falter in software development. With a growth score of 28.67, it is likely growing due to the credibility associated with Karpathy’s expertise and its practical application for developers.
"Raymondhou0917/speak-human-tw" has seen significant interest, accumulating 744 stars with a growth score of 21.70. This project aims to remove AI flavor from text in繁体中文, correcting Chinese language use and half-width punctuation marks, making it particularly relevant for those working with Claude Code or similar models.
The "websiteprompts" repository by openwarehq has garnered 44 stars and a growth score of 16.83. It offers free copy-paste prompts to turn AI into a cinematic website, complete with exact colors, easing, z-index, and background videos already hosted, making it appealing for web developers looking for quick, professional designs.
"Prompt-architect" by lololerigolo60 is a Python desktop app that analyzes raw texts and images using local Ollama LLMs to extract optimized JSON prompts for generative AI. With 44 stars and a growth score of 10.32, it appears to be growing due to its advanced capabilities in prompt generation and database management.
"mise-en-claude" by emadd provides a comprehensive paste-in Claude Code prompt that sets up or rescues project engineering foundations with features like git integration and CLAUDE.md structure. Its high growth score of 10.30 alongside 51 stars suggests its utility in streamlining project setup processes.
The "foreman" repository by V-Songbird is a plugin for crafting professional XML prompts and managing tasks, featuring an impressive 75 commits over the last month. With a growth score of 8.43 and 27 stars, it highlights the demand for tools that enhance prompt engineering efficiency in project management.
"cinematic-scroll-prompt-kit" by amirmushichge is gaining traction with 193 stars and a growth score of 7.05. This kit provides reusable AI prompts and briefs for creating cinematic scroll-driven 2.5D websites, appealing to developers seeking advanced visual effects in web design.
Lastly, "vibe-coding-with-base44" by cporter202 offers a beginner-friendly guide to building apps using Base44 with plain-English prompts and practical examples. With 40 stars and a growth score of 6.81, it appears to be growing as more beginners seek accessible AI-driven coding solutions.
These repositories collectively demonstrate the expanding scope and sophistication of prompt engineering tools across different fields, from software development to creative content creation.
The repository "leaked-llm-prompts" by Eversmile12 is a collection of leaked large language model (LLM) prompts that has garnered 333 stars on GitHub. With a growth score of 45.38, it appears to be growing due to its unique content and the potential insights it offers into the workings of LLMs.
"kropdx/reflection-engine" is another notable project with a growth score of 42.25 and 130 stars. This downloadable prompt turns an AI assistant's memory of you into a candid, evidence-grounded portrait, likely attracting attention for its innovative approach to understanding user interactions with AI systems.
"andrej-karpathy-skills" by 0xwilliamortiz has amassed 551 stars and features behavioral guardrails distilled from Andrej Karpathy's insights on where LLMs falter in software development. With a growth score of 28.67, it is likely growing due to the credibility associated with Karpathy’s expertise and its practical application for developers.
"Raymondhou0917/speak-human-tw" has seen significant interest, accumulating 744 stars with a growth score of 21.70. This project aims to remove AI flavor from text in繁体中文, correcting Chinese language use and half-width punctuation marks, making it particularly relevant for those working with Claude Code or similar models.
The "websiteprompts" repository by openwarehq has garnered 44 stars and a growth score of 16.83. It offers free copy-paste prompts to turn AI into a cinematic website, complete with exact colors, easing, z-index, and background videos already hosted, making it appealing for web developers looking for quick, professional designs.
"Prompt-architect" by lololerigolo60 is a Python desktop app that analyzes raw texts and images using local Ollama LLMs to extract optimized JSON prompts for generative AI. With 44 stars and a growth score of 10.32, it appears to be growing due to its advanced capabilities in prompt generation and database management.
"mise-en-claude" by emadd provides a comprehensive paste-in Claude Code prompt that sets up or rescues project engineering foundations with features like git integration and CLAUDE.md structure. Its high growth score of 10.30 alongside 51 stars suggests its utility in streamlining project setup processes.
The "foreman" repository by V-Songbird is a plugin for crafting professional XML prompts and managing tasks, featuring an impressive 75 commits over the last month. With a growth score of 8.43 and 27 stars, it highlights the demand for tools that enhance prompt engineering efficiency in project management.
"cinematic-scroll-prompt-kit" by amirmushichge is gaining traction with 193 stars and a growth score of 7.05. This kit provides reusable AI prompts and briefs for creating cinematic scroll-driven 2.5D websites, appealing to developers seeking advanced visual effects in web design.
Lastly, "vibe-coding-with-base44" by cporter202 offers a beginner-friendly guide to building apps using Base44 with plain-English prompts and practical examples. With 40 stars and a growth score of 6.81, it appears to be growing as more beginners seek accessible AI-driven coding solutions.
These repositories collectively demonstrate the expanding scope and sophistication of prompt engineering tools across different fields, from software development to creative content creation.