Optimize Python Dependencies with AI: Since-Cutoff Agent Skill

Optimize Python Dependencies with AI: Since-Cutoff Agent Skill

The "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.

What this skill does

• Operates from the project root directory, requiring the presence of a `pyproject.toml`, `requirements.txt`, or a lockfile.
• Supports 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.
• Automatically selects the appropriate model settings based on your coding agent's configuration, specifically within Claude Code, Codex, or other environments.
• Generates a documentation file (AGENTS.md or CLAUDE.md) with insights on API differences, documenting their sources and syncing them with the existing lockfile.

Who it is for

• Software developers using AI coding agents like Claude Code, Cursor, or Codex.
• Engineering teams managing projects with evolving dependency landscapes.
• Quality assurance professionals overseeing code stability across library updates.

Use cases

• Determining the compatibility of your code with updated dependencies after upgrading project libraries.
• Identifying potential causes for code failures due to renamed or removed library APIs.
• Verifying the alignment of AI model knowledge with current library versions before implementing new code functionalities.

Technical details

• Leveraging AI agent skills specific to Claude Code, Cursor, and Codex environments.
• Independent API change measurement by calling an isolated copy of the model without project context interference.
• Ensures accuracy by generating notes only when type-checks are successful, thus maintaining project integrity.

Source & Licence

This package is built on open-source work published by MohammadHijjawi97 (MohammadHijjawi97/since-cutoff) 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.