sip
After creating or modifying an artifact or skill, this skill orchestrates a series of verification checks using shower, factchk, mandela, ssotize, detool, and…
Community author
- Agents
- Claude Code, Codex, Cursor, Gemini CLI, GitHub Copilot, OpenCode, claude.ai and API
- License
- MIT (permissive)
- Pin
- 7d5dc62pinned Oct 9, 2026
- Context cost
- about 690 tokenswhen the skill loads
- GitHub stars
- 1,130on lilmgenius/paperthin
- Scripts
- None found
What it does
“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.”
Generated summary from the skill's own text
After creating or modifying an artifact or skill, this skill orchestrates a series of verification checks using shower, factchk, mandela, ssotize, detool, and re0 to catch errors before handoff. It automates the recursive self-improvement loop by running your own skills on your own output, replacing biased in-session judgment with systematic verification. The workflow covers cold-reads for comprehension, fact-checking reality claims, detecting contradictions, validating portability assertions, and cleaning up documentation.
When to use it
- Just finished writing a new artifact or skill, before committing or handing off
- Modified an existing artifact and need to verify consistency across the repository
- Created documentation with factual claims that need validation
- Wrote code or instructions claiming to work across multiple tools or agents
When not to
- Working on operational notes, runbooks, or tool-specific documentation
- When the relevant verification skills are not installed in your agent
- For minor prose edits that clearly don't affect substance or truth claims
Install
These commands install from the publisher's repository and need no account.
skills CLI
npx skills add lilmgenius/paperthin --skill sipInstalls from the repository's default branch, which may have changed since the commit we checked.
GitHub CLI 2.90 or later
gh skill install lilmgenius/paperthin sip@7d5dc6235990230e45a24a25c527d81701da5458Installs the commit we checked (7d5dc62).
Copy by hand
Download the folder at 7d5dc62 and put it in .claude/skills/sip for Claude Code and in .agents/skills/sip for Codex, Cursor, Gemini CLI, GitHub Copilot and OpenCode.
Copy for your agent
A prompt for any coding agent. It installs this skill from GitHub at the pinned commit, copies the files as they are, and runs nothing unless you ask.
Prompt
Install the agent skill "sip" by LilMGenius. Source, pinned to commit 7d5dc6235990230e45a24a25c527d81701da5458: https://github.com/lilmgenius/paperthin/tree/7d5dc6235990230e45a24a25c527d81701da5458/skills/depth/sip 1. Download that folder at exactly this commit. Do not use the default branch. 2. Copy every file unchanged, keeping the folder structure, into .claude/skills/sip/ for Claude Code and .agents/skills/sip/ for Codex, Cursor, Gemini CLI, GitHub Copilot and OpenCode. Create the folders if they do not exist. 3. Do not edit the files, and do not run any script in the folder unless I ask you to. 4. When you are done, list the files you copied and where you put them. Listing and checks: https://www.agentnative.dev/skills/lilmgenius/sip
SKILL.md at the pin
---
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.
From lilmgenius/paperthin at 7d5dc62, shown as plain text under its license: MIT (permissive). The license text is in LICENSE.
View SKILL.md on GitHub at 7d5dc62Files
- SKILL.md3.1 KB · e92f71a75197
1 file, 3.1 KB in total. Each file has a sha256 in the pin's manifest; the first 12 characters are shown.
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