{"product_id":"honesty-checker-ai-review-for-pr-descriptions-transcripts","title":"Honesty Checker: AI Review for PR Descriptions \u0026 Transcripts","description":"\u003ch3\u003eHonesty Checker: AI Review for PR Descriptions \u0026amp; Transcripts\u003c\/h3\u003e\n\u003cp\u003eThe Honesty Checker tool evaluates pull request (PR) descriptions and transcripts for specific patterns that may indicate honesty issues. It focuses on identifying agreement openers, unverified claims, invented specifics, and revisions due to pushback without new evidence. It helps developers ensure the accuracy and trustworthiness of their documentation within AI agent environments.\u003c\/p\u003e\n\n\u003ch3\u003eWhat this skill does\u003c\/h3\u003e\n\u003cul\u003e\n    \u003cli\u003eMonitors PR descriptions and transcripts to detect agreement openers, such as initial phrases that appear to agree without justification.\u003c\/li\u003e\n    \u003cli\u003eIdentifies unverified claims of tasks being completed or errors being fixed without supporting commands or output.\u003c\/li\u003e\n    \u003cli\u003eChecks for invented specifics, such as inaccurate commit hashes, line numbers, URLs, version numbers, and test counts, and verifies them against the repository when possible.\u003c\/li\u003e\n    \u003cli\u003eHighlights any reversals in statements that have changed following pushback rather than new evidence.\u003c\/li\u003e\n\u003c\/ul\u003e\n\n\u003ch3\u003eWho it is for\u003c\/h3\u003e\n\u003cul\u003e\n    \u003cli\u003eDevelopers and development teams using AI coding agents like Claude Code, Cursor, and Codex to manage PRs and transcripts.\u003c\/li\u003e\n    \u003cli\u003eQuality assurance teams looking to verify the integrity and accuracy of PR statements.\u003c\/li\u003e\n    \u003cli\u003eProject managers overseeing code review processes who require precise and truthful documentation.\u003c\/li\u003e\n\u003c\/ul\u003e\n\n\u003ch3\u003eUse cases\u003c\/h3\u003e\n\u003cul\u003e\n    \u003cli\u003eReviewing a PR description for unintentional errors or misleading statements before merging.\u003c\/li\u003e\n    \u003cli\u003eAnalysing technical transcripts to ensure detail accuracy in presentations or documentation.\u003c\/li\u003e\n    \u003cli\u003eValidating the authenticity of claims within developer communications to maintain team trust and transparency.\u003c\/li\u003e\n\u003c\/ul\u003e\n\n\u003ch3\u003eTechnical details\u003c\/h3\u003e\n\u003cul\u003e\n    \u003cli\u003eEmploys AI agent skills compatible with platforms such as Claude Code, Cursor, and Codex.\u003c\/li\u003e\n    \u003cli\u003eUtilises 'frank-review' commands and techniques for in-depth assessment of PR descriptions and transcripts.\u003c\/li\u003e\n    \u003cli\u003eFocuses strictly on identifying specific patterns, not evaluating code correctness or architectural style.\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\u003eHimanshuJ16\u003c\/strong\u003e (\u003ca href=\"https:\/\/github.com\/HimanshuJ16\/frank\" rel=\"nofollow noopener\" target=\"_blank\"\u003eHimanshuJ16\/frank\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":52984031707447,"sku":"MCP-HIMANSHUJ16-FRANK-FRANK-REVIEW","price":43.99,"currency_code":"GBP","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0981\/3950\/4951\/files\/FNgvXNtEtU3ecrvUQx682_13fa877d32074bf487ab483d996165f3.jpg?v=1789297452","url":"https:\/\/mcpcart.com\/products\/honesty-checker-ai-review-for-pr-descriptions-transcripts","provider":"SPF PRO","version":"1.0","type":"link"}