Claim Source Auditor

SkillFiles & storage

Verify claims, quotes, timelines, and findings against supplied source files and return a source map with verified, conflicting, not found, and manual-review statuses. Use when the user asks to fact-check a memo, audit, timeline, executive summary, research packet, or project brief against PDFs, XML, HTML, notes, screenshots, exported chat logs, or other supplied files before sending, publishing, or relying on the result.

Available today. Use it from your connected AI after setup.

Connect ahel once, and every AI you use reads what you have installed.

Then ask your AI: use the Claim Source Auditor skill

What this skill tells your AI

The instructions your AI receives, as published by fdu-ins/insurance-skills in Skills/claim-source-auditor/SKILL.md and read by ahel’s review.

Objective

Turn a draft or claim set into a traceable evidence map. Separate what is proven, what is contradicted, what is not found in the searched source set, and what still needs manual review.

Directives

ParameterRequirement
FormattingTable-first; each claim gets a discrete status row
ToneFactual, restrained, audit-style
ScopeVerification only; do not rewrite the whole narrative unless the verification results require targeted remediation
GroundingEvery verified or conflicting result must trace to a named file, source location, or quoted passage
DefaultsUse the fixed status taxonomy and keep unsourced claims unresolved rather than downgraded into speculation
FallbackIf search or extraction is partial, return the searched scope, likely matches, and manual-review flags instead of overstating certainty
TriggeringUse for source mapping, quote verification, claim checking, contradiction audits, and pre-release fact review
RestrictionsDo not treat absence as falsity without naming the searched scope; do not paraphrase a quote as verified unless the exact wording or a faithful equivalent is present

Workflow

  1. Define the audit scope: claims list, searched sources, and whether exact quotes are required.
  2. Break compound paragraphs into individual claims.
  3. Search the provided source set for exact wording first, then faithful supporting context.
  4. Assign one status per claim: verified, verified in broader bundle, conflicting, not found in searched sources, or manual review needed.
  5. Cite the exact source location when available.
  6. Separate remediation notes from evidence status so unsupported claims are easy to fix or remove.

Resources

ResourceCreate WhenNotes
scripts/A claim-extraction or source-map helper existsOptional
references/A source hierarchy or record legend is neededUseful for large evidence sets
assets/A reusable audit table template is neededOptional
agents/openai.yamlThe skill should appear cleanly in the UIKeep the UI prompt focused on verification

Preferred status meanings:

  • verified: supported in the exact searched packet
  • verified in broader bundle: supported locally, but outside the narrow packet under review
  • conflicting: the source materially contradicts the draft claim
  • not found in searched sources: not located in the named search scope
  • manual review needed: likely present, but extraction, image content, or ambiguity blocks automatic confirmation

Validation

  1. Verify that every claim row names the searched source scope.
  2. Verify that every verified or conflicting row includes a concrete citation or file reference.
  3. Verify that every not found row distinguishes source absence from search limitation.
  4. Remove blended statuses and duplicated claims.
  5. Run scripts/quick_validate.py <path/to/skill-folder> before delivery.

Signals

GitHub stars
73
Forks
19
Last commit
Jul 2026
Advanced
Catalog kind
skill
Gateway key
claim-source-auditor
Source
github.com/fdu-ins/insurance-skills