Discover AI Libraries with SKILLmama: Your AI Agent's Best Tool

Discover AI Libraries with SKILLmama: Your AI Agent's Best Tool

SKILLmama is an AI-native capability discovery engine designed to find, score, and rank the most suitable libraries, SDKs, and tools for your software stack. Using a structured and deterministic ranking formula, SKILLmama evaluates potential tools based on compatibility, popularity, maintenance, and simplicity to provide users with the most relevant recommendations.

What this skill does

• Conducts multiple web searches for technical tools, libraries, and SDKs relevant to the user's specified requirements.
• Scores and ranks identified resources using a 5-tier ranking formula: Compatibility (40%), Popularity (30%), Maintenance (15%), and Simplicity (15%).
• Supports the use of highly capable models such as Claude Sonnet, GPT-4.1, and Gemini 2.5 Pro to improve search and ranking accuracy.
• Activates in response to user queries related to selecting or discovering technical tools, such as specific requirements in authentication, job queues, or database integrations.

Who it is for

• Developers using AI coding agents like Claude Code, Cursor, and Codex.
• Technical teams seeking to improve stack integration and tool selection efficiency.

Use cases

• Identifying the most compatible database library for a specific development stack.
• Discovering suitable SDKs for project-specific needs like authentication or data processing.
• Enhancing project capabilities by scanning current setups and recommending missing tools or integrations.

Technical details

• Employs AI models like Claude Sonnet, GPT-4.1, and Gemini 2.5 Pro for enhanced search capabilities.
• Operates under strict criteria focusing on compatibility and popularity, ensuring high-quality recommendations.
• Targets publicly available information and adheres to site terms without bypassing authentication or CAPTCHA.

Source & Licence

This package is built on open-source work published by Magithar (Magithar/SKILLmama) and distributed under Apache-2.0. The original licence text and copyright notice are included in your download.

Personal and commercial use, modification and redistribution are permitted under the Apache License 2.0, which also includes an express patent grant. Attribution and any NOTICE file must be 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.