Vibe Prompt Compiler Portable

Compile rough natural-language coding requests into structured, high-signal prompts for cross-platform AI coding tools such as Cursor, Claude Code, Codex CLI...

Turn rough implementation requests into portable coding briefs that can be pasted into almost any AI coding tool.

Default Behavior

Use this skill automatically when a user gives a vague coding request. Do not require the user to run scripts first.

Instead:

1. Classify the request.
2. Extract the facts already present.
3. Turn missing details into explicit assumptions.
4. Compile a clean internal implementation brief.
5. Use that brief as the source of truth for the coding response.

Only mention scripts when the user wants portability, reusable CLI commands, or a saved handoff for another tool.

Task Types

Classify into one of these:

• new-project
• page-ui
• crud-feature
• api-backend
• bugfix
• refactor
• ai-feature
• architecture-review
• integration
• automation-workflow
• deployment
• general

Use the narrowest obvious type. Only ask a follow-up question when one missing detail blocks useful progress.

Portable Defaults

Unless the user says otherwise:

• prefer MVP over over-engineering
• prefer minimal diffs over broad rewrites
• do not modify unrelated files
• avoid adding dependencies unless justified
• make assumptions explicit
• keep outputs easy to test and verify
• state non-goals when they reduce drift
• prefer evolutionary changes over rewrites for existing systems
• separate current-task execution from future-state ideas

Main Commands

Default: compile mentally and use the structure directly in the answer or coding workflow.

Compile a prompt via CLI when needed:

python3 scripts/compile_prompt.py --request "<user request>"

Create a handoff brief:

python3 scripts/create_handoff.py --request "<user request>" --output handoff

Extract repository-aware rules:

python3 scripts/extract_repo_rules.py --repo-root .

Useful flags:

• --task auto
• --stack "Next.js, Supabase, Tailwind"
• --audience "运营人员"
• --mode plan-only
• --mode build-first-slice
• --mode bugfix
• --target-tool codex-cli
• --language-preset chinese-first
• --ruleset minimal-diff
• --repo-root .
• --auto-repo-rules
• --output json

Target Tool Usage

When the request is broad, architectural, or likely to drift, prefer creating a handoff-style brief over answering from the raw request.

Cursor / VS Code chat

• run compile_prompt.py or create_handoff.py
• paste the output into the chat
• let the tool implement only the current slice

Claude Code / Codex CLI / Gemini CLI

• use the compiled prompt or handoff as the source of truth
• ask the coding tool to plan first for broad tasks
• ask for minimal fixes for bug work
• prefer --target-tool, --ruleset, and repo-aware flags for stronger execution constraints

Publish Notes

This skill is now suitable for sharing as a portable coding-brief compiler with:

• structured prompt compilation
• stronger execution handoffs
• Chinese-first output
• tool-specific presets
• development rulesets
• repository-aware rule extraction and merging
• regression coverage across routing, golden outputs, presets, linting, and repo-aware flows

References

• Read references/auto-mode.md first for the default automatic behavior.
• Read references/templates.md for prompt skeletons.
• Read references/routing.md when classification is unclear.
• Read references/usage.md for suggested workflows in common IDEs and coding tools.
• Read references/tool-examples.md for concrete examples in Cursor, Claude Code, Codex CLI, and Gemini CLI.
• Read references/real-examples.md for realistic request-to-brief transformations, especially for architecture, integration, workflow, and vague coding requests.