Skills for Real Engineers. Straight from my .agents directory.
factchk
Agent skill fromLilMGenius/paperthin
Verify reality-grounded claims against external sources in both directions before they ship: could the 'absurd' be real, could the 'obvious' be false or long-established? Use whenever an artifact, or the sentence you are about to write, asserts something as plausible, realistic, absurd, novel, or impossible from intuition rather than a checked source; before relying on a factual claim in prose, a design rationale, a research claim, or a plan. Fires on metacognitive doubt: when you can't actually know, verify instead of trusting the feeling. Scans read-only, then fixes the clear errors or flags the judgment calls; leaves deliberate fiction alone.
How to install factchk
npx skills add LilMGenius/paperthin# or add only this skill to Claude Code: copy the folder
skills/depth/factchk/
# into
~/.claude/skills/factchk/ (all projects)
.claude/skills/factchk/ (one project)
1Check claims against reality in both directions before they ship.23## Goal45The author's judgment of what is plausible, absurd, or novel is the least reliable line in an artifact. Human priors fail **both ways**: they exclude the real (desert frogs exist) and normalize the impossible (weightless crates). `factchk` checks reality-grounded claims against external sources, then fixes errors or flags judgment calls. It checks claims about *the world*, not the soundness of a validation or the survival of a whole plan.67## Workflow891. Scan for **reality-grounded assertions** that call something plausible, realistic, absurd, novel, or impossible because of a factual premise. Include claims you are *about to write*.102. Verify each against **external sources** (web search, open references) in **both directions**: could the "absurd" be real? Could the "obvious" or "novel" be false or long-established? If you cannot reach a source, **flag it; never assert from intuition**.113. **Fix or flag:** correct mechanically clear errors, such as wrong dates, misattributed sources, or falsified numbers, with a cited source. Surface contested or interpretive claims as judgment calls; do not silently rewrite them.124. Report each claim, its verdict, the source, and which direction a failed claim failed.1314## Rules15…
Excerpt shown under the repository's MIT license.
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