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sip

lilmgenius/paperthin/sip

在创建或修改工件或技能后,不要依赖会话中的主观判断,而是立即使用本仓库自带的技能对其进行测试,实现自动化的递归自我改进。该技能旨在将质量检查变成一种习惯性触发,确保在交付前进行客观验证。 工作流程包括:对工件进行冷读(使用shower),验证事实性声明(使用factchk或mandela),检查一致性(使用ssotize),检测可移植性声明(使用detool),以及整理文档(使用re0)。该技能仅编排和路由发现,实际工作由各个技能完成,并遵循跳过不适用检查的规则。

安装量 · 368查看来源

Installation

npx skills add https://github.com/lilmgenius/paperthin --skill sip

技能文件

SKILL.md

最近同步 · 2026年8月27日

SKILL.md
---
name: sip
description: "After you create or change an artifact or skill, taste-test it with our own skills instead of trusting your in-session judgment — recursive self-improvement, made automatic. Use right after writing or editing anything, before calling it done, committing, or handing it off."
---

Taste your own cooking: the moment you finish making something, check it with the very skills this repo ships before you serve it.

## Goal

A reminder buried in docs ("remember to verify") won't reliably fire in a fresh session. `sip` makes the recursive self-improvement loop a triggered habit: right after any create or change, run our own skills on the result — the clean checks and the true ones — so quality doesn't ride on the author's biased in-session judgment.

## Workflow

1. Spot the trigger: you just created or changed an artifact or skill and are about to call it done, commit, or hand it off.
2. **Cold-read it** — run `shower` on the artifact (fresh-eyes comprehension / handoff check).
3. **Verify it's true** — if the artifact asserts a reality-grounded claim, run `factchk`; if it defines an eval, metric, or experiment, run `mandela`. Skip when it has neither.
4. **Check consistency** — run `ssotize` in audit mode across the repo for anything the change duplicated or contradicted; execute its consolidation plan only after approval.
5. **Detool portability claims** — run `detool` only when the artifact claims portability, tool-neutrality, stack-agnostic durability, or cross-agent reuse. Skip when it is provenance, operational notes, a tool-targeted runbook, or does not claim portability.
6. **Tidy** — `re0` the changed docs so the result reads as a clean v0, not a patch over a draft.
7. Apply the findings here, then serve it.

## Rules

- Trigger on your OWN output, right after making it — that's when bias is highest and a check is cheapest.
- Use the skills; don't re-implement them — `shower` for clarity, `factchk`/`mandela` for truth, `ssotize` for SSOT, `detool` for portability claims, `re0` for cleanup. `sip` orchestrates and routes findings back to the author session to fix; the skills do the work.
- Skip what plainly doesn't apply, or any check whose skill isn't installed — run only what's present. `factchk`/`mandela` fire only when there is a claim or an eval; `detool` fires only when the artifact claims portability, tool-neutrality, stack-agnostic durability, or cross-agent reuse; a one-line prose tweak may need only a consistency check. Say what you skipped and why.
- Stop at the artifact — `sip` never touches git or makes commits.
- Chain only model-invoked skills; a user-invoked skill (marked `disable-model-invocation`) is a human's to fire deliberately, so `sip` must not call one.

## Verification

Before finishing:

1. The change was actually run through the relevant skills, not eyeballed.
2. Findings were applied (or consciously deferred with a stated reason).
3. The artifact actually changed as a result (a diff exists), or every skipped skill has a stated reason.
sip · 热门 Agent Skills | Mengbi