webgpu-capture-analysis

name: webgpu-capture-analysis description: >- Interpret WebGPU Inspector frame captures — the GPU object graph, the command list, render/compute passes, buffers, textures, shaders, validation errors, and common performance problems. Use when analyzing captures produced by the webgpu-inspector plugin's MCP tools or by saveCaptureData() / DevTools "Save Capture" .json files.

WebGPU capture analysis

A WebGPU Inspector capture is a JSON record of one or more rendered frames: the full GPU object graph plus the ordered list of WebGPU API calls. This skill explains how to read one and what to flag.

Capture shape

• objects — map of numeric id to a record: { id, type, label, descriptor, stacktrace, ... }. Types: Adapter, Device, Buffer, Texture, TextureView, Sampler, BindGroup, BindGroupLayout, PipelineLayout, RenderPipeline, ComputePipeline, ShaderModule, RenderBundle.
• commands — ordered array of { index, method, object, args, result, ... }. object is the GPU object the method was called on; args are its arguments. References to GPU objects appear as { "__id": N, "__class": ..., "__label": ... }.
• validationErrors — WebGPU validation errors raised during the capture.
• Large buffer/texture payloads are base64; the MCP tools strip them, so you see __base64Omitted markers and byte lengths instead of bytes.

Workflow

Always start with get_capture_summary — it carries object/command counts, derived stats, and a heuristic issues list. Then drill in:

• get_commands with a method filter, a passLabel regex, or an offset/limit window — never fetch the whole list at once for a large capture.
• get_object for a pipeline, bind group, or texture descriptor.
• get_shader for a ShaderModule's WGSL.
• get_validation_errors for correctness problems.

To debug a specific draw (e.g. "this draw read a vertex attribute as 0"):

• get_draw_state(commandIndex) resolves the bound pipeline (+ vertex layout), bind groups, vertex/index buffers, and draw params for a draw command. Each vertex buffer reports a bufferDataCommandIndex.
• decode_vertex_buffer(commandIndex) — pass a vertex buffer's bufferDataCommandIndex to decode its first N vertices into per-attribute numbers (the layout is taken from the pipeline automatically).
• diff_draws(cmdA, cmdB) compares a working vs. a broken draw's resolved state.

For very large frames, capture only what you need: capture_frames accepts passLabel / passType (capture heavy payloads for matching passes only) and maxBufferSize (per-buffer byte cap; truncated buffers are marked). To inspect a live buffer without a full capture, use read_buffer.

Cite index (command) and id (object) values in findings so the user can locate them in the WebGPU Inspector DevTools Capture panel.

What to look for

Correctness

• Any validationErrors — always report these first; they are real bugs.
• A canvas texture used after its frame expired, or destroyed objects still referenced (the inspector reports these as validation errors).

Per-frame cost / hitching

• createRenderPipeline / createComputePipeline inside the captured frame — pipeline creation is expensive; move it to load time.
• createShaderModule inside the frame — same idea.
• Large or numerous writeBuffer / writeTexture calls every frame — consider persistent buffers, mapped writes, or uploading less.

CPU submission overhead

• High setPipeline / setBindGroup / setVertexBuffer counts relative to draw calls — sort draws by pipeline and bind group to cut state changes.
• Redundant consecutive setPipeline / setBindGroup (the summary flags these) — the bind is a no-op and can be skipped.
• Many small draw calls with the same pipeline — candidates for instancing, batching, or render bundles.

Pass structure

• Excess beginRenderPass calls — each pass has fixed cost; merge where the attachments allow.
• loadOp: "load" where "clear" would do (forces an attachment read), or storeOp: "store" on attachments whose result is never used.
• Depth/stencil attachment configuration vs. what the draws need.

Shaders (via get_shader)

• Work in the fragment stage that could move to the vertex stage.
• Dynamically uniform branching, heavy loops, or texture sampling in loops.
• Bind group layout mismatches across entry points.

Reporting

Give a prioritized list. For each finding: severity (error > warning > info), a one-line description, why it matters for this capture, and a concrete fix. Reference command indices and object ids. Distinguish confirmed bugs (validation errors) from heuristics (a flagged pattern that may be intentional) — say which is which rather than overstating.