{"product_id":"ai-data-validation-skill-for-error-free-data-quality","title":"AI Data Validation Skill for Error-Free Data Quality","description":"\u003ch3\u003eAI Data Validation Skill for Error-Free Data Quality\u003c\/h3\u003e\n\n\u003cp\u003eThe AI Data Validation Skill is a specialized tool designed to inspect data for correctness by generating read-only validation reports. These reports detail record counts, NULL rates, value distribution, uniqueness, referential integrity, format validity, and provide sampled evidence rows. The skill operates strictly in a read-only mode, verifying data from a project's test fixtures or a configured connection without altering any data or code.\u003c\/p\u003e\n\n\u003ch3\u003eWhat this skill does\u003c\/h3\u003e\n\n\u003cul\u003e\n  \u003cli\u003eInspects a project's data for various quality metrics including record counts, NULL rates, and uniqueness.\u003c\/li\u003e\n  \u003cli\u003eValidates data against expected formats and referential integrity requirements.\u003c\/li\u003e\n  \u003cli\u003eGenerates a validation report with concrete numbers and sampled evidence for all checks.\u003c\/li\u003e\n  \u003cli\u003eProduces the verdict that the `yds-gh-issue-resolver` acts upon, without modifying data or code.\u003c\/li\u003e\n  \u003cli\u003eTriggers based on specific requests and integration with `yds-gh-issue-resolver`.\u003c\/li\u003e\n\u003c\/ul\u003e\n\n\u003ch3\u003eWho it is for\u003c\/h3\u003e\n\u003cp\u003eThis skill benefits developers and data teams utilizing AI coding agents such as Claude Code, Cursor, and Codex. It assists those who need to ensure data quality and integrity within their projects.\u003c\/p\u003e\n\n\u003ch3\u003eUse cases\u003c\/h3\u003e\n\u003cul\u003e\n  \u003cli\u003eQuality assurance teams checking data accuracy against project specifications during development.\u003c\/li\u003e\n  \u003cli\u003eDevelopment teams requiring validation of test data to align with expected software behavior.\u003c\/li\u003e\n  \u003cli\u003eIntegrating within CI\/CD pipelines for automated data quality checks when changes are detected.\u003c\/li\u003e\n\u003c\/ul\u003e\n\n\u003ch3\u003eTechnical details\u003c\/h3\u003e\n\u003cul\u003e\n  \u003cli\u003eUtilizes the `yds-data-validation` trigger for standalone data inspection when a user request is detected.\u003c\/li\u003e\n  \u003cli\u003eIntegrates with `yds-gh-issue-resolver` for data-related change verification.\u003c\/li\u003e\n  \u003cli\u003eOperates solely in a read-only mode, ensuring no data is modified.\u003c\/li\u003e\n  \u003cli\u003eSupports explicit configuration for data source connections, avoiding unintended production data access.\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\u003eymd38\u003c\/strong\u003e (\u003ca href=\"https:\/\/github.com\/ymd38\/dev-skills\" rel=\"nofollow noopener\" target=\"_blank\"\u003eymd38\/dev-skills\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":52960164872503,"sku":"MCP-YMD38-DEV-SKILLS-YDS-DATA-VALIDATION","price":25.99,"currency_code":"GBP","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0981\/3950\/4951\/files\/jj6CLfIpuNdRkB2yZl7fJ_b80afaffd6f64c46b4eb3510c397709a.jpg?v=1788858331","url":"https:\/\/mcpcart.com\/products\/ai-data-validation-skill-for-error-free-data-quality","provider":"SPF PRO","version":"1.0","type":"link"}