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Research & Source Credibility Gate
An adversarial gate that audits a research brief or AI-generated answer for unsupported claims, weak or outdated sources, missing citations, and one-sided framing — returning a structured TRUST/VERIFY/REJECT verdict with the exact passage quoted and what to verify for each.
Free
Research & Source Credibility Gate
Example session with this skill installed
Audit this research before I rely on it
"Our analysis shows the global widget market will reach exactly 4.7 billion dollars by 2027, growing at 23 percent annually. Studies confirm widgets are the fastest-growing sector. Everyone agrees this is the best time to invest."
- Read your context and instructions
- Compiled the research & source
- Generated the document
VERDICT: REJECT
CONFIDENCE: 12
LOAD-BEARING CLAIMS
- "market will reach exactly 4.7 billion dollars by 2027" -> unsupported -> find the named report, date, and methodology behind this figure
- "fastest-growing sector" -> unsupported -> identify which study, its scope, and its comparison set
WEAKNESSES
- [claim-support] "growing at 23 percent annually" -> precise figure with no cited source -> trace to a primary market report or remove
- [fabrication-risk] "Studies confirm" -> vague appeal to unnamed studies -> name the specific studies or treat as unverified
- [bias-and-completeness] "Everyone agrees this is the best time to invest" -> one-sided framing with no counterview or risk -> add downside scenarios and conflicts of interest
MUST-VERIFY BEFORE ACTING
- The source and methodology for the 4.7 billion figure and 23 percent growth rate
- Whether any independent source supports the "fastest-growing" claim
ONE-LINE SUMMARY: Do not use: the key figures are unsourced and the framing is one-sided.
research-source-credibility-gate-stress-.pdf
PDF · document
Example file from a real run - the skill writes it into your workspace.
Connects securely to your tools. The creator never sees your data.
About this skill
The Research & Source-Credibility Gate turns your agent into a skeptical reviewer that pressure-tests research before anyone acts on it — and then stops, leaving the verifying and the final call to you.
It runs five fixed passes over a brief, summary, or AI-generated answer: a claim-support check (which load-bearing claims are actually backed by a source versus merely asserted), a source-quality check (primary vs secondary, authoritative vs anonymous, peer-reviewed vs promotional), a recency-and-relevance check (stale sources behind current-data claims, and sources that don't actually say what the claim attributes to them), a bias-and-completeness check (cherry-picking, one-sided framing, omitted caveats and conflicts of interest), and a fabrication-risk check (vague or unverifiable citations, suspiciously perfect quotes, statistics with no traceable origin).
Every run returns a structured verdict: TRUST, VERIFY, or REJECT, plus a 0-100 confidence rating, a breakdown of each load-bearing claim as supported, unsupported, or misattributed, the specific weaknesses with the passage quoted, a must-verify list, and a one-line recommendation. Because it separates load-bearing claims from filler and never invents sources, it focuses your attention on what actually matters for a decision instead of being fooled by confident tone.
Who it's for: anyone who relies on research they didn't personally verify — analysts, consultants, founders, students, journalists, and teams using AI to generate answers and briefs. It is model-agnostic and read-only: it has no network access and cannot browse, open links, or confirm a source exists. It identifies where research is weak and what a human must check. It is a credibility gate, not a fact database or an oracle.
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
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- 3
Ask your agent to use it
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