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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...
将粗略的自然语言编程需求编译为结构化、高信号提示词,适用于Cursor、Claude Code、Codex CLI等跨平台AI编程工具。
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概述

Vibe Prompt Compiler Portable

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 ""

Create a handoff brief:

python3 scripts/create_handoff.py --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.

版本历史

共 1 个版本

  • v1.0.0 当前
    2026-03-30 03:08 安全 安全

安全检测

腾讯云安全 (Keen)

安全,无风险
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腾讯云安全 (Sanbu)

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