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/verified-infographic-generator

@b3826a7
by Dan McCrearydmccreary/ibook-skills108 stars
21
Run it yourself

Generates fact-checked infographic posters by verifying every statistic against peer-reviewed sources before producing the image prompt. Use for any poster or infographic containing numeric claims or cited data; skip for purely decorative images.

Use this Skill: https://skilld.dev/gh/dmccreary/ibook-skills/verified-infographic-generator

Nothing lands on disk. Nothing to clean up.

Fork this Skill

Edit a local copy. It keeps the author and licence.

referencesverification-report-template.md

≈922 tokens on demand. Your agent reads this file only when SKILL.md points to it.

Verification Report — <slug>

Date: YYYY-MM-DD Poster topic: <one-line description> Claim Plan: 01-claim-plan.yaml

This report is the user checkpoint artifact. It shows every claim from the Claim Plan, what the web search turned up, and how each claim was classified. No layout or image generation happens until the user approves this report.

Summary

Metric Count
Claims planned N
VERIFIED (exact number supported) N
DIRECTIONAL (range or best-available study) N
QUALITATIVE-ONLY (descriptor word, no fake %) N
REJECTED (removed or replaced) N

Abort threshold check: If rejected claims > 20% of planned claims, halt and reshape the poster with the user.

Claim-by-Claim Results

claim_id: example_claim_1

  • Subject: well-being in biophilic offices
  • Classification: VERIFIED
  • Final value: +15%
  • Final phrasing: "Self-reported well-being increase"
  • Source: Human Spaces / Interface (2015)
  • Authors: Cooper, C. et al.
  • URL: https://www.interface.com/...
  • Quoted passage: "employees who work in environments with natural elements report a 15% higher level of well-being"
  • Search queries used:
    • "Human Spaces Global Report 2015 biophilic design productivity well-being"
    • "Interface 2015 biophilic office survey 7600 workers"

claim_id: example_claim_2

  • Subject: cortisol response in natural environments
  • Classification: QUALITATIVE-ONLY
  • Final value: "Significant reduction" (no percentage)
  • Final phrasing: "Nature exposure reduces cortisol (Antonelli et al., 2019 meta-analysis)"
  • Source: Antonelli, Barbieri & Donelli (2019). International Journal of Biometeorology.
  • URL: https://pubmed.ncbi.nlm.nih.gov/31001682/
  • Quoted passage: "Forest bathing can significantly influence cortisol levels on a short term in such a way as to reduce stress."
  • Why not quantified: Meta-analysis reports significant effect sizes but no single clean percentage appropriate for a hero number.

claim_id: example_claim_3

  • Subject: hypothetical symmetry-bias claim for the comparison side
  • Classification: REJECTED
  • Reason: No peer-reviewed source locates this specific number. Appears only in marketing pages with no traceable primary paper.
  • Action: Remove from layout, or replace with a QUALITATIVE-ONLY descriptor drawn from a related verified study.

Fabrication Risks Detected

List any patterns that suggested numbers were being invented, e.g.:

  • Symmetry bias. The right-hand side of the versus comparison has only 2 VERIFIED claims to the left's 5. Planned layout will be asymmetric; no filler statistics will be invented.
  • Meta-source attribution. User-suggested citation to Browning et al. (2014) demoted — it is a review, not the primary source for any specific percentage.
  • Geographic misattribution. User suggested "Finnish studies" for cortisol research; replaced with correctly attributed Japanese Shinrin-yoku literature.

Recommended Final Claim Set

A cleaned list, in the order they should appear on the poster, ready to hand off to the Layout Spec (Phase 5):

  1. claim_id: example_claim_1 — VERIFIED — +15%
  2. claim_id: example_claim_2 — QUALITATIVE-ONLY — "Significant reduction"
  3. (example_claim_3 dropped)

User Checkpoint

Approval required before proceeding to layout and rendering.

User options:

  • Approve this claim set as-is
  • Request additional sources for: <claim_id>
  • Reshape poster: <describe>
  • Accept qualitative language in place of missing percentages

Source: SKILL.md on GitHub

No rule matched.

skilld matched fixed text patterns in SKILL.md and file names. Patterns miss obfuscated code.

skilld run checks every file with the same patterns. It asks for approval before it loads a Skill with a behavior marked Needs approval.

1 warning1d3 checks · Risk SAFE
  • Gen Agent Trust Hub1d

    The skill is a highly defensive and well-structured workflow for generating fact-checked infographics. It incorporates multiple verification phases, mandatory human checkpoints, and post-generation audits to prevent hallucinations and ensure data integrity. No security risks or malicious patterns were identified.

  • Socket4d

    No alerts

  • Snyk4d

    Risk: MEDIUM · 1 issue

Signed by skilld at b3826a7. This ties the file your Agent reads to that commit on GitHub. It does not review the instructions.

Last checked against GitHub 3 days ago.

Activeupdated 4 months ago

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