attune-ai: Skill for Claude Code

Bulk Batch Processing

IMPORTANT: Start your response with a context preamble.

Call help_lookup(topic="bulk", mode="preamble") and display the returned preamble text as a blockquote. Then tell the user they can say "tell me more" for a step-by-step guide, or answer the scoping questions below to proceed.

If the MCP call fails, fall back to:

Bulk — Submits tasks to the Anthropic Batch API for 50% cost savings. Runs asynchronously (up to 24h), so it's ideal for non-urgent, high-volume analysis rather than interactive work.

Scoping

Before submitting, ask:

1. What to batch: "Which tasks should I batch — e.g. a workflow run across many files, or many independent analyses?"
2. How many / which targets: "List the items (files, modules, or task inputs) to process."
3. Urgency check: "Batch results take up to 24h. Is non-urgent turnaround acceptable? If you need it now, run the single-shot workflow instead."

Execution

Shared command workspace (preferred)

Open adapter bulk with either the provider-ready requests list or an existing batch_id. Present the widget or returned Markdown. New submissions must consume the bound, explicitly confirmed submit_batch action before calling analyze_batch; a reconnect uses the read-only check_batch action. Publish the real provider response as submission_result or status_result. Only a response with the exact accepted task count and a non-empty batch id may render as submitted. Rejections and timeouts must render “did not submit” (or “did not complete” for status), never a synthetic batch id. Preserve the same decision and receipt in compact text when the shared tools are unavailable.

The workspace status receipt completes the interactive invocation; pending does not mean the remote work completed. Reinvoke later with the returned batch_id to reconnect.

Call the analyze_batch MCP tool with a requests array, one entry per task:

analyze_batch(requests=[
  {"task_id": "<unique-id>", "task_type": "<e.g. analyze_logs>",
   "input_data": {...}, "model_tier": "capable"},
  ...
])