Optimize AI Skill Scope with Goga-Accept for Claude Code

Optimize AI Skill Scope with Goga-Accept for Claude Code

The Goga-Accept skill facilitates the definition and management of acceptance scope within AI coding projects using Claude Code by mapping functionalities to specific cells. It systematically delineates the cell sets for a given functionality and verifies associated dependencies and usage contexts.

What this skill does

• Identifies the acceptance scope for functionality by either analyzing a provided description or utilizing changes detected through git diff.
• Prompts the user to specify functionality when changes are ambiguous or absent, offering options like "Branch changes", "Specific functionality", or "All project cells".
• Maps the identified functional scope to project cells using the goga schema.
• Verifies the presence of necessary CODEMANIFEST and usage data for the mapped cells.
• Classifies change types for each cell, including CODE, MANIFEST, USAGE, and TEST.
• Discovers dependent cells that import changed cells, classifying them as DIRECT or TRANSITIVE dependencies.

Who it is for

This skill is designed for developers and development teams leveraging AI coding agents like Claude Code, Cursor, and Codex. It will particularly benefit those responsible for managing and maintaining project codebases with complex functionality mappings.

Use cases

• Determining the impacted project scope when implementing new features or bug fixes.
• Verifying dependencies within AI coding projects to ensure comprehensive acceptance testing.
• Facilitating code review processes by effectively mapping code changes to relevant functionalities and dependencies.

Technical details

The Optimize AI Skill Scope with Goga-Accept employs the following tools and integrations:

• Agent-framework: Supports integration with AI agents.
• AIApplication: Facilitates AI-driven project assessments.
• Goga-accept-scope: Powers the identification and mapping of functionalities to specific code cells.

Source & Licence

This package is built on open-source work published by qarium (qarium/goga) and distributed under BSD-3-Clause. The original licence text and copyright notice are included in your download.

Personal and commercial use, modification and redistribution are permitted, provided the copyright notice and disclaimer are retained and the original authors are not used to endorse derived work.

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.