external-cannbot-ops-lab-tilelang-skills-tilelang-review

external-cannbot-ops-lab-tilelang-skills-tilelang-review is a skill for Claude Code from ascend-ai-coding/awesome-ascend-skills. It costs 192 tokens per session (5,086 once invoked), scanned D, original, no licence file.

A code-style checking and formatting workflow for TileLang NPU kernels, which are small programs that run computations on Ascend hardware. It checks Python and C++ code against CI rules and asks before applying fixes.

In plain words
What is it for?
Use it to check or format code, review Python or C++ style, lint a project, or verify formatting before submitting a pull request.
Why use it?
It finds style problems before they fail continuous integration checks or complicate a pull request. Formatting changes are made only after the user agrees.

Skill for Claude Code

Written for Claude Code: shipped in a Claude Code plugin.

Part of the external-cannbot-tilelang-op-orchestrator-skills plugin — 5 skills shipped together

Good fit Use it to check or format code, review Python or C++ style, lint a project, or verify formatting before submitting a pull request.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/ascend-ai-coding/awesome-ascend-skills/tilelang-review
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 tilelang-review
Clone the repo
git clone --depth 1 https://github.com/ascend-ai-coding/awesome-ascend-skills

Made for: Claude Code.

Or install external-cannbot-tilelang-op-orchestrator-skills, the plugin that ships this one along with the rest of its 5 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-cannbot-ops-lab-tilelang-skills-tilelang-review

README.md
[![agentmods](https://agentmods.dev/badge/skills/ascend-ai-coding/awesome-ascend-skills/tilelang-review/github.svg)](https://agentmods.dev/skills/ascend-ai-coding/awesome-ascend-skills/tilelang-review)
Your own site
<a href="https://agentmods.dev/skills/ascend-ai-coding/awesome-ascend-skills/tilelang-review"><img src="https://agentmods.dev/badge/skills/ascend-ai-coding/awesome-ascend-skills/tilelang-review/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-cannbot-ops-lab-tilelang-skills-tilelang-review

Your own site · 80×15
<a href="https://agentmods.dev/skills/ascend-ai-coding/awesome-ascend-skills/tilelang-review"><img src="https://agentmods.dev/badge/skills/ascend-ai-coding/awesome-ascend-skills/tilelang-review.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 192 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 5,086 The whole file, excluding the scripts and references it only reads on demand.
Security scan D 3 findings. 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 $0.00192 $0.05086
Opus 5 $0.00096 $0.02543
Sonnet 5 $0.00038 $0.01017
Haiku 4.5 $0.00019 $0.00509

Measured 11d ago against content hash 7bac7ff1dbc9, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-11, from the pricing page.

Security

Grade D, and why

external-cannbot-ops-lab-tilelang-skills-tilelang-review scanned grade D with 3 findings 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 11d ago.

The scan reads SKILL.md. This mod also ships 4 executable files (scritps/check-cpp.sh, scritps/check-python.sh, scritps/fix-cpp.sh, …), listed below but not scanned — reading those needs a real analyzer, not pattern matching.

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.

Asks for rootmediumPrivilege escalation

A mod that escalates privileges can change anything on the machine, not only the project.

(sudo apt-get install clang-format-18 2>/dev/null || \

Downloads and executes remote codehighSupply chain

curl | sh runs whatever the server returns today, which is not necessarily what it returned when this was reviewed.

curl -LsSf https://astral.sh/ruff/install.sh | sh

Makes network callslowCapability

Not a fault in itself. Listed so you know the mod talks to something, and to what.

curl -LsSf https://astral.sh/ruff/install.sh | sh
external/cannbot/ops-lab/tilelang/skills/tilelang-review/SKILL.md · 558 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

4 files 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. 11d ago First seen · 558 lines · 192 tokens per session scan D 7bac7ff1dbc9

Subscribe to this mod's changes

external-cannbot-ops-lab-tilelang-skills-tilelang-review is a skill published in the GitHub repository ascend-ai-coding/awesome-ascend-skills (167 stars, last pushed yesterday), with no licence file. It adds 192 tokens to every session and 5,086 once invoked, about $0.0010 per session on Opus 5. A static security scan graded it D with 3 findings (asks for root, downloads and executes remote code, makes network calls). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.