Optimize AI Ranking Scripts for Claude Code Repos

Optimize AI Ranking Scripts for Claude Code Repos

This skill maintains and improves the scripts responsible for generating the star-ranked "Awesome Claude Code" README in repositories. It supports the editing and tuning of the scripts used in fetching, rendering, and configuring ranked listings, particularly through the files helpers/fetch.py, helpers/render.py, and helpers/config.json. It also facilitates classification audits to curate content and fix false positives, ensuring accurate categorization and layout management.

What this skill does

• Performs an exhaustive, star-bucketed sweep of public repositories, ensuring comprehensive discovery and coverage.
• Generates and maintains helpers/repos.json as the single source of truth, listing metadata for repositories meeting the minimum stars requirement.
• Automates classification to identify out-of-scope entries, recorded in helpers/out_of_scope.json.
• Conducts classification audits to improve scope filters, addressing false positives and curating the filtered JSON effectively.
• Facilitates the organization and layout adjustments of auto-generated README files in alignment with agreed ranking rules.

Who it is for

Designed for developers and teams utilizing AI coding agents like Claude Code, Cursor, and Codex, who require a system for organizing and managing star-ranked repositories effectively within the MCP ecosystem.

Use cases

• Ensuring reliable and accurate star-ranking of repositories to highlight impactful AI agent skills.
• Streamlining the curation process of repositories, eliminating the need for manual inclusion.
• Maintaining consistent formatting and layout of README files across multiple repository entries.

Technical details

• Exploits GitHub Search API to perform exhaustive searches, ensuring no relevant repositories are missed.
• Utilizes Python scripts located in helpers/fetch.py, helpers/render.py, and helpers/config.json for data fetching, rendering, and configuration tasks.
• Conducts classification audits to support the refinement of scope filters and improve overall accuracy.
• Automation excludes daily refresh tasks, which are managed by a pre-configured CI cron.

Source & Licence

This package is built on open-source work published by cooler333 (cooler333/cool-claude-code) and distributed under CC0-1.0. The original licence text and copyright notice are included in your download.

Released into the public domain under CC0 1.0; you may use, modify and redistribute it without restriction.

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.