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AI Usage Review

Agent skill
1 skill

Review recorded AI coding-tool usage and recommend concrete optimizations. Reads real token, cost, session and harness-configuration data from the AI Insights MCP server, then reports ranked, evidence-backed fixes — trimming instruction files, raising the prompt-cache hit rate, right-sizing models, cutting MCP overhead, turning repeated work into skills or commands, and repairing dead hooks, shadowed commands, thin permission allowlists and settings written to layers the tool never reads. Use when the user asks to review, audit or optimize their AI usage, wants to cut token spend or cost, asks why sessions are expensive, slow, or keep running out of context, asks how to structure CLAUDE.md / skills / hooks / MCP servers / subagents, or mentions AI Insights.

Install with
Claude CodeCodexCursorGitHub CopilotGemini CLI

Supported by the Atlas install prompt. Skill-specific requirements vary.

Skill stats

Skills1CategoryGeneralStars0

About this skill

Review recorded AI coding-tool usage and recommend concrete optimizations. Reads real token, cost, session and harness-configuration data from the AI Insights MCP server, then reports ranked, evidence-backed fixes — trimming instruction files, raising the prompt-cache hit rate, right-sizing models, cutting MCP overhead, turning repeated work into skills or commands, and repairing dead hooks, shadowed commands, thin permission allowlists and settings written to layers the tool never reads. Use when the user asks to review, audit or optimize their AI usage, wants to cut token spend or cost, asks why sessions are expensive, slow, or keep running out of context, asks how to structure CLAUDE.md / skills / hooks / MCP servers / subagents, or mentions AI Insights.

Quick start

  1. Copy the install prompt. Use the green button above this README.
  2. Send it to your agent. Paste it into your coding agent’s chat and send.
  3. Review the setup. Your agent checks the skill’s instructions, requirements, and installation scope.
Review, license & listing details
Review the source before using this skill

This is an imported listing. We haven’t certified its safety, license, or compatibility. Skills may include executable scripts.

Automated security scan: Partial

Only SKILL.md was scanned. Supporting files and scripts were not checked. No safety grade has been assigned.

0 potential findings · Scanned 11/4/2026 · Scanner 0.2.1

Content SHA-256: af162300637781c090082048c2309dd5cad6d3c91a4ba00e35612fa561f9cd20

About scan coverage and limitations

About this listing

Category
General
Reported license
MIT
Listing language (estimated)
English
Review status
Not individually reviewed
Agent compatibility
Atlas installation supports Claude Code, Codex, and Cursor. Skill-specific dependencies and features are checked during setup.
AI Usage Review | Agent Skills Atlas