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.

Install it, pinned
mdr add smart-ai-memory/attune-ai/bulk@v1.0.0

Pins v1.0.0 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
.claude/skills/bulk/SKILL.md
Versions recorded
1
Latest version
v1.0.0, committed Mar 21, 2026
Size
2,000 bytes
Repository stars
11
License
Apache-2.0

Batch API processing (50% cost 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 API processing for 50% cost savings on
non-interactive workflows.

## Routes

| Subcommand | Action |
| ---------- | ------ |
| `submit` | Submit workflows for batch processing |
| `status` | Check batch status |
| `results` | Retrieve batch results |
| `wait` | Wait for batch completion |

## Usage

```bash
/bulk                  # Ask what to do
/bulk submit           # Submit a batch
/bulk status           # Check status
/bulk results          # Get results
/bulk wait             # Wait for completion
```

## Behavior

### submit

Use `AskUserQuestion` to understand:

- Which workflows to run? (security-audit,
  bug-predict, perf-audit, code-review)
- Which path to analyze?
- Run all at once or select specific ones?

Then submit via the Anthropic Batch API for 50%
cost savings.

### status

Check the status of a running batch:

- Show progress percentage
- List completed vs pending items
- Estimated time remaining

### results

Retrieve and display results from a completed batch:

- Format as readable tables
- Highlight critical findings
- Provide actionable summaries

### wait

Wait for a batch to complete, showing progress
updates periodically.

## Cost Savings
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add smart-ai-memory/attune-ai/bulk@sha256:2309f92ddc4864f1

The line at the top of this page pins the label v1.0.0, 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.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_cty35xkw6dxre3b4.svg)](https://markdownregistry.com/a/art_cty35xkw6dxre3b4)

5 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 1 version of this file, committed on Mar 21, 2026.

versioncommittedcommitsizeaudit
v1.0.0 latest2026-03-21 4c891ec 2,000 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (2000 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

GitHub

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_cty35xkw6dxre3b4
GET https://markdownregistry.com/api/v1/resolve?ref=smart-ai-memory/attune-ai/bulk
GET https://markdownregistry.com/api/v1/blob/2309f92ddc4864f16f204deddd695c4434e60e7bfb89c42611c96fd3b39114b6

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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Every file in smart-ai-memory/attune-ai

Other files named bulk

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git:20260904.94c346c · audit A · 11 stars
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