{"product_id":"optimize-ai-script-ranking-for-claude-code-repositories","title":"Optimize AI Script Ranking for Claude Code Repositories","description":"\u003ch3\u003eOptimize AI Script Ranking for Claude Code Repositories\u003c\/h3\u003e\n\n\u003cp\u003eThis skill is designed to maintain and improve the scripts responsible for auto-generating the star-ranked \"Awesome Claude Code\" README file within a repository. It provides tools to edit and manage important configuration files, adjust classification parameters, and conduct classification audits to ensure accurate script functionality.\u003c\/p\u003e\n\n\u003ch3\u003eWhat this skill does\u003c\/h3\u003e\n\u003cul\u003e\n  \u003cli\u003eMaintains scripts behind the auto-generated star-ranked README featuring Claude Code skills and agents.\u003c\/li\u003e\n  \u003cli\u003eAssists in editing \u003ccode\u003ehelpers\/fetch.py\u003c\/code\u003e, \u003ccode\u003ehelpers\/render.py\u003c\/code\u003e, or \u003ccode\u003ehelpers\/config.json\u003c\/code\u003e for improved performance and accuracy.\u003c\/li\u003e\n  \u003cli\u003eEnables users to tune scope and category rules to enhance script outputs.\u003c\/li\u003e\n  \u003cli\u003eFacilitates the classification audit of \u003ccode\u003ehelpers\/filtered.json\u003c\/code\u003e to identify and resolve false positives in \u003ccode\u003escope_filter\u003c\/code\u003e.\u003c\/li\u003e\n  \u003cli\u003eClassifies every public repository at or above a minimum star threshold, outputting metadata to \u003ccode\u003ehelpers\/repos.json\u003c\/code\u003e.\u003c\/li\u003e\n  \u003cli\u003eExcludes non-relevant repositories through automated filtering, storing them in \u003ccode\u003ehelpers\/out_of_scope.json\u003c\/code\u003e.\u003c\/li\u003e\n\u003c\/ul\u003e\n\n\u003ch3\u003eWho it is for\u003c\/h3\u003e\n\u003cp\u003eThis skill is intended for developers and teams utilizing AI coding agents such as Claude Code, Cursor, and Codex, who require structured and accurate ranking of relevant repositories.\u003c\/p\u003e\n\n\u003ch3\u003eUse cases\u003c\/h3\u003e\n\u003cul\u003e\n  \u003cli\u003eEnhancing the accuracy and efficiency of a repository's README generation process for AI coding agents.\u003c\/li\u003e\n  \u003cli\u003eManaging and updating classification rules and metadata outputs to maintain relevance in public-facing documents.\u003c\/li\u003e\n  \u003cli\u003eSimplifying the identification and correction of classification errors in repository scope filters.\u003c\/li\u003e\n\u003c\/ul\u003e\n\n\u003ch3\u003eTechnical details\u003c\/h3\u003e\n\u003cul\u003e\n  \u003cli\u003eOperates through script management and optimization in specific files like \u003ccode\u003ehelpers\/fetch.py\u003c\/code\u003e, \u003ccode\u003ehelpers\/render.py\u003c\/code\u003e, and \u003ccode\u003ehelpers\/config.json\u003c\/code\u003e.\u003c\/li\u003e\n  \u003cli\u003eUtilizes a comprehensive, star-bucketed sweep method to ensure exhaustive discovery and classification of public repositories based on star counts.\u003c\/li\u003e\n  \u003cli\u003eIntegrates with GitHub for repository scanning and information retrieval, targeting publicly available data only.\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\u003ecooler333\u003c\/strong\u003e (\u003ca href=\"https:\/\/github.com\/cooler333\/awesome-claude-code\" rel=\"nofollow noopener\" target=\"_blank\"\u003ecooler333\/awesome-claude-code\u003c\/a\u003e) and distributed under \u003cstrong\u003eCC0-1.0\u003c\/strong\u003e. The original licence text and copyright notice are included in your download.\u003c\/p\u003e\n\u003cp\u003eReleased into the public domain under CC0 1.0; you may use, modify and redistribute it without restriction.\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":52983918559543,"sku":"MCP-COOLER333-AWESOME-CLAUDE-CODE-MAINTAIN-RANKING-SCRIPTS","price":17.99,"currency_code":"GBP","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0981\/3950\/4951\/files\/3NILAg8FU-PrdMUaDto7H_f111f891a4d74edcbefa8d1365a611a6.jpg?v=1789290321","url":"https:\/\/mcpcart.com\/products\/optimize-ai-script-ranking-for-claude-code-repositories","provider":"SPF PRO","version":"1.0","type":"link"}