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AI Engineer Coach

Analyze your AI coding assistant usage across VS Code, GitHub Copilot for Xcode, Claude, Codex, OpenCode, and GitHub Copilot CLI.

License: MIT VS Code 1.85+

Highlights

The extension is organized into three sections: Observe, Measure, and Improve.

Observe

Page What it shows
Dashboard Practice scores with week-over-week and month-over-month trends, skill finder summary, daily activity chart with per-harness breakdown, and top workspace stats
Timeline Gantt-style session timeline with per-day drill-down, session overlap detection, and a searchable list view
Coding Moments Screenshot gallery from AI coding sessions with story reels, workspace filtering, and progressive image loading

Measure

Page What it shows
Output Two tabs -- Code Output (generated code volume by language and workspace) and Token Usage (model usage table with per-model token breakdown) (Token Usage temporarily hidden)
Burndown Monthly token budget progress with projection (temporarily disabled)
Patterns 7x24 activity heatmap and work-life balance signals

Improve

Page What it shows
Anti-Patterns Five practice score cards (Prompt Quality, Session Hygiene, Code Review, Tool Mastery, Context Management) with detailed findings, severity ratings, concrete actions, and example prompts
Skill Finder AI-powered analysis of repeated prompts to discover custom skill opportunities, plus matching community skills and agents from the open-source catalog
Context Health Overall context score, agentic readiness checklist, per-harness context provision breakdown, workspace context map (treemap colored by instruction quality), and AI-powered context file review
Rule Editor Create, edit, and live-test detection rules as markdown with form-based or raw-source editing and AI-assisted drafting
Rule Playground Interactive REPL for the rule DSL with field browser, function catalog, and metric list
Data Explorer Browse request and session fields, view distributions, and run ad-hoc filters

Level Up

Page What it shows
Learning Center Personalized quizzes and code-comparison rounds generated from your actual usage
Achievements XP-based progression with Bronze, Silver, Gold, and Diamond tiers
Agentic SDLC Track how you use AI across the full software-development lifecycle
Share Generate a shareable stat card and export Markdown/JSON summaries

Supported Harnesses

Harness Default location
Local Agent macOS: ~/Library/Application Support/Code/User/workspaceStorage/
Linux: ~/.config/Code/User/workspaceStorage/
Windows: %APPDATA%\Code\User\workspaceStorage\
Local Agent (Insiders) macOS: ~/Library/Application Support/Code - Insiders/User/workspaceStorage/
Linux: ~/.config/Code - Insiders/User/workspaceStorage/
Windows: %APPDATA%\Code - Insiders\User\workspaceStorage\
Local Agent (Server) Linux/macOS remote host: ~/.vscode-server/data/User/workspaceStorage/
Local Agent (Server Insiders) Linux/macOS remote host: ~/.vscode-server-insiders/data/User/workspaceStorage/
Xcode Copilot Chat ~/.config/github-copilot/xcode/ (requires sqlite3)
Claude macOS/Linux: ~/.claude/projects/
Windows: %USERPROFILE%\.claude\projects\
Codex macOS/Linux: ~/.codex/sessions/
Windows: %USERPROFILE%\.codex\sessions\
OpenCode macOS/Linux: ~/.local/share/opencode/
Windows: %USERPROFILE%\.local\share\opencode\
GitHub Copilot CLI ~/.copilot/session-state/ and ~/.copilot/history-session-state/

Chat

Type @aicoach in any VS Code chat panel for conversational access to all coaching data. Slash commands /summary, /improve, /compare, and /flow give quick access to common analyses. The participant orchestrates multiple backend tools automatically to answer complex questions.

Getting Started

  1. Open the command palette (Cmd+Shift+P / Ctrl+Shift+P).
  2. Run AI Engineer Coach: Open Dashboard.
  3. Use the sidebar to navigate pages. Filter by workspace or harness at the bottom.
  4. Run AI Engineer Coach: Reload Data to re-parse after new sessions.
  5. Type @aicoach in VS Code chat for conversational coaching.

License

MIT

Disclaimer

This project is an open-source community effort by Microsoft employees. It is not an official Microsoft product and is not part of any Microsoft service or support offering. It is provided as-is with no warranties or guarantees.