Optimize AI Usage with Task Profile for Claude Code
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Optimize AI Usage with Task Profile for Claude Code
Unlock a new level of efficiency with the Optimize AI Usage with Task Profile for Claude Code skill. Designed specifically for developers and teams using AI coding agents like Claude Code, Cursor, and Codex, this innovative tool delves into your AI interaction history, crafting an actionable and insightful task profile to enhance your productivity. Identify repetitive tasks, assess friction points, and discover atomic skills to streamline your process and optimize token expenditure.
What this skill does
Session Analysis: Mines your Claude Code and Cowork session history to create a structured task profile, detailing what you do with AI, frequency of tasks, success rates, and friction points.
Pattern Recognition: Uses LLM clustering and Haiku analysis to identify usage patterns and generates a personal coaching view through explorer.html, complete with a token-spend chart.
Skill Recommendations: Proposes atomic skills tailored to reduce iteration and enhance workflow efficiency.
Data Export: Provides you with a downloadable profile.csv for easy sharing and future reference.
Use cases
AI Usage Analysis: Ideal when you need to understand your Claude usage patterns, task repetition, and areas that generate friction.
Workflow Optimization: Perfect for users seeking a detailed overview to optimize where and how tokens are spent, aligning with AI-first principles.
Skill Development: Gain insights into what skills would best support your workflow by reviewing past session patterns.
Technical details
Platforms Supported: Designed for use on Claude Code/Cowork and Codex.
Integration & Compatibility: Operates using `scripts/inventory.py` to detect the appropriate host via the `platform` stamp in `install.sh`.
Data Collection: Gathers session data from Claude Code and Cowork transcripts or Codex rollouts, transforming it into session condensate and token aggregates.
Limitations: Not compatible with Antigravity due to its AEAD-encrypted IDE store and non-parseable CLI store.
Leverage the power of the Optimize AI Usage with Task Profile for Claude Code skill today and transform your AI interaction history into actionable insights, tailored skill proposals, and streamlined workflows.
Source & Licence
This package is built on open-source work published by techwolf-ai (techwolf-ai/ai-first-toolkit) 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.
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.