lie-detector
Skill4 starsChanged 11 days agoMITView on GitHub
Catch what a change claims but does not do: hallucinated APIs or claims, code that fakes success, tests that cannot fail, unrequested changes, copyable anti-patterns. Use on every PR.
1 other project uses a version of this.
Adopted by
Most recently taken up by
- Noamgozlan/ai-lie-detectortheir own version, first seen Oct 11, 2026
Other versions1 project uses a version of this.
Word for word · 0
None found.
Edited · 0
None found.
Wrote their own version · 1
- Noamgozlan/ai-lie-detector★ 0same name
How matches are found. Word for word: the exact same text. Edited: shares passages with this file (“99% same” means 99% of its five-word phrases also appear here; 10% or more counts). Their own version: similar meaning, or, weakest, the same name. We can’t tell which project had it first. Projects are counted among the 200 most-starred candidates, and mentions are links to the repository we found, up to 50 per site, so both counts are a floor.
In this repository117 other files it gives its agents.
- AGENTS.mdAGENTS.md
- CLAUDE.mdCLAUDE.md
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- The first 60 shown.
The file
We split this skill into the rules it gives an agent
4 rules. About 0 are common, 2 are distinctive, and 2 are very specific to this project.
≈0
Common · estimate
Many files like this have a rule of this kind.
≈2
Distinctive · estimate
This author's own choices. Worth a look.
2
Very specific
Tied to their project's names, files or tools. Probably skip.
- Common
- Distinctive
- Very specific
- Distinctive: line 6
Treat changes as unproven.
- Very specific: line 15
Check lockfile, node_modules types or primary docs, not memory.
- Distinctive: line 41
Check survivors against the test-audit junk patterns.
- Very specific: line 69
Follow steelman/SKILL.md on the premise "this PR should merge".
≈ “Common” is an estimate: at least 1 in 5 of the 350,495 skill files we read have a rule of the same kind, not the same words. “Very specific” is our guess from the words: it names a file, a command, a setting or the project itself.
Files
Treat changes as unproven; steelman "this should not merge". Standalone or inline
lie-detector hat in /review on every diff; prioritize customer-facing surfaces.
Defects: /review; value: /product. Pin scope, including captured WIP.
1. Claims without evidence
Require diff lines, command output or primary docs for claims in PRs, commits, code, docs and summaries:
- Phantom surface: symbol/prop/hook/flag/config/env/token/route/option absent at the installed version.
Check lockfile,
node_modulestypes or primary docs, not memory. - "Tested", "verified", "fixes X", "no behavior change": needs the command and output or a red-then-green pair.
- Citations that do not support their claims.
2. Code that pretends
Trace changed paths to caller-visible output; flag unperformed work:
- success before the work completes: a toast, redirect, or
200before the mutation, write, or invalidation resolves; - errors that swallow, log-only, or fall back to defaults, placeholders, or cached data while the UI shows success;
- stubs, TODOs, hardcoded or mock data, or disabled branches shipped as done;
- a flag, option, or config key that no code path reads;
- names, comments, types, or casts that disagree with the code they describe;
- loading, empty, or error states that cannot be reached or never end.
3. Tests that cannot fail
For each added or changed test:
- In a disposable snapshot per review isolation, break the claimed public behavior, not just wiring. Rerun; leave originals/index/branch untouched. Still green: the test lies. Only assertion failure counts as RED; record command/failure. Missing isolation is a named gap, not permission to mutate the active checkout.
- Check survivors against the test-audit junk patterns.
- A behavior change with no test that went red and no real-entrypoint replay (
/dogfood) is unproven.
4. Changes nobody asked for
Flag unexplained out-of-scope behavior changes or weakened guards: deleted, skipped, or loosened tests; regenerated snapshots;
@ts-ignore or lint suppressions; changed defaults, copy, routes, flags, error handling,
retries, or timeouts; widened exclusions, relaxed compiler/lint rules, or shell/CI failure
exits turned into success; lockfile or config churn; hand-edited generated files; a visual
change without risk-appropriate rendered verification; screenshots are optional per
proportionate verification.
Review changed checks/configs separately from the implementation
they judge; a justified rule correction needs known-bad and valid cases through its real command.
Trace auth-proof creation: casts, unchecked constructors and comments cannot authorize. Green types do not prove a trusted module sound. For assertions/type evidence/rules, use anti-slop; taste is not a defect.
5. Patterns that will spread
Compare introduced idioms with precedent (rg), root/scoped CLAUDE.md/AGENTS.md,
exemplars/ and stack registry. Contradicting policy/dominant idiom is a finding. Copy reach:
shared components/hooks/fixtures/helpers/templates/generators/exemplars/skills = P1; leaf = P2.
Fix the source pattern or update its rule in the PR with rationale; do not leave competing styles.
6. Steelman gate
Follow steelman/SKILL.md on the premise "this PR should merge".
Argue the strongest case against it from the product verdict, the findings
above, and /review findings. Merge-ready only when all three hold:
- value: the
product:verdict isjustified; - truth: no P1 here, and every changed behavior has a red-then-green test or a real-entrypoint replay;
- implementation:
/reviewreports no P0/P1.
Otherwise not proven; name the missing proof. Drop counterarguments without file:line or command output. Never block on preference.
Severity
- P1: a claim the code or docs contradict; a phantom API; code that reports success it did not achieve; a test green on broken behavior; an unexplained behavior change or weakened guard; an anti-pattern in a copyable place.
- P2: an unverified but plausible claim; a misleading name or comment; a leaf anti-pattern; a tautological assertion beside real ones.
- P3: summary only.
Report at most five findings, merge-deciding first.
Output
Lead with one verdict line:
lie-detector: <truthful|suspect|lying> -- merge <ready|not proven> -- <evidence, at most 20 words>
truthful: no findings. suspect: P2 only. lying: any P1. Then
[P1|P2|P3] <file:line> <section> -- <lie and proof>; <smallest fix>. Clean pass: verdict only.
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Now do this for your own.
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