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pr-forge

A community prompt library for LLMs — built to be forked, contributed to, and genuinely useful.

pr-forge serves two honest purposes:

  1. A real prompt library — a growing, community-maintained collection of high-quality prompts for ChatGPT, Claude, Gemini, Cursor, and other LLMs. Organized by category, validated by schema, open to all.
  2. An achievement grinder — GitHub's Pull Shark badge rewards merging PRs. This repo is designed to make that easy through structured, low-friction contributions.

Both goals reinforce each other: more contributors = more prompts = more merged PRs = more achievements.


What's in the library?

Prompts are stored in prompts/ organized by category:

prompts/
├── general/
├── coding/
├── writing/
├── research/
├── roleplay/
└── system/

Each prompt is a Markdown file with YAML front matter. See prompts/schema.json and prompts/README.md.


How to contribute

Humans

  1. Fork this repo
  2. Add a prompt file in the right prompts/<category>/ folder
  3. Follow the schema in prompts/schema.json
  4. Open a PR — the GitHub Actions validator will check your file automatically

See CONTRIBUTING.md for the full guide.

AI Agents

This repo is designed to be AI-agent-friendly:

  • Claude Code — see CLAUDE.md
  • Cursor — rules in .cursor/rules/contributing.mdc
  • GitHub Copilot — uses PR template and issue templates
  • Custom agents — see agents/README.md

Fork this repo for your own grind

Want to run your own prompt library + Pull Shark grind? Fork this repo:

  1. Fork it
  2. Update README.md with your name/org
  3. Set yourself (and friends) as maintainers
  4. Start merging

The structure, validation workflow, and agent integration are all ready to go.


Achievement progress

Achievement Requirement Status
Pull Shark 2 merged PRs -
Pull Shark x2 4 merged PRs -
Pull Shark x3 8 merged PRs -
Pull Shark x4 16 merged PRs -
Pull Shark x5 32 merged PRs -

Update this table as you merge.


License

MIT — fork freely.

About

A community AI prompt library built for agentic contributions — fork it, plug in Claude/Cursor/Copilot, and merge PRs.

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