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Evidence Guard
Audit any AI-generated output for unsupported claims, then verify every factual and technical assertion against its real source before it ships.
Free
Evidence Guard
Example session with this skill installed
Verify the Node version and performance claims in the README and docs/api.md against our package.json and bench results before I ship this release.
- Read your context and instructions
- Compiled the evidence guard
VERIFICATION NOTE — 5 claims checked.
CRITICAL: README:12 — "Supports Node 16" — engines in package.json requires >=18.0.0.
WARNING: docs/api.md — "ultra-low latency" — No benchmark data found to support quantitative claim.
VERDICT: FAIL — 1 critical version mismatch.
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About this skill
evidence-guard brings regulated-industry evidence standards — the same rigor used to pass medical and scientific MLR and peer review — to any AI-generated output. Before your agent ships documentation, READMEs, PR descriptions, API references, changelogs, or technical claims, evidence-guard forces it to prove every assertion against a real, verifiable source.
The problem: AI agents write confident, plausible text that quietly contains unsupported claims — wrong version numbers, deprecated API references, performance figures with no benchmark, and documentation that drifts away from the actual code. A single model reviewing its own work rarely catches these, because the same bias that produced the claim approves it.
evidence-guard fixes this at the level of substance, not just process. It runs a structured Claims-QC pass: it extracts every factual, technical, and quantitative claim from the output, classifies each one, verifies it against the repo or a citable source, grades the strength of the evidence, and flags risk patterns like version mismatches and doc-vs-code drift. Nothing passes the verdict gate until every critical claim is traceable. The result is a short, audit-ready Verification Note you can drop into a PR or a docs review.
Built by PubsProToolkit, applying the evidence discipline of medical and scientific publishing to everyday agent output.
How to install
Works the same in every agent - Claude, Cursor, Codex, Copilot and 20+ more.
- 1
Download the ZIP
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- 2
Unzip into your skills folder
Every agent reads skills from one folder on your machine. Drop the unzipped folder in there.
- 3
Ask your agent to use it
Restart the agent if it was already running. It picks the skill up automatically - no config needed.
Skills folder by agent
Click the path to copy it. Create the folder if it does not exist yet.
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