{"product_id":"ai-adjudication-evidence-calibration-review-tool","title":"AI Adjudication: Evidence Calibration Review Tool","description":"\u003ch3\u003eAI Adjudication: Evidence Calibration Review Tool\u003c\/h3\u003e\n\n\u003cp\u003e\nAI 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.\n\u003c\/p\u003e\n\n\u003ch3\u003eWhat this skill does\u003c\/h3\u003e\n\u003cul\u003e\n  \u003cli\u003eConducts a thorough per-claim evidence-tier audit on text artifacts.\u003c\/li\u003e\n  \u003cli\u003eAssigns T1-T6 tiers to each load-bearing claim based on the supporting evidence.\u003c\/li\u003e\n  \u003cli\u003eSurfaces mismatches in calibration where there is high confidence with weak evidence or hedged claims backed by strong evidence.\u003c\/li\u003e\n  \u003cli\u003eFlags recognized patterns including P11 (citation-as-decoration), P17 (pile-of-anecdotes-as-evidence), and P54 (unverifiable single-source).\u003c\/li\u003e\n  \u003cli\u003eEncodes the Evidence \u0026amp; Calibration function of the agent-council 5-deliberator quality gate for text validation.\u003c\/li\u003e\n\u003c\/ul\u003e\n\n\u003ch3\u003eWho it is for\u003c\/h3\u003e\n\u003cul\u003e\n  \u003cli\u003eDevelopers and teams utilizing AI coding agents such as Claude Code, Cursor, and Codex.\u003c\/li\u003e\n  \u003cli\u003eQuality assurance teams responsible for content accuracy and reliability.\u003c\/li\u003e\n  \u003cli\u003eTechnical documentation teams that need to ensure the integrity of published material.\u003c\/li\u003e\n\u003c\/ul\u003e\n\n\u003ch3\u003eUse cases\u003c\/h3\u003e\n\u003cul\u003e\n  \u003cli\u003eEnsuring the accuracy and reliability of reports and publications before release.\u003c\/li\u003e\n  \u003cli\u003eSupporting quality assurance processes in content-driven environments.\u003c\/li\u003e\n  \u003cli\u003eEvaluating the evidential backing of claims in software documentation and academic research.\u003c\/li\u003e\n\u003c\/ul\u003e\n\n\u003ch3\u003eTechnical details\u003c\/h3\u003e\n\u003cul\u003e\n  \u003cli\u003eUtilizes adjudication, AI application, and evidence-calibration-review capabilities.\u003c\/li\u003e\n  \u003cli\u003eCompatible with AI agents such as Claude Code, Cursor, and Codex for skill composition.\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c!-- mcpcart:static-blocks:start --\u003e\n\u003chr\u003e\n\u003ch3\u003eSource \u0026amp; Licence\u003c\/h3\u003e\n\u003cp\u003eThis package is built on open-source work published by \u003cstrong\u003eAvyayalaya\u003c\/strong\u003e (\u003ca href=\"https:\/\/github.com\/Avyayalaya\/agent-council\" rel=\"nofollow noopener\" target=\"_blank\"\u003eAvyayalaya\/agent-council\u003c\/a\u003e) and distributed under \u003cstrong\u003eMIT\u003c\/strong\u003e. The original licence text and copyright notice are included in your download.\u003c\/p\u003e\n\u003cp\u003ePersonal and commercial use, modification and redistribution are permitted, provided the original copyright and licence notice are retained.\u003c\/p\u003e\n\u003cp\u003eYour 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.\u003c\/p\u003e\n\u003ch3\u003eDelivery \u0026amp; Support\u003c\/h3\u003e\n\u003cul\u003e\n\u003cli\u003e\n\u003cstrong\u003eDelivery:\u003c\/strong\u003e instant — a secure download link is emailed to you as soon as payment is confirmed.\u003c\/li\u003e\n\u003cli\u003e\n\u003cstrong\u003eFormat:\u003c\/strong\u003e ZIP archive containing the skill files, documentation and the original licence.\u003c\/li\u003e\n\u003cli\u003e\n\u003cstrong\u003eSupport:\u003c\/strong\u003e \u003ca href=\"mailto:support@mcpcart.com\"\u003esupport@mcpcart.com\u003c\/a\u003e — we aim to reply within 2 business days.\u003c\/li\u003e\n\u003cli\u003e\n\u003cstrong\u003eUpdates:\u003c\/strong\u003e updates are included only where stated on this page.\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003ch3\u003eRefunds\u003c\/h3\u003e\n\u003cp\u003eThis 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.\u003c\/p\u003e\n\u003cp style=\"font-size:0.85em;color:#666;\"\u003eClaude, 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.\u003c\/p\u003e\n\u003c!-- mcpcart:static-blocks:end --\u003e","brand":"MCP Cart","offers":[{"title":"Default Title","offer_id":52790211739959,"sku":"MCP-AVYAYALAYA-AGENT-COUNCIL-EVIDENCE-CALIBRATION-REVIEW","price":23.99,"currency_code":"GBP","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0981\/3950\/4951\/files\/ilRENJ5ktQxPU2OAldbY9_533d0cf0996042b5ade9acd38f7381ff.jpg?v=1785928474","url":"https:\/\/mcpcart.com\/products\/ai-adjudication-evidence-calibration-review-tool","provider":"SPF PRO","version":"1.0","type":"link"}