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/factchk

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,

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paperthin
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$ npx -y skills add LilMGenius/paperthin --skill factchk --agent claude-code

How it fires

How this skill gets triggered: by you, by Claude, or both.

  • Fires itselfAuto-invocation. Claude auto-loads it when your prompt matches the work.Auto-invocation is when the right skill fires by itself at the right moment, driven by a FLOW.md router and a hook, instead of you invoking it by name. It is the difference between a skill being installed and a skill actually getting used.Read the full definition →
  • You can call itInvoke it directly when you want it.
  • Slash command/factchk

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The summary Claude sees to decide when to auto-load this skill.

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,

SKILL.md

factchk.SKILL.md
name: factchk
description: "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."

Check what's asserted as real against reality — in both directions — before it ships.

Goal

The author's "plausible / absurd / novel" is the least reliable line in any artifact. Human priors fail **both ways** — they exclude the real (desert frogs exist) and normalize the impossible (weightless crates). `factchk` scans claims presented as reality-grounded, verifies each against external sources in both directions, and fixes or flags. Its scope is a claim about *the world* — whether what's asserted as real is real — not the soundness of a validation or the survival of a whole plan.

Workflow

1. Scan for **reality-grounded assertions** — anything leaning on "this is plausible / realistic / absurd / novel / impossible because X," including the claim you are *about to write*, not only those already on the page. 2. 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 — never assert from intuition**. 3. **Fix or flag:** a mechanically-clear error (a wrong date, a misattributed source, a falsified number) → correct it with a cited source; a judgment call (a contested or interpretive claim) → surface it, don't silently rewrite. 4. Report each claim, its verdict, the source, and — for a failed claim — which direction it failed.

Rules

  • Target claims asserted **as reality-grounded**, never deliberate fiction ("in our world, boxes float" is a declared choice). When it is unclear whether a claim is an in-world choice or a real-world assertion, **flag, don't fix** — the hardest call in the skill.
  • Flagging only the unrealistic catches half the errors.
  • The trigger is **metacognition, not knowledge**: you can't know every domain, so the moment you are about to assert a checkable fact from a feeling, verify it instead of trusting the feeling.
  • A pass that finds nothing changes nothing.

Verification

Before finishing: every verdict traces to a citable external source, not a reworded prior intuition — and the report reads as fixes-vs-flags, not restated intuitions.

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Ships withpaperthin

Turning old engineering wisdom into reflexes your agent reaches for on its own. On any agent | Claude Code, Codex, OpenCode, Antigravity, Copilot, Cursor, Grok-Build, Pi, Hermes, OpenClaw, etc.

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Repo: LilMGenius/paperthin

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