rajbos/ai-engineering-fluency/ai-fluency

AI Engineering Fluency canvas

The ai-fluency-canvas plugin provides a canvas with canvasId ai-fluency.

• To show the stats, open it: open_canvas({ canvasId: "ai-fluency", instanceId: "ai-fluency" }).
• To answer questions in chat, open the canvas as above, then call

invoke_canvas_action({ instanceId: "ai-fluency", actionName: "get_summary" }). It returns the cached snapshot's aggregate numbers and never runs the CLI.

• Only pass { "topSessions": 1-25 } when the user asks about specific sessions: it adds session titles (often the

user's first prompt) and project names to the result.

• To update the numbers, call the refresh action. It returns once the refresh has begun (started: false means

another Copilot session is already refreshing and its result is used) and fails at once if it can't start. A run takes several minutes; pass { "wait": true } only when the user wants to wait for fresh numbers.

• If get_summary returns available: false, no snapshot exists yet: tell the user the first run

parses all local session logs and takes a few minutes, then start a refresh.

The canvas reads local session logs and uploads nothing itself, but whatever get_summary returns becomes part of this conversation and is sent to the model.