Verify claims
Skill pedrohcgs/claude-code-my-workflow/.claude/skills/verify-claims
A ready-to-fork Claude Code template for academics using LaTeX/Beamer + R. Multi-agent review, quality gates, adversarial QA, and replication protocols.
npx -y skills add pedrohcgs/claude-code-my-workflow --skill verify-claimsAssembled from the repository path, not quoted from the project. Check it against their README if it does not work.
What its author says it does
Copied from the file, not written here
Run Chain-of-Verification (CoVe) on a draft or a block of text with factual claims. Spawns the `claim-verifier` agent in a forked (fresh) context so it never sees the draft — then reports which claims are supported, contradicted, or unverifiable. Use when user says "verify these citations", "check the claims in X", "did I hallucinate anything", "fact-check this draft", "run CoVe on this", or after any text generation that asserts facts about papers, datasets, or numerical results. NOT for style/grammar review (use `/proofread`) or substance review (use `/review-paper`).
SKILL.md
8.4 KB, as published. Nobody here has run it
/verify-claims — Chain-of-Verification on a Draft
Fact-check a draft using the Post-Flight Verification protocol (.claude/rules/post-flight-verification.md).
Input: $ARGUMENTS — path to a file containing the draft (markdown, .qmd, .tex, .md) or a shorthand pointer. Optional flags:
--source <path-or-url>— one or more source-material pointers (repeat for multiple). If omitted, the skill infers from context (e.g., papers referenced, cited arXiv URLs).--no-fail-closed— downgrade FAIL outcomes to warnings without regeneration. Use sparingly.
When to pick this skill
/verify-claims(this skill) — ad-hoc fact-checking on any draft or text block the user hands you. One-shot, user-invoked.- Other skills that auto-run Post-Flight internally (
/lit-review,/research-ideation,/respond-to-referees,/review-paper --peer) — no need to call this separately; they already run it. /proofread— grammar, typos, overflow. Different lens./review-paper(default mode) — full manuscript review, not just claim verification./validate-bib— checks citations exist and are well-formed (structural + DOI). This skill checks they hold (the cited paper supports the attributed claim). Complementary — run both before submission.
How it works
Implements the 4-step CoVe loop from Dhuliawala et al. 2023 (arXiv:2309.11495), with architectural enforcement of the fresh-context independence trick.
Phase 0 — Pre-Flight
Confirm:
- Draft file exists and is readable
- At least one source pointer available (either
--sourceor auto-detected from draft) claim-verifieragent file exists at.claude/agents/claim-verifier.md
If any fail → surface the failure, do NOT proceed.
Phase 1 — Extract claims
Read the draft. Identify factual assertions of these types:
| Type | Example |
|---|---|
| Citation | "Smith (2019, JEL) shows X" |
| Numerical fact | "N = 10,000", "ATT = 0.42" |
| Negative literature | "No prior work studies X" |
| Named entity | researcher, paper title, venue, package, estimator name |
| Dataset claim | "The CPS contains field educ_attain" |
Skip: opinions, forward-looking suggestions, definitions the draft introduces.
For citation-type claims, extract the claim↔citation PAIR — not just the citation. Capture what the draft attributes to which work, so the verifier checks appropriateness (does Smith 2019 actually show X?), not merely existence. "Smith (2019) shows a positive wage effect" becomes {cite: Smith2019, attributed: "positive wage effect"}. This is the layer /validate-bib explicitly defers here: validate-bib confirms the citation exists and is well-formed; this skill confirms it holds. A mis-citation (the paper exists but says something else, or the opposite) is exactly a numeric/directional contradiction → HIGH-WARN unless a concrete author_alternative is recorded (then EXPLAINED).
Output a claims table:
| ID | Claim | Source hint |
|----|-------|-------------|
| C1 | ... | ... |
Phase 2 — Generate verification questions
One question per claim. Make it specific and answerable from the source alone.
Phase 3 — Spawn claim-verifier (forked, fresh context)
Task: subagent_type=claim-verifier, context=fork
Prompt: hand over claims table + verification questions + source material pointers.
Do NOT include the draft text.
The forked agent runs the CoVe independent-answer step. It has never seen the draft and cannot confirm-bias. It returns a structured verification report.
Phase 4 — Reconcile
The verifier returns a per-claim verdict in one of these severity tiers:
- HIGH-WARN — fabricated reference (the cited paper doesn't exist at the named venue/year), draft claim directly contradicted by the source, or
not_foundretrieval that the verifier interprets as a hallucinated citation. Gate-refuse — these block/commitfor any file/verify-claimswas just run against, unless the user explicitly overrides with--no-fail-closedor setsverifyClaims.allowHighWarn: truein.claude/settings.json. - MED-WARN — transient infrastructure / retrieval failure (paywall the verifier can normally bypass via cached metadata; DOI resolver timeout; partial PDF read). Surface for the author; do not gate-refuse.
- LOW-WARN — source genuinely inaccessible (paywalled and not in cache; private dataset; pre-print server transient). Surface with
cannot-verifyflag; do not gate-refuse. - EXPLAINED (v2.0) — a numeric/directional contradiction the author has pre-justified with a concrete named alternative (different defensible edition, specification, sample, or rounding convention), passed to the verifier via the claim's
author_alternativefield. Surfaced with the evidence and the recorded reason; non-gating. The hard floor holds: a fabricated citation is never EXPLAINED, and a blank/vague alternative stays HIGH-WARN. This mirrorsaudit-reproducibility's EXPLAINED disposition for numeric claims — a mismatch is not always a failure when a defensible alternative is named.
Verdict aggregation by tier across all extracted claims (EXPLAINED counts as non-gating, like LOW):
| Tier counts | Outcome | /commit behaviour |
|---|---|---|
| 0 HIGH, 0 MED, ≥ 0 LOW/EXPLAINED | PASS (green block) | proceeds |
| 0 HIGH, ≥ 1 MED, any LOW/EXPLAINED | PARTIAL (yellow block) | proceeds with warning |
| ≥ 1 HIGH | FAIL (red block) | halts unless override |
--no-fail-closed opts out of the gate-refuse behaviour on HIGH-WARN. Use sparingly — it's there for offline / hallucination-sensitive contexts where the user accepts the risk in writing.
If the draft is writeable and the user asked for auto-correction, regenerate the affected sections using the verifier's evidence. Otherwise return the report and let the user decide.
Example
/verify-claims quality_reports/lit-review_staggered-did.md --source master_supporting_docs/callaway_santanna_2021.pdf --source master_supporting_docs/dechaisemartin_dhaultfoeuille_2020.pdf
Expected output (abridged):
## Post-Flight Verification — lit-review_staggered-did.md
**Claims extracted:** 14
**Verified independently:** 14 (forked claim-verifier)
**Outcome:** PARTIAL — 12 verified, 1 discrepancy, 1 unverifiable
### Discrepancies
- **C7** — draft claims "de Chaisemartin & D'Haultfœuille (2020) *propose* a DR estimator." Source Section 4 shows they propose a weighting estimator, not DR. Recommend correction.
### Unverifiable
- **C12** — draft cites "Borusyak et al. 2024 (working paper)". No canonical URL in provided sources. Recommend user supply DOI or arXiv link.
### Verified
| ID | Claim | Evidence |
|----|-------|----------|
| C1 | "Callaway & Sant'Anna 2021 use group-time ATT" | p. 5, eq. (3) |
| ... | ... | ... |
Fail modes and recovery
Verifier times out: surface a warning block, return draft as provisional. Do not silently ship.
Source material inaccessible (paywall, 404): report the specific claims that hinge on it, flag as cannot-verify, recommend user supply an alternative source.
Draft contains only opinions / forward-looking text: report "no verifiable factual claims extracted — nothing to check" and return.
Cross-references
.claude/agents/claim-verifier.md— the forked verifier..claude/rules/post-flight-verification.md— the protocol.- MEMORY.md
[LEARN:pattern]on Chain-of-Verification vs critic-fixer vs cross-artifact review.