{"product_id":"optimize-python-dependencies-with-ai-since-cutoff-agent-skill","title":"Optimize Python Dependencies with AI: Since-Cutoff Agent Skill","description":"\u003ch3\u003eOptimize Python Dependencies with AI: Since-Cutoff Agent Skill\u003c\/h3\u003e\n\n\u003cp\u003e\nThe \"Optimize Python Dependencies with AI: Since-Cutoff Agent Skill\" is a tool designed to assist developers in identifying Python dependency API changes that occurred after a model's training cut-off. This tool helps you align your project's codebase with the latest library versions and API modifications without making assumptions or guesses about the changes.\n\u003c\/p\u003e\n\n\u003ch3\u003eWhat this skill does\u003c\/h3\u003e\n\u003cul\u003e\n    \u003cli\u003eOperates from the project root directory, requiring the presence of a `pyproject.toml`, `requirements.txt`, or a lockfile.\u003c\/li\u003e\n    \u003cli\u003eSupports both quick scans and comprehensive measurements, providing a choice between `since-cutoff scan` for a preliminary check, and `since-cutoff run --quick` for a detailed analysis with type-checked notes.\u003c\/li\u003e\n    \u003cli\u003eAutomatically selects the appropriate model settings based on your coding agent's configuration, specifically within Claude Code, Codex, or other environments.\u003c\/li\u003e\n    \u003cli\u003eGenerates a documentation file (AGENTS.md or CLAUDE.md) with insights on API differences, documenting their sources and syncing them with the existing lockfile.\u003c\/li\u003e\n\u003c\/ul\u003e\n\n\u003ch3\u003eWho it is for\u003c\/h3\u003e\n\u003cul\u003e\n    \u003cli\u003eSoftware developers using AI coding agents like Claude Code, Cursor, or Codex.\u003c\/li\u003e\n    \u003cli\u003eEngineering teams managing projects with evolving dependency landscapes.\u003c\/li\u003e\n    \u003cli\u003eQuality assurance professionals overseeing code stability across library updates.\u003c\/li\u003e\n\u003c\/ul\u003e\n\n\u003ch3\u003eUse cases\u003c\/h3\u003e\n\u003cul\u003e\n    \u003cli\u003eDetermining the compatibility of your code with updated dependencies after upgrading project libraries.\u003c\/li\u003e\n    \u003cli\u003eIdentifying potential causes for code failures due to renamed or removed library APIs.\u003c\/li\u003e\n    \u003cli\u003eVerifying the alignment of AI model knowledge with current library versions before implementing new code functionalities.\u003c\/li\u003e\n\u003c\/ul\u003e\n\n\u003ch3\u003eTechnical details\u003c\/h3\u003e\n\u003cul\u003e\n    \u003cli\u003eLeveraging AI agent skills specific to Claude Code, Cursor, and Codex environments.\u003c\/li\u003e\n    \u003cli\u003eIndependent API change measurement by calling an isolated copy of the model without project context interference.\u003c\/li\u003e\n    \u003cli\u003eEnsures accuracy by generating notes only when type-checks are successful, thus maintaining project integrity.\u003c\/li\u003e\n\u003c\/ul\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\u003eMohammadHijjawi97\u003c\/strong\u003e (\u003ca href=\"https:\/\/github.com\/MohammadHijjawi97\/since-cutoff\" rel=\"nofollow noopener\" target=\"_blank\"\u003eMohammadHijjawi97\/since-cutoff\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":53058714140983,"sku":"MCP-MOHAMMADHIJJAWI97-SINCE-CUTOFF-SINCE-CUTOFF","price":41.99,"currency_code":"GBP","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0981\/3950\/4951\/files\/TvHt0cvZlxmtKW2shNFBa_3cf6094f3f96485f9186bebb8d498389.jpg?v=1790586308","url":"https:\/\/mcpcart.com\/products\/optimize-python-dependencies-with-ai-since-cutoff-agent-skill","provider":"SPF PRO","version":"1.0","type":"link"}