AI Adjudication: Evidence Calibration Review Tool
AI Adjudication: Evidence Calibration Review Tool
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AI Adjudication: Evidence Calibration Review Tool
AI Adjudication: Evidence Calibration Review Tool
AI Adjudication is an evidence calibration review tool designed to perform a per-claim evidence-tier audit on text artifacts before they are finalized. It assigns a tier (T1-T6) to each substantive claim, identifies calibration inconsistencies such as high confidence based on weak evidence or under-claiming strong evidence, and flags specific patterns like decorative citations or unverifiable claims.
What this skill does
- Conducts a thorough per-claim evidence-tier audit on text artifacts.
- Assigns T1-T6 tiers to each load-bearing claim based on the supporting evidence.
- Surfaces mismatches in calibration where there is high confidence with weak evidence or hedged claims backed by strong evidence.
- Flags recognized patterns including P11 (citation-as-decoration), P17 (pile-of-anecdotes-as-evidence), and P54 (unverifiable single-source).
- Encodes the Evidence & Calibration function of the agent-council 5-deliberator quality gate for text validation.
Who it is for
- Developers and teams utilizing AI coding agents such as Claude Code, Cursor, and Codex.
- Quality assurance teams responsible for content accuracy and reliability.
- Technical documentation teams that need to ensure the integrity of published material.
Use cases
- Ensuring the accuracy and reliability of reports and publications before release.
- Supporting quality assurance processes in content-driven environments.
- Evaluating the evidential backing of claims in software documentation and academic research.
Technical details
- Utilizes adjudication, AI application, and evidence-calibration-review capabilities.
- Compatible with AI agents such as Claude Code, Cursor, and Codex for skill composition.
Source & Licence
This package is built on open-source work published by Avyayalaya (Avyayalaya/agent-council) and distributed under MIT. The original licence text and copyright notice are included in your download.
Personal and commercial use, modification and redistribution are permitted, provided the original copyright and licence notice are retained.
Your purchase covers curation, licence verification, packaging, documentation and instant delivery. It does not grant exclusive rights to the underlying open-source code, which remains available under its original licence.
Delivery & Support
- Delivery: instant — a secure download link is emailed to you as soon as payment is confirmed.
- Format: ZIP archive containing the skill files, documentation and the original licence.
- Support: support@mcpcart.com — we aim to reply within 2 business days.
- Updates: updates are included only where stated on this page.
Refunds
This is a digital product delivered immediately after purchase. By completing your order you request immediate delivery and acknowledge that, once the download has been accessed, the statutory right to cancel no longer applies to the extent permitted by law. Refund requests are handled in accordance with our published Refund Policy.
Claude, Codex, Gemini and Cursor are trademarks of their respective owners. MCP Cart is an independent marketplace and is not affiliated with, endorsed by, or sponsored by any of them. Compatibility references describe interoperability only.
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