{"product_id":"evolvable-software-assessment-with-ai-autonomy-levels","title":"Evolvable Software Assessment with AI Autonomy Levels","description":"\u003ch3\u003eEvolvable Software Assessment with AI Autonomy Levels\u003c\/h3\u003e\n\n\u003cp\u003eThe 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.\u003c\/p\u003e\n\n\u003ch3\u003eWhat this skill does\u003c\/h3\u003e\n\u003cul\u003e\n  \u003cli\u003eEvaluates the capability of software products to autonomously handle development loops: Request to Release, Issue to Fix, and Opportunity to Expansion.\u003c\/li\u003e\n  \u003cli\u003eDetermines Software Autonomy Levels ranging from L0 (manual processes) to L5 (self-directing autonomy) for each loop.\u003c\/li\u003e\n  \u003cli\u003eIdentifies critical control failures and specific blockages preventing progression to the next autonomy level.\u003c\/li\u003e\n  \u003cli\u003eProduces a six-capability profile to assess AI Readiness in products with AI features.\u003c\/li\u003e\n  \u003cli\u003eGenerates a prerequisite-ordered remediation plan with scores tied to file-level evidence.\u003c\/li\u003e\n\u003c\/ul\u003e\n\n\u003ch3\u003eWho it is for\u003c\/h3\u003e\n\u003cul\u003e\n  \u003cli\u003eDevelopers and development teams utilizing AI coding agents such as Claude Code, Cursor, and Codex.\u003c\/li\u003e\n  \u003cli\u003eProduct managers overseeing platforms or software applications intended for autonomous evolution.\u003c\/li\u003e\n  \u003cli\u003eEngineering teams focused on improving the AI-driven capabilities of their software products.\u003c\/li\u003e\n\u003c\/ul\u003e\n\n\u003ch3\u003eUse cases\u003c\/h3\u003e\n\u003cul\u003e\n  \u003cli\u003eEvaluating and preparing software architectures for autonomous change integration.\u003c\/li\u003e\n  \u003cli\u003eMonitoring AI-driven change processes and enhancing AI participation in software evolution.\u003c\/li\u003e\n  \u003cli\u003eConducting regular assessments for repeatable reassessment cycles in development projects.\u003c\/li\u003e\n\u003c\/ul\u003e\n\n\u003ch3\u003eTechnical details\u003c\/h3\u003e\n\u003cp\u003eThe 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.\u003c\/p\u003e\n\u003c!-- mcpcart:static-blocks:start --\u003e\n\u003chr\u003e\n\u003ch3\u003eSource \u0026amp; Licence\u003c\/h3\u003e\n\u003cp\u003eThis package is built on open-source work published by \u003cstrong\u003eharsh51191\u003c\/strong\u003e (\u003ca href=\"https:\/\/github.com\/harsh51191\/evolvable-software\" rel=\"nofollow noopener\" target=\"_blank\"\u003eharsh51191\/evolvable-software\u003c\/a\u003e) and distributed under \u003cstrong\u003eMIT\u003c\/strong\u003e. The original licence text and copyright notice are included in your download.\u003c\/p\u003e\n\u003cp\u003ePersonal and commercial use, modification and redistribution are permitted, provided the original copyright and licence notice are retained.\u003c\/p\u003e\n\u003cp\u003eYour 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.\u003c\/p\u003e\n\u003ch3\u003eDelivery \u0026amp; Support\u003c\/h3\u003e\n\u003cul\u003e\n\u003cli\u003e\n\u003cstrong\u003eDelivery:\u003c\/strong\u003e instant — a secure download link is emailed to you as soon as payment is confirmed.\u003c\/li\u003e\n\u003cli\u003e\n\u003cstrong\u003eFormat:\u003c\/strong\u003e ZIP archive containing the skill files, documentation and the original licence.\u003c\/li\u003e\n\u003cli\u003e\n\u003cstrong\u003eSupport:\u003c\/strong\u003e \u003ca href=\"mailto:support@mcpcart.com\"\u003esupport@mcpcart.com\u003c\/a\u003e — we aim to reply within 2 business days.\u003c\/li\u003e\n\u003cli\u003e\n\u003cstrong\u003eUpdates:\u003c\/strong\u003e updates are included only where stated on this page.\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003ch3\u003eRefunds\u003c\/h3\u003e\n\u003cp\u003eThis 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.\u003c\/p\u003e\n\u003cp style=\"font-size:0.85em;color:#666;\"\u003eClaude, 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.\u003c\/p\u003e\n\u003c!-- mcpcart:static-blocks:end --\u003e","brand":"MCP Cart","offers":[{"title":"Default Title","offer_id":53087742951735,"sku":"MCP-HARSH51191-EVOLVABLE-SOFTWARE-EVOLVABLE-SOFTWARE","price":23.99,"currency_code":"GBP","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0981\/3950\/4951\/files\/unbWMS66TWjVPJFbJY94a_e13673c6c2c3466387e201a76094b7f1.jpg?v=1791018656","url":"https:\/\/mcpcart.com\/products\/evolvable-software-assessment-with-ai-autonomy-levels","provider":"SPF PRO","version":"1.0","type":"link"}