yetone
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kill-ai-slop
Kill AI Slop is a multilingual field guide and agent skill that catalogues 33 common AI-generated design tells with interactive before-after demos, and provides a tool to scan and fix web projects.
AI repository intelligence
FR-AI / ANALYSISWhy it is worth attention
It enforces best practices like upfront permissions, verifiable success criteria, and no placeholder values, filling a critical gap between vague requests and reliable agent execution.
Who it is for
- Developers using AI coding agents (Claude Code, Codex, Cursor)
- Software engineers planning refactoring or dependency upgrades
- DevOps or platform engineers designing release pipelines
- Data engineers needing repeatable data cleaning workflows
Use cases
- Generate a structured YAML plan for code refactoring with no behavioral changes
- Define a release pipeline with changelog generation and artifact delivery
- Create a data cleaning job with idempotent steps and quarantine logic
- Draft a writing brief that can be turned into a publishable piece
Strengths
- Only produces prompts, never executes tasks—safe to use in any environment
- Enforces observable success criteria (e.g., tests passing, file existence) to eliminate guesswork
- Interactive checkpoints (CHECKPOINT) catch missing paths, conflicts, or sequencing before output
- Prevents hidden time limits and requires explicit permission declarations upfront
Considerations
- Does not replace the execution agent; YAML errors or incomplete inputs still cause failures downstream
- Example commands (e.g., pnpm) are placeholders and must be adapted to the target repository
- Some steps (e.g., cloud permissions) require manual intervention and may be marked as manual:
README quick start
快速开始
Description
别再跟 Agent 空聊「帮我重构」。Goalcraft 把模糊任务变成可验证、可回滚、可交付的 /goal 契约。 只写提示词，不替你执行重构 / 发版 / 清洗。
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