Verify article claims with integrity checks
agent-ops-article-verificationskillsetup L2★303
majiayu000/claude-skill-registry ↗Causal-lift measurements
adversarial-research+14pp vs no-skill baselinewith-skill 69% · baseline 55%
Measured by running the task with and without this artifact, K=5, graded by deterministic checks — no LLM judging.
What it does
Extract, atomize, and verify factual claims in articles with systematic integrity checks
Best for
Editorial teams or AI output validators needing pre-publication fact-checking with defense-in-depth claim extraction
Inputs
- · article text (raw markdown or file path)
- · optional prior meeting notes for context
Outputs
- · extraction report with atomic claims
- · verification status per claim (verified, partially verified, contradicted, unverifiable, outdated, suspicious)
- · source citations and confidence levels
Requires
- · web search tools (optional)
- · WebFetch (for document verification)
Preconditions
Article text available; optional prior meeting context for disambiguation
Failure modes
opinion vs fact blurs without context; extraordinary claims need multiple sources; circular references (claim cites claim)
Trust signals
- · Claimify framework (selection + disambiguation + decomposition)
- · 5 verification statuses (verified/partially/contradicted/unverifiable/outdated/suspicious)
- · documentation of source type + confidence level + caveats + alternatives
- · handles opinion vs empirical vs expert vs logical claim types