Topics / #prompts

Prompts projects on GitHub

Prompt collections and prompt engineering craft

As of , the most-starred Prompts projects on GitHub are prompts.chat (173.3K stars), ponytail (166.2K stars) and agency-agents (161K stars). GitHub.Locker tracks 29 Prompts repositories with 1M stars combined. The fastest-growing on October 17 was ponytail, with +1.1K stars in a day.

29Projects
1MStars in total
+2.3KStars in a day
Browse in the catalog →github.com/topics/prompts ↗

Hot right now

Most stars gained in a day · Oct 17

+1.1K

ponytail

DietrichGebert/ponytail · ★ 166.2K

Ponytail is a skill for AI coding agents that channels the laziest senior dev in the room: the agent writes only what the task needs, on the belief that the best code is the code you never wrote.

+335

awesome-opus5-5-videos

yihui-dev/awesome-opus5-5-videos · ★ 5.9K

A curated, growing collection of viral videos made with Claude Opus 5.5, each paired with the exact prompt its creator shared and a link to the original post.

+312

agency-agents

msitarzewski/agency-agents · ★ 161K

A growing roster of meticulously crafted AI agent personalities — each a specialized expert with its own voice, workflows, and deliverables, ready to plug into your AI coding assistant.

+207

vibe-coding-toolkit

soumatheusgomes/vibe-coding-toolkit · ★ 1.3K

A curated, battle-tested AI-coding workflow for Claude Code (and partly Codex): ready-to-copy plugins, subagent orchestration patterns, quality-gate configs, and prompt templates extracted from a real production fintech codebase.

The all-time top

29 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.

    173.3K
  2. #2 · DietrichGebert/ponytail

    ponytail

    Ponytail is a skill for AI coding agents that channels the laziest senior dev in the room: the agent writes only what the task needs, on the belief that the best code is the code you never wrote.

    166.2K
  3. #3 · msitarzewski/agency-agents

    agency-agents

    A growing roster of meticulously crafted AI agent personalities — each a specialized expert with its own voice, workflows, and deliverables, ready to plug into your AI coding assistant.

    161K
  1. 4

    system-prompts-and-models-of-ai-tools

    144.1Kx1xhlol/system-prompts-and-models-of-ai-tools

    A public collection of the actual system prompts used by popular AI products - coding agents, browsers and assistants - plus their internal tools and AI models.

  2. 5

    awesome-chatgpt-prompts-zh

    63.7KPlexPt/awesome-chatgpt-prompts-zh

    A curated Chinese-language collection of ChatGPT prompt templates ('调教指南') covering dozens of roles and use cases, from acting as a Linux terminal to writing novels, translating text, or running mock interviews.

  3. 6

    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.

  4. 7

    awesome-ai-research-writing

    34.9KLeey21/awesome-ai-research-writing

    It is a curated collection of academic-writing prompt templates and agent skills, built from the real workflows of researchers at top labs like MSRA and Seed and students from Peking University, USTC and SJTU, to help polish, translate and de-AI-ify research papers written in LaTeX or Word.

  5. 8

    GPTs

    32Klinexjlin/GPTs

    A curated collection of leaked system prompts from OpenAI's custom GPTs — the hidden instruction texts behind hundreds of popular GPTs, gathered in one GitHub repo.

  6. 9

    promptfoo

    26.1Kpromptfoo/promptfoo · TypeScript

    promptfoo is a CLI and library for evaluating and red-teaming LLM apps — you test prompts, agents, and RAGs and run security scans on them, instead of relying on trial-and-error.

  7. 10

    vibe-coding-cn

    23.1K2025Emma/vibe-coding-cn · Python

    A Chinese-language guide to vibe coding — a planning-driven workflow for building software by pair programming with AI, covering the whole path from project idea and tech choice to development, debugging and scaling.

  8. 11

    L1B3RT4S

    21.9Kelder-plinius/L1B3RT4S

    A public collection of jailbreak prompts — the author calls them 'liberation prompts' — meant to make flagship AI models respond without their usual refusals. It is maintained by AI red-teamer elder-plinius.

  9. 12

    agency-agents-zh

    21.3KjnMetaCode/agency-agents-zh · Shell

    A Chinese-community edition of the agency-agents library: 277 plug-and-play AI expert personas covering 20 departments — from CEO and CTO to engineering, design, security and finance — that install into AI coding tools like Claude Code, Cursor and Copilot.

  10. 13

    vibe-coding-cn

    17.7Ktradecatlabs/vibe-coding-cn · Makefile

    vibe-coding-cn is a Chinese-language tutorial that takes you from beginner to advanced in 'Vibe Coding' — a structured workflow for pairing with AI (Cursor, Claude Code, Codex, Gemini CLI) to turn an idea into a shipped product using Prompts, Skills, Context management and Quality Gates.

  11. 14

    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.

  12. 15

    awesome-nano-banana-pro-prompts

    13.6KYouMind-OpenLab/awesome-nano-banana-pro-prompts · TypeScript

    A massive curated library of 10,000+ prompts for Google's Nano Banana Pro image-generation model, each with example output images, author, source and language tags.

  13. 16

    awesome-nanobanana-pro

    10.4KZeroLu/awesome-nanobanana-pro

    A curated, categorized collection of the best Nano Banana Pro prompts and examples — an awesome list for getting the most out of the Nano Banana Pro (Nano Banana 2) AI image model.

  14. 17

    awesome-gpt-image-2

    10.1KYouMind-OpenLab/awesome-gpt-image-2 · TypeScript

    A free, curated library of community prompts for OpenAI's GPT Image 2 image model — thousands of entries with preview images in 16 languages, filed by use case, style, and subject.

  15. 18

    follow-builders

    6.9Kzarazhangrui/follow-builders · JavaScript

    A digest service that tracks top AI builders — researchers, founders, PMs, engineers — on X and in AI podcasts, and delivers curated summaries of what they're saying. The motto: follow builders, not influencers.

  16. 19

    awesome-opus5-5-videos

    5.9Kyihui-dev/awesome-opus5-5-videos

    A curated, growing collection of viral videos made with Claude Opus 5.5, each paired with the exact prompt its creator shared and a link to the original post.

  17. 20

    GPT-Image2-Skill

    5.8Kwuyoscar/GPT-Image2-Skill · Python

    A curated gallery of GPT Image 2/2.5 prompts (163 numbered entries) shipped together with two agent skills and a Python CLI for OpenAI image generation and editing.

  18. 21

    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.

  19. 22

    awesome-seedance

    2.1KLearnPrompt/awesome-seedance · JavaScript

    An evidence-led prompt library for ByteDance's Seedance 2.5 / 2.0 text-to-video model: 463 cases traced to their original posts, 264 cross-model retests with public verdicts, 25 copy-ready templates and 60 installable Skills, synced daily from GoodCase.ai.

  20. 23

    AgentDock

    1.8KAgentDock/AgentDock · MDX

    AgentDock is a framework for building AI agents with configurable determinism, made of an open-source Node.js core library (AgentDock Core) and a Next.js reference client app. Note: the project has been retired by its maintainers - its prompt library moved to AgentDock/prompt-library and its companion book to AgentDock/ai-agents-book.

  21. 24

    vibe-coding-toolkit

    1.3Ksoumatheusgomes/vibe-coding-toolkit · JavaScript

    A curated, battle-tested AI-coding workflow for Claude Code (and partly Codex): ready-to-copy plugins, subagent orchestration patterns, quality-gate configs, and prompt templates extracted from a real production fintech codebase.

  22. 25

    deepseek-whale-girl

    421TreapGoGo/deepseek-whale-girl · HTML

    A community-maintained, unofficial resource hub for the 'whale girl' — the fan-created mascot character around DeepSeek. It collects reference art, generation prompts and community works in one place.

  23. 26

    botdirectory.ai

    260elie222/botdirectory.ai · Astro

    A community-maintained directory of ready-to-use agent prompts for Grok Bot, Rakazo, and any other agent — copy a prompt and paste it into your agent to turn it into a scheduled bot for things like email triage, daily briefings, SEO fixes, or churn warnings.

  24. 27

    muyang-illustration-skills

    206yokel1121/muyang-illustration-skills

    A Chinese-language illustration generation skill pack for Codex, bundling 1 main entry skill, 8 style sub-skills, and 25 fixed prompt recipes for distinct illustration styles.

  25. 28

    mentor-prompt

    169guithepc/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.

  26. 29

    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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