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- Epistemic Provenance: AI Trust & Source Tracer
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Epistemic Provenance: AI Trust & Source Tracer
Tiers every claim by trust level and flags likely-synthetic content before you publish it.
$29
Epistemic Provenance: AI Trust & Source Tracer
Example session with this skill installed
I'm building a study guide on the human brain for my students. Can you check these two claims before I include them: "Humans only use 10% of their brain" and "The Wright brothers' first powered flight was December 17, 1903, at Kitty Hawk."
- Read your context and instructions
- Compiled the epistemic provenance
Checked both claims and tiered them — one needs a fix before it goes in your guide.
[Tier 2 — Widely repeated, and actually FALSE]
"Humans only use 10% of their brain."
This is one of the most cited "facts" in pop psychology, but it's been debunked repeatedly. Brain imaging studies show activity across virtually the entire brain over the course of a day — no region sits permanently dormant. The myth likely originated from a misquote of early 20th-century psychologist William James and has been falsely attributed to Einstein ever since. Recommend cutting this from the study guide entirely, or flipping it into a "myth-busting" section instead of stating it as fact.
[Tier 1 — Verified]
"The Wright brothers' first powered flight was December 17, 1903, at Kitty Hawk, North Carolina."
Independently corroborated by primary historical records (Smithsonian, National Park Service archives) that don't trace back to a single origin. Safe to include as-is.
Summary table for your guide
| Claim | Tier | Action |
|---|---|---|
| "10% of brain" | 2 (false) | Remove or reframe as a myth |
| Wright brothers date | 1 (verified) | Keep as written |
Next steps
- Swap the brain-usage claim for an accurate one (e.g., "different brain regions activate for different tasks, not a fixed 10%")
- If this guide will be sold or distributed, consider running the finished draft back through this skill once more — new claims sometimes get added during editing
- Add a one-line provenance note in your document footer using the included tag template, so future-you knows which facts were checked
Connects securely to your tools. The creator never sees your data.
What you get
About this skill
Most AI tools state everything in the same confident tone — a verified fact and a lucky guess sound identical. That flatness is the actual risk right now: fabricated citations, unverified stats repeated as truth, synthetic content quietly polluting the training commons.
Epistemic Provenance fixes this at the output level. Instead of a flat true/false answer, it breaks any input — a claim, article, quote, dataset, or image — into checkable units and assigns each one a confidence tier:
- Tier 1 — Verified (traceable to a primary or independently-corroborated source)
- Tier 2 — Widely repeated (common but no single traceable origin)
- Tier 3 — Single source (one origin, no corroboration — flagged with its incentive)
- Tier 4 — Unsourced inference (plausible-sounding, but not checked)
It also screens text and images for synthetic-content signals (reported as probabilistic indicators, never false certainty), and gives creators a lightweight chain-of-custody tagging system — [source], [AI-synthesized], [SME] — so an AI-assisted product's origins stay auditable months later.
Built for educators, consultants, content creators, and agencies producing anything a client or student will treat as fact: lesson plans, sales copy, research summaries, worksheets, reports.
Works with any SKILL.md-compatible agent — Claude Code, Cursor, Codex CLI, and more.
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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Verified clean 20 days ago
- Passed all security checks, Safe to install