Optimize AI Skills with Knowledge Base Management Tool

Optimize AI Skills with Knowledge Base Management Tool

This skill for AI coding agents such as Claude Code, Cursor, and Codex provides structured management of project-specific prompt optimization knowledge. It assists in storing and retrieving learned patterns using schema, extraction criteria, capacity management, and retention scoring.

What this skill does

• Stores learned patterns with detailed metadata in a defined YAML schema.
• Offers extraction criteria to filter and retrieve relevant prompt knowledge.
• Manages the capacity and retention of knowledge entries ensuring the database remains concise and current.
• Scores the retention of data to maintain the relevance of stored knowledge.

Who it is for

• Developers and engineering teams using AI coding agents like Claude Code, Cursor, and Codex.
• Project managers requiring comprehensive oversight of prompt optimization efforts.
• Technical leads overseeing large AI-driven codebase projects.

Use cases

• Improving the efficiency of AI coding agents by using previously learned patterns from past projects.
• Providing a centralized knowledge repository for project-specific prompt optimizations.
• Automatically categorizing and managing entries from user feedback or comparative analysis.

Technical details

• Knowledge entries are stored in {project_root}/.claude/.rashomon/prompt-knowledge.yaml.
• The schema includes information such as pattern name, improvements, source details, validity scope, confidence, and application count.
• It supports a maximum entry capacity to ensure efficient performance and manageability.

Source & Licence

This package is built on open-source work published by shinpr (shinpr/rashomon) and distributed under MIT. The original licence text and copyright notice are included in your download.

Personal and commercial use, modification and redistribution are permitted, provided the original copyright and licence notice are retained.

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.