external-gitcode-ascend-atb-ops-to-aclnn-migration-workflow

external-gitcode-ascend-atb-ops-to-aclnn-migration-workflow is a skill for Claude Code from ascend-ai-coding/awesome-ascend-skills. It costs 76 tokens per session (5,722 once invoked), scanned B, original, no licence file.

A staged workflow for moving ATB OPS implementations to ACLNN, two components in the Ascend NPU software stack. It covers learning, design, CSV test planning, migration, compilation, and testing with checkpoints for user approval.

In plain words
What is it for?
Use it to plan and carry out an ATB OPS-to-ACLNN migration, including design documents, CSV test cases, builds, and validation.
Why use it?
It gives a defined path for a complex code migration and makes progress and approval points explicit.

Skill for Claude Code

Written for Claude Code: hooks in frontmatter.

Part of the external-gitcode-ascend-skills plugin — 91 skills shipped together

Good fit Use it to plan and carry out an ATB OPS-to-ACLNN migration, including design documents, CSV test cases, builds, and validation.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/ascend-ai-coding/awesome-ascend-skills/atb-ops-to-aclnn-migration-workflow
Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent
npx skills add ascend-ai-coding/awesome-ascend-skills --skill atb-ops-to-aclnn-migration-workflow
Clone the repo
git clone --depth 1 https://github.com/ascend-ai-coding/awesome-ascend-skills

Made for: Claude Code.

Or install external-gitcode-ascend-skills, the plugin that ships this one along with the rest of its 91 skills.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for external-gitcode-ascend-atb-ops-to-aclnn-migration-workflow

README.md
[![agentmods](https://agentmods.dev/badge/skills/ascend-ai-coding/awesome-ascend-skills/atb-ops-to-aclnn-migration-workflow/github.svg)](https://agentmods.dev/skills/ascend-ai-coding/awesome-ascend-skills/atb-ops-to-aclnn-migration-workflow)
Your own site
<a href="https://agentmods.dev/skills/ascend-ai-coding/awesome-ascend-skills/atb-ops-to-aclnn-migration-workflow"><img src="https://agentmods.dev/badge/skills/ascend-ai-coding/awesome-ascend-skills/atb-ops-to-aclnn-migration-workflow/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for external-gitcode-ascend-atb-ops-to-aclnn-migration-workflow

Your own site · 80×15
<a href="https://agentmods.dev/skills/ascend-ai-coding/awesome-ascend-skills/atb-ops-to-aclnn-migration-workflow"><img src="https://agentmods.dev/badge/skills/ascend-ai-coding/awesome-ascend-skills/atb-ops-to-aclnn-migration-workflow.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 76 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 5,722 The whole file, excluding the scripts and references it only reads on demand.
Security scan B 1 finding. A grade says what 26 rules found in the file — not that it is safe.
Origin unknown No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00076 $0.05722
Opus 5 $0.00038 $0.02861
Sonnet 5 $0.00015 $0.01144
Haiku 4.5 $0.00008 $0.00572

Measured 9d ago against content hash 3e3ceff789b7, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-12, from the pricing page.

Security

Grade B, and why

external-gitcode-ascend-atb-ops-to-aclnn-migration-workflow scanned grade B with 1 finding against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 9d ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Reads agent configuration directoriesmediumAgent snooping

.claude/, .codex/, .gemini/ hold keys, settings and other credentials a mod has no legitimate need for.

command: grep -q 'gate-' ${CLAUDE_PROJECT_DIR}/.claude/plans/*.md 2>/dev/null
external/gitcode-ascend/atb-ops-to-aclnn-migration-workflow/SKILL.md · 625 lines

The source is not reproduced here

No licence file

A repository with no LICENSE is all rights reserved by default, so the body is not copied here. The metadata, the measurements and the link are.

Read it on GitHub

Files

What ships with it

1 file beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 9d ago First seen · 625 lines · 76 tokens per session scan B 3e3ceff789b7

Subscribe to this mod's changes

external-gitcode-ascend-atb-ops-to-aclnn-migration-workflow is a skill published in the GitHub repository ascend-ai-coding/awesome-ascend-skills (168 stars, last pushed yesterday), with no licence file. It adds 76 tokens to every session and 5,722 once invoked, about $0.0004 per session on Opus 5. A static security scan graded it B with 1 finding (reads agent configuration directories). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-09-03.

Related

Other skills, from other repositories

atb-ops-to-aclnn-migration-workflow

A standard workflow for migrating ATB OPS implementations to ACLNN. It combines preparation, design documentation, CSV test-case planning, implementation, compilation, and testing into staged checkpoints.

Ascend/agent-skills · 69 tokens

atb-aclnn-operator-migration

A workflow for migrating ATB operators to ACLNN on Huawei Ascend 910B and 950 devices. ATB and ACLNN are libraries for implementing computations on Ascend hardware.

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ascend-transformer-boost

An index of skills for developing with Huawei’s Ascend Transformer Boost (ATB) library. It groups eight skills covering CANN setup, ATB testing, operator replacement design, and migration to ACLNN for Ascend NPU development.

Ascend/agent-skills · 90 tokens

atb-aclnn-operator-replacement-designer

A design-document generator for replacing an ATB operator with an ACLNN operator. It uses documentation for both interfaces to describe how their parameters correspond and how the replacement should be tested.

Ascend/agent-skills · 98 tokens

atb-debug-guide

A troubleshooting guide for ATB operator tests and setup. ATB is a software environment for testing computing operators, and an operator is a small piece of a machine-learning or numerical program.

Ascend/agent-skills · 73 tokens

atb-nnal-installer

An installation guide for the Ascend NPU NNAL acceleration library. It handles installing the NNAL package, setting its environment variables, and checking that it works.

Ascend/agent-skills · 55 tokens