bulk SKILL.md skillA
bulk from smart-ai-memory/attune-ai is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add smart-ai-memory/attune-ai/bulk@git:20260904.94c346cPins git:20260904.94c346c in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- smart-ai-memory/attune-ai
- Path
plugin/skills/bulk/SKILL.md- Versions recorded
- 4
- Latest version
- git:20260904.94c346c, committed Sep 4, 2026
- First version recorded
- Jun 25, 2026
- Size
- 3,365 bytes
- Repository stars
- 11
- License
- Apache-2.0
Batch API processing for 50% cost savings on non-urgent bulk analysis. Triggers on: batch, bulk process, batch API, cheap bulk, process many, overnight analysis, 50% savings.
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# 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 …
Read the whole file at its exact version.
How to install
mdr add smart-ai-memory/attune-ai/bulk@sha256:c97cd288ce4af077The line at the top of this page pins the label git:20260904.94c346c, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_ppdtzqgdkvnwt7ag)
5 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 4 versions of this file, between Jun 25, 2026 and Sep 4, 2026, about one every 23 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20260904.94c346c latest | 2026-09-04 | 94c346c | 3,365 B | A | view · diff |
| git:20260902.d668714 | 2026-09-02 | d668714 | 3,363 B | A | view · diff |
| git:20260714.7e00230 | 2026-07-14 | 7e00230 | 2,442 B | A | view · diff |
| git:20260625.9ccb418 | 2026-06-25 | 9ccb418 | 2,195 B | A | view |
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (3365 bytes)
- pass: No zero-width or bidi control characters
- pass: No instruction hidden inside an HTML comment
- pass: No link to an exfiltration or paste host
- pass: No credential-shaped string
- pass: No instruction to send local credentials anywhere
- pass: No text hidden with inline styles
- pass: No prompt-injection phrasing
- pass: No curl or wget piped into a shell
- pass: No recursive delete of root, home or parent
- pass: No instruction to read or print local credentials
- pass: No base64 blob over 200 characters
- pass: No link to a raw IP address
- pass: No script tag
Source
smart-ai-memory/attune-ai · 11 stars · license Apache-2.0 · pushed 2026-11-06 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_ppdtzqgdkvnwt7ag GET https://markdownregistry.com/api/v1/resolve?ref=smart-ai-memory/attune-ai/bulk GET https://markdownregistry.com/api/v1/blob/c97cd288ce4af07750cd77ab3c5fc7a73105f3c015a81ac5affeb9a5df11bbe1
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.
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