Evolvable Software Assessment with AI Autonomy Levels

Evolvable Software Assessment with AI Autonomy Levels

The Evolvable Software Assessment with AI Autonomy Levels skill evaluates the readiness of software products to autonomously evolve using the EVOLVE framework. It determines a Software Autonomy Level (L0 to L5) for critical development loops, specifically assessing AI's involvement in driving these processes. The tool generates comprehensive reports including AI Readiness scores and remediation plans, with evidence linked to specific files. This assessment is suitable for platforms, dedicated applications, developer environments, and agent runtimes.

What this skill does

• Evaluates the capability of software products to autonomously handle development loops: Request to Release, Issue to Fix, and Opportunity to Expansion.
• Determines Software Autonomy Levels ranging from L0 (manual processes) to L5 (self-directing autonomy) for each loop.
• Identifies critical control failures and specific blockages preventing progression to the next autonomy level.
• Produces a six-capability profile to assess AI Readiness in products with AI features.
• Generates a prerequisite-ordered remediation plan with scores tied to file-level evidence.

Who it is for

• Developers and development teams utilizing AI coding agents such as Claude Code, Cursor, and Codex.
• Product managers overseeing platforms or software applications intended for autonomous evolution.
• Engineering teams focused on improving the AI-driven capabilities of their software products.

Use cases

• Evaluating and preparing software architectures for autonomous change integration.
• Monitoring AI-driven change processes and enhancing AI participation in software evolution.
• Conducting regular assessments for repeatable reassessment cycles in development projects.

Technical details

The skill leverages capabilities such as agent-skills, aiapplication, and evolvable-software within the Claude Code, Cursor, and Codex platforms. It is intended for assessing self-evolution readiness and architecture readiness, not as a security, accessibility, pull-request, or delivery-process audit.

Source & Licence

This package is built on open-source work published by harsh51191 (harsh51191/evolvable-software) 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.