Topics / #prompt

Prompt projects on GitHub

Prompt collections, optimization, and system prompt design for LLMs.

As of , the most-starred Prompt projects on GitHub are prompts.chat (173.2K stars), system_prompts_leaks (69.8K stars) and powerlevel10k (55.3K stars). GitHub.Locker tracks 57 Prompt repositories with 901.6K stars combined. The fastest-growing on October 16 was prompt-optimizer, with +121 stars in a day.

57Projects
901.6KStars in total
+871Stars in a day
Browse in the catalog →github.com/topics/prompt ↗

Hot right now

Most stars gained in a day · Oct 16

+121

prompt-optimizer

linshenkx/prompt-optimizer · ★ 38.3K

Prompt Optimizer is an AI tool that helps you write better prompts and get better results from AI models, available as a web app, desktop app, Chrome extension, and Docker deployment.

+101

prompts.chat

f/prompts.chat · ★ 173.2K

A curated, open-source collection of prompts for AI chat models like ChatGPT, Claude, Gemini, and Llama, formerly known as Awesome ChatGPT Prompts.

+86

anti-defensive-writing-Skill

Adkid-Zephyr/anti-defensive-writing-Skill · ★ 3.2K

A lightweight, zero-dependency Skill and prompt pack that stops 'defensive writing' in academic papers — the habit of pre-emptively hedging, apologizing, and undercutting your own results before reviewers even see them. It pushes writers toward a confident, press-conference style narrative built around the paper's strongest advantage.

+75

handraw-style

yang0/handraw-style · ★ 5.6K

A Skill that catalogs 261 numbered hand-drawn illustration styles; you pick a number, tell it your subject, and it returns a bilingual (Chinese and English) prompt with the style name baked in, ready to paste into any image-generating AI.

The all-time top

57 projects · by stars

  1. #1 · f/prompts.chat

    prompts.chat

    A curated, open-source collection of prompts for AI chat models like ChatGPT, Claude, Gemini, and Llama, formerly known as Awesome ChatGPT Prompts.

    173.2K
  2. #2 · asgeirtj/system_prompts_leaks

    system_prompts_leaks

    This repo is a growing collection of leaked system prompts — the hidden instructions various AI chatbots and coding agents receive before they answer your first message.

    69.8K
  3. #3 · romkatv/powerlevel10k

    powerlevel10k

    Powerlevel10k is a theme for Zsh: it restyles your shell prompt with an emphasis on speed, flexibility and out-of-the-box experience.

    55.3K
  1. 4

    CL4R1T4S

    51.3Kelder-plinius/CL4R1T4S

    CL4R1T4S is a crowd-sourced archive of leaked/extracted system prompts, guidelines, and internal tool definitions from major AI products like ChatGPT, Claude, Gemini, Grok, Perplexity, Cursor, Lovable, and Replit, published for AI transparency.

  2. 5

    prompt-eng-interactive-tutorial

    38.6Kanthropics/prompt-eng-interactive-tutorial · Jupyter Notebook

    This is Anthropic's official interactive tutorial for learning prompt engineering with Claude, teaching how to write effective prompts through lessons and hands-on exercises.

  3. 6

    prompt-optimizer

    38.3Klinshenkx/prompt-optimizer · TypeScript

    Prompt Optimizer is an AI tool that helps you write better prompts and get better results from AI models, available as a web app, desktop app, Chrome extension, and Docker deployment.

  4. 7

    nacos

    33.5Kalibaba/nacos · Java

    Nacos is a platform from Alibaba for dynamic service discovery, configuration management, and service management, aimed at building cloud-native microservices and AI applications.

  5. 8

    dotfiles

    31.5Kmathiasbynens/dotfiles · Shell

    Mathias Bynens' personal dotfiles: shell configuration files for macOS (aliases, functions, settings) plus scripts for setting up a new Mac with sensible defaults.

  6. 9

    Mr.-Ranedeer-AI-Tutor

    29.6KJushBJJ/Mr.-Ranedeer-AI-Tutor

    Mr. Ranedeer is a customizable AI-tutor prompt for GPT-4 that turns ChatGPT into a personalized tutor — it adapts knowledge depth, learning style, tone and reasoning framework to each student.

  7. 10

    oh-my-posh

    23.6KJanDeDobbeleer/oh-my-posh · Go

    oh-my-posh is a cross-platform prompt theme engine: it renders the prompt line you see in your terminal, and it is built to be highly customizable and extensible.

  8. 11

    Inquirer.js

    21.6KSBoudrias/Inquirer.js · TypeScript

    Inquirer.js is a collection of ready-made interactive command line prompts for Node.js CLIs — input fields, selectable lists, checkboxes, confirms and more — so you don't build terminal question UIs by hand.

  9. 12

    spaceship-prompt

    20.6Kspaceship-prompt/spaceship-prompt · Shell

    Spaceship is a minimalistic, powerful and extremely customizable prompt for the Zsh shell — the line you see when you type a command, filled with useful info to save you time.

  10. 13

    voyager

    20.4Kvoyager-crew/voyager · TypeScript

    Voyager is a free, open-source browser extension that enhances AI chat sites — Gemini, Google AI Studio, Claude, ChatGPT and DeepSeek — with folders, timelines, export and other tweaks, plus a prompt manager that works on any website.

  11. 14

    Windows10Debloater

    18.8KSycnex/Windows10Debloater · PowerShell

    A PowerShell script/utility that debloats Windows 10 by removing pre-installed apps, stopping some telemetry, preventing Cortana from being used as your search index, and disabling unnecessary scheduled tasks.

  12. 15

    sweetalert2

    18.1Ksweetalert2/sweetalert2 · JavaScript

    A replacement for JavaScript's built-in popup boxes: beautiful, responsive, highly customizable, accessible (WAI-ARIA) dialogs — alerts, confirms, prompts, toasts and modals — with zero dependencies.

  13. 16

    leaked-system-prompts

    15Kjujumilk3/leaked-system-prompts

    A collection of leaked system prompts from widely used LLM-based services, gathered as individual documents in one repository.

  14. 17

    botpress

    15Kbotpress/botpress · TypeScript

    Botpress is an open-source monorepo for building and deploying GPT/LLM-powered chatbots and assistants through the Botpress Cloud platform.

  15. 18

    powerline

    14.8Kpowerline/powerline · Python

    Powerline is a statusline plugin for vim that also provides statuslines and prompts for many other applications, including zsh, bash, fish, tmux, IPython, Awesome, i3 and Qtile.

  16. 19

    prompt-master

    14.5Knidhinjs/prompt-master

    Prompt Master is a Claude skill that turns a vague request into a sharp, optimized prompt for whatever AI tool you're actually going to use, so you get the right output on the first try instead of burning credits on re-prompts.

  17. 20

    pure

    14.4Ksindresorhus/pure · Shell

    Pure is a pretty, minimal and fast prompt theme for ZSH that shows git branch/status, command execution time, and other context without cluttering the terminal.

  18. 21

    claude-code-system-prompts

    12.9KPiebald-AI/claude-code-system-prompts · JavaScript

    This is a repository that extracts and publishes every part of Claude Code's system prompt: its core instructions, 27 builtin tool descriptions, sub-agent prompts (Explore, Plan, Task), and utility prompts (CLAUDE.md generation, conversation compaction, statusline setup, WebFetch, Bash commands, security review, agent creation, and more).

  19. 22

    ChatGPT_DAN

    12.6K0xk1h0/ChatGPT_DAN

    A curated collection of 'jailbreak' prompts for ChatGPT, most famously the 'DAN' (Do Anything Now) prompt, designed to push the model past OpenAI's content policy restrictions.

  20. 23

    ian-xiaohei-illustrations

    12.6Khelloianneo/ian-xiaohei-illustrations

    A Codex Skill that guides an AI agent to generate body-text illustrations for Chinese articles, blog posts, and Notion docs, turning a judgment, process, or metaphor from the text into a 16:9 white-background hand-drawn image featuring the 'Xiaohei' character.

  21. 24

    LangGPT

    12.6Klanggptai/LangGPT · Jupyter Notebook

    LangGPT is a structured, reusable prompt design framework that lets anyone create high-quality prompts for LLMs by filling in a template with sections like Role, Profile, Skills, Rules and Workflow, instead of relying on scattered trial-and-error tips.

  22. 25

    MidJourney-Styles-and-Keywords-Reference

    12.3Kwillwulfken/MidJourney-Styles-and-Keywords-Reference

    This is a reference guide listing styles and keywords you can use in prompts for MidJourney, the AI image generator. It includes comparison pages showing how different keywords affect resolution, image weights, and styles.

  23. 26

    awesome-chatgpt-zh

    11.8KEmbraceAGI/awesome-chatgpt-zh · Python

    A Chinese-language guide to ChatGPT and frontier AI: a curated, continuously updated GitHub collection of free and paid ChatGPT resources, prompt-engineering advice, app-development guides and AI productivity tools (11.7k stars).

  24. 27

    oh-my-fish

    11.4Koh-my-fish/oh-my-fish · Shell

    Oh My Fish (OMF) is a community-built framework for the fish shell that lets you install and manage themes and plugins ('packages') through a single 'omf' utility to customize your prompt and add commands.

  25. 28

    promptflow

    11.3Kmicrosoft/promptflow · Python

    Prompt flow is a suite of development tools from Microsoft for building LLM-based AI applications end-to-end: prototyping, prompt tuning, testing, evaluation, and production deployment and monitoring.

  26. 29

    voltagent

    10.8KVoltAgent/voltagent · TypeScript

    VoltAgent is an end-to-end AI agent engineering platform: an open-source TypeScript framework for building agents with memory, tools, RAG, workflows and voice, plus the VoltOps Console for observability and operations.

  27. 30

    chatgpt_system_prompt

    10.8KLouisShark/chatgpt_system_prompt · HTML

    It's a curated collection of leaked system prompts from ChatGPT and custom GPTs, plus prompt injection and leaking techniques, shared for educational reference.

  28. 31

    m3e-canvas

    9.4Klnkiai/m3e-canvas · TypeScript

    M3E Canvas lets you sketch Material 3 Expressive screens in the browser, link and tap through them, and turn the whole design into a natural-language prompt for an AI coding tool.

  29. 32

    Skills

    6.8KMengTo/Skills · HTML

    A curated collection of 123 reusable 'agent skills' (Markdown playbooks with optional demos, scripts, and references) for designers and builders using AI coding agents like Codex, Claude, and Cursor to build UIs, games, and automated workflows.

  30. 33

    ccg-workflow

    5.9Kfengshao1227/ccg-workflow · TypeScript

    CCG is a workflow engine for Claude Code that turns Claude into a multi-model orchestrator, dispatching work to Codex, Grok, Kimi Code, and Antigravity through a Go binary bridge while Claude stays in control.

  31. 34

    photo-abstract-editorial

    5.9KZzzLc0405/photo-abstract-editorial

    Photo Abstract Editorial is a Codex Skill that turns a single photo into a vertical editorial artwork made of an original photography area, an abstract memory panel derived from the photo, and a poetic English title.

  32. 35

    handraw-style

    5.6Kyang0/handraw-style · HTML

    A Skill that catalogs 261 numbered hand-drawn illustration styles; you pick a number, tell it your subject, and it returns a bilingual (Chinese and English) prompt with the style name baked in, ready to paste into any image-generating AI.

  33. 36

    awesome-notebookLM-prompts

    4.7Kserenakeyitan/awesome-notebookLM-prompts

    A curated collection of NotebookLM (and Kael.im) slide prompts gathered from creators on Note, WeChat, blogs, RED, and Twitter/X, meant to turn papers, notes, or transcripts into clean, presentation-ready decks.

  34. 37

    seedance2-skill

    4.3Kdexhunter/seedance2-skill

    This is a set of agent skill files that teach AI coding agents like Claude Code how to write effective prompts for generating videos with ByteDance's Seedance 2.0 model.

  35. 38

    Spiritual-Spell-Red-Teaming

    4KGoochbeater/Spiritual-Spell-Red-Teaming

    A public collection of jailbreak prompts — the author calls them 'spells' — written to get uncensored answers out of LLMs, mainly Claude.

  36. 39

    openless

    3.9KOpen-Less/openless · Rust

    OpenLess is an open-source voice-input app for macOS, Windows, and Linux: hold a hotkey, speak, and AI-polished text is inserted directly at your cursor in any app.

  37. 40

    anti-defensive-writing-Skill

    3.2KAdkid-Zephyr/anti-defensive-writing-Skill · Python

    A lightweight, zero-dependency Skill and prompt pack that stops 'defensive writing' in academic papers — the habit of pre-emptively hedging, apologizing, and undercutting your own results before reviewers even see them. It pushes writers toward a confident, press-conference style narrative built around the paper's strongest advantage.

  38. 41

    jailbreaks

    3.1Ktogg53192-cmd/jailbreaks

    This is a personal collection of jailbreak prompts meant to bypass the safety restrictions of AI chatbots like ChatGPT.

  39. 42

    hand-drawn-styles

    2.4Kthreerocks/hand-drawn-styles · Python

    A tool-agnostic recipe library of 21 verified hand-drawn art styles that turns your content description into a ready-to-copy image generation prompt, built as a Claude Code skill.

  40. 43

    claude-opus-5-5-demo

    1.1Kriba2534/claude-opus-5-5-demo · JavaScript

    A live test of Claude Opus 5.5's coding ability: three complete 3D browser games, each generated from a single one-sentence prompt in one session, with zero human edits to the code.

  41. 44

    Manware-s-AI-Learning-Toolkit

    799i-am-manware/Manware-s-AI-Learning-Toolkit

    It is a customization that turns AI into a learning companion instead of a code generator: you try first and predict, and AI only helps after you commit to an answer, guiding you with questions and hints rather than writing the solution.

  42. 45

    bug-bounty-hunting-prompts

    612mdpsec/bug-bounty-hunting-prompts

    A pack of reusable prompt files for running a structured, evidence-first bug bounty hunting workflow with an LLM agent, covering recon through triage and escalation.

  43. 46

    v4-flash-godmode-opencode-go

    457SheberDavid/v4-flash-godmode-opencode-go · JavaScript

    A dsh agent preset for the opencode-go coding agent that flips DeepSeek V4 Flash from 'ghost mode' to 'god mode' — a drop-in prompt pack meant to make the Flash model perform better under guided conditions.

  44. 47

    ai-manager

    346OnlistTeam/ai-manager · Rust

    AI Manager is a local-first desktop app that installs, updates, configures, and repairs AI coding command-line tools like Claude Code, Codex, and Gemini CLI on your own machine, so you never have to hand-edit shell profiles, PATH, or config files.

  45. 48

    awesome-astra-prompts

    343TripoGrowthLab/awesome-astra-prompts · JavaScript

    A curated, regularly refreshed collection of 200+ GPT-6 Astra prompts and 3D examples for building games, Blender scenes, Three.js/Unity/Unreal projects and other interactive worlds, each with a preview and links to the source.

  46. 49

    God-minmax-H3

    302LIUFelix2004/God-minmax-H3 · Shell

    A curated library of video-generation prompts for the MiniMax H3 (Hailuo 3.0) model, packaged as an installable Agent Skill, along with the prompt-writing/API reference docs and ffmpeg stitching scripts needed to turn those prompts into finished clips.

  47. 50

    reality-restaged

    292traveler0621/reality-restaged

    Reality Restaged is a Codex skill that transforms documentary, travel, street, and human-centered photography into restrained surreal cinematic tableaux, keeping the real people and gestures while rebuilding an impossible world around them.

  48. 51

    kid-papercraft

    243kaomei/kid-papercraft

    Kid Papercraft is an open-source AI Skill that turns a kid's name, age and photo into a 30-second stop-motion papercraft-style birthday video script, built on Google's Gemini Omni Flash model and starring popular cartoon characters like SpongeBob, Peppa Pig, Ultraman, PAW Patrol and Doraemon.

  49. 52

    deep-research-skill

    196SeanEllyJames/deep-research-skill

    A plug-and-play Markdown skill file that forces AI agents to do real 'Deep Research' instead of shallow 'Wide Research' - instead of skimming many sources into a tidy checklist, it makes the agent closely read primary sources, surface contradictions, and land on a judgment that experts would actually argue about.

  50. 53

    h3-storyboard-skill

    178phileiny/h3-storyboard-skill

    It is a Claude Code skill that teaches the agent how to turn a script into MiniMax H3 shot lists, covering shot breakdown, beat counting, and facial/body performance direction so the emotional acting actually renders on screen.

  51. 54

    mentor-prompt

    168guithepc/mentor-prompt

    A ready-made prompt that turns Claude Code into a demanding technical mentor: instead of handing you finished answers, it makes you think, justify every decision and struggle before you search. You can use it to study any stack.

  52. 55

    reference-video-director

    136sgyno09-source/reference-video-director

    Reference Video Director is an Agent Skill that turns character, outfit, and scene reference images plus a rough story idea into a complete, ready-to-execute video-generation prompt, focusing on character consistency, couple POV shots, natural dialogue, micro-expressions, hand interaction, and camera continuity.

  53. 56

    Creating-Oneshot-Hero-Landing-Pages

    134nroadley/Creating-Oneshot-Hero-Landing-Pages

    It's an Antigravity (AGY) agent skill that plans, designs, and builds video-driven parallax hero landing pages from a single prompt, using Gemini's video and image generation models.

  54. 57

    Prompt-APP-optimization

    105lza6/Prompt-APP-optimization

    A curated collection of Chinese-language prompt templates for AI coding assistants, designed to optimize project review, architecture planning, bug fixing, and refactoring across any programming language.

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