Benchmark Pyrefly
facebook/pyrefly
Run Pyrefly benchmarks locally via Buck or Cargo, including PyTorch real-world LSP benchmarks.
Agent skill
External Cannbot Ops Triton Task Extractor
by ascend-ai-coding in ascend-ai-coding/awesome-ascend-skills
从用户 PyTorch/Python 代码中提取算子实现，构建为算子任务格式的标准化 任务文件。支持两种模式：单 case（单一自包含 .py，getinputs 返回单组）和 多 case（.py + 同名 .json 配对，getinputgroups 返回多组）。
Install External Cannbot Ops Triton Task Extractor
$ npx skills add ascend-ai-coding/awesome-ascend-skills --skill external-cannbot-ops-triton-task-extractor -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install ascend-ai-coding/awesome-ascend-skills external-cannbot-ops-triton-task-extractor --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/ascend-ai-coding/awesome-ascend-skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/external/cannbot/ops/triton-task-extractor .claude/skills/external-cannbot-ops-triton-task-extractor && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "external-cannbot-ops-triton-task-extractor" agent skill from https://github.com/ascend-ai-coding/awesome-ascend-skills/tree/main/external/cannbot/ops/triton-task-extractor into .claude/skills/external-cannbot-ops-triton-task-extractor/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "external-cannbot-ops-triton-task-extractor", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/ascend-ai-coding/awesome-ascend-skills/tree/main/external/cannbot/ops/triton-task-extractorType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add ascend-ai-coding/awesome-ascend-skills --skill external-cannbot-ops-triton-task-extractor -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install ascend-ai-coding/awesome-ascend-skills external-cannbot-ops-triton-task-extractor --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ascend-ai-coding/awesome-ascend-skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/external/cannbot/ops/triton-task-extractor .agents/skills/external-cannbot-ops-triton-task-extractor && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "external-cannbot-ops-triton-task-extractor" agent skill from https://github.com/ascend-ai-coding/awesome-ascend-skills/tree/main/external/cannbot/ops/triton-task-extractor into .agents/skills/external-cannbot-ops-triton-task-extractor/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "external-cannbot-ops-triton-task-extractor", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add ascend-ai-coding/awesome-ascend-skills --skill external-cannbot-ops-triton-task-extractor -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install ascend-ai-coding/awesome-ascend-skills external-cannbot-ops-triton-task-extractor --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ascend-ai-coding/awesome-ascend-skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/external/cannbot/ops/triton-task-extractor .cursor/skills/external-cannbot-ops-triton-task-extractor && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "external-cannbot-ops-triton-task-extractor" agent skill from https://github.com/ascend-ai-coding/awesome-ascend-skills/tree/main/external/cannbot/ops/triton-task-extractor into .cursor/skills/external-cannbot-ops-triton-task-extractor/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "external-cannbot-ops-triton-task-extractor", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/ascend-ai-coding/awesome-ascend-skills.git --path external/cannbot/ops/triton-task-extractor--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add ascend-ai-coding/awesome-ascend-skills --skill external-cannbot-ops-triton-task-extractor -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install ascend-ai-coding/awesome-ascend-skills external-cannbot-ops-triton-task-extractor --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ascend-ai-coding/awesome-ascend-skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/external/cannbot/ops/triton-task-extractor .gemini/skills/external-cannbot-ops-triton-task-extractor && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "external-cannbot-ops-triton-task-extractor" agent skill from https://github.com/ascend-ai-coding/awesome-ascend-skills/tree/main/external/cannbot/ops/triton-task-extractor into .gemini/skills/external-cannbot-ops-triton-task-extractor/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "external-cannbot-ops-triton-task-extractor", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install ascend-ai-coding/awesome-ascend-skills external-cannbot-ops-triton-task-extractorInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add ascend-ai-coding/awesome-ascend-skills --skill external-cannbot-ops-triton-task-extractor -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/ascend-ai-coding/awesome-ascend-skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/external/cannbot/ops/triton-task-extractor .github/skills/external-cannbot-ops-triton-task-extractor && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "external-cannbot-ops-triton-task-extractor" agent skill from https://github.com/ascend-ai-coding/awesome-ascend-skills/tree/main/external/cannbot/ops/triton-task-extractor into .github/skills/external-cannbot-ops-triton-task-extractor/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "external-cannbot-ops-triton-task-extractor", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add ascend-ai-coding/awesome-ascend-skills --skill external-cannbot-ops-triton-task-extractor -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install ascend-ai-coding/awesome-ascend-skills external-cannbot-ops-triton-task-extractor --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ascend-ai-coding/awesome-ascend-skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/external/cannbot/ops/triton-task-extractor .opencode/skills/external-cannbot-ops-triton-task-extractor && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "external-cannbot-ops-triton-task-extractor" agent skill from https://github.com/ascend-ai-coding/awesome-ascend-skills/tree/main/external/cannbot/ops/triton-task-extractor into .opencode/skills/external-cannbot-ops-triton-task-extractor/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "external-cannbot-ops-triton-task-extractor", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
Facts
- Skill name
external-cannbot-ops-triton-task-extractor- GitHub stars
- 174
- Token cost
- ~1.4k tokens
- SKILL.md length
- 401 words
- Files
- 4 (incl. scripts, references)
- Skills in repo
- 70
- Repo updated
- First seen
- Licence
- None found
At a glance
从用户 PyTorch/Python 代码中提取算子实现，构建为算子任务格式的标准化 任务文件。支持两种模式：单 case（单一自包含 .py，getinputs 返回单组）和 多 case（.py + 同名 .json 配对，getinputgroups 返回多组）。
- Works in 4 steps: 代码分析与模式判定 → 依赖追踪 → 验证（必须执行，禁止跳过） → …
- Tasks that involve Deep learning
- SKILL.md covers 模式判定, 目标格式, 提取流程 and 关键约束, plus 1 more section
- Runs Python scripts from its folder; calls python3
What it does
External Cannbot Ops Triton Task Extractor is an agent skill from ascend-ai-coding/awesome-ascend-skills. 从用户 PyTorch/Python 代码中提取算子实现，构建为算子任务格式的标准化 任务文件。支持两种模式：单 case（单一自包含 .py，getinputs 返回单组）和 多 case（.py + 同名 .json 配对，getinputgroups 返回多组）。 触发：当用户需要将 PyTorch/Python 代码提取并转换为标准化算子任务文件时使用。
Its SKILL.md is about 1.4k tokens, which your agent loads only when the skill is triggered. The skill folder holds 5 other files, including scripts and reference files (for example `references/task-format.md`, `scripts/_log_utils.py` and `scripts/validate_task.py`).
It sits in AI & LLM Engineering, covering Deep learning. It works with PyTorch and Python. The repository describes itself as: A comprehensive knowledge base for Huawei Ascend NPU development, structured as distributed Agent Skills. https://ascend-ai-coding.github.io/awesome-ascend-skills/.
When your agent uses it
- Tasks that involve Deep learning
Example prompts
- “/external-cannbot-ops-triton-task-extractor”
Requirements
- Python 3
Workflow steps
4 steps, taken from the step headings in SKILL.md.
- 代码分析与模式判定
- 依赖追踪
- 验证（必须执行，禁止跳过）
- 用户确认（必须执行，禁止跳过）
What it can do on your machine
Read from SKILL.md and the folder at commit 62a4ecb. It shows what the files ask for, not the result of running them.
Tool permissions
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
Runs code
Ships 2 files in scripts/ (Python), which the agent can run.
Shell commands in SKILL.md call:
python3
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Credentials
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Context cost
External Cannbot Ops Triton Task Extractor loads about 1.4k tokens when it runs, and up to ~2.7k if it reads all its reference files. Until then it costs about 57 tokens; SKILL.md has 401 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
Safety
Auto-check passed
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); the scripts in this folder are not scanned.
SKILL.md
Without a licence we can't republish the file, so here is its outline and opening line. It has 401 words (~1,382 tokens).
- name
- external-cannbot-ops-triton-task-extractor
- argument-hint
- 需要提供：1) 待优化的代码文件路径； 2) 可选：shape/dtype 信息来源文件路径（多 case 模式下，extractor 会自动发现 与 .py 同目录的同名 .json）
- original-name
- triton-task-extractor
- synced-from
- https://gitcode.com/cann/cannbot-skills
- synced-date
- 2026-05-26
- synced-commit
- ac5bbd2b4cf427d011874e11f8d1e8b1bef66eda
- license
- UNKNOWN
Files
SKILL.md and 3 other files (scripts, references) in external/cannbot/ops/triton-task-extractor of ascend-ai-coding/awesome-ascend-skills.
- SKILL.md
- references/task-format.md
- scripts/_log_utils.py
- scripts/validate_task.py
Open the folder on GitHubat commit 62a4ecb
Compare with similar skills
External Cannbot Ops Triton Task Extractor next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| External Cannbot Ops Triton Task Extractor this skillascend-ai-coding/awesome-ascend-skills | 174 | — | ~1.4k | Automated safety check: Pass | None | |
| Benchmark Pyreflyfacebook/pyrefly | 7.1k | — | ~1.8k | Automated safety check: Pass | MIT | |
| Document Public APIspytorch/pytorch | 104k | — | ~4.2k | Automated safety check: Pass | Custom licence | |
| ExecuTorch Cortex-M Backendpytorch/executorch | 5.1k | — | ~872 | Automated safety check: Pass | Custom licence | |
| PyTorch Lightning TrainingOrchestra-Research/AI-Research-SKILLs | 13k | 7 repos | ~2.3k | Automated safety check: Pass | MIT | |
| Ako4allTongmingLAIC/AKO4ALL | 369 | — | ~4k | Automated safety check: Pass | MIT |
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Categories
Questions about External Cannbot Ops Triton Task Extractor
What does External Cannbot Ops Triton Task Extractor do?
从用户 PyTorch/Python 代码中提取算子实现，构建为算子任务格式的标准化 任务文件。支持两种模式：单 case（单一自包含 .py，getinputs 返回单组）和 多 case（.py + 同名 .json 配对，getinputgroups 返回多组）。. External Cannbot Ops Triton Task Extractor is an agent skill from ascend-ai-coding/awesome-ascend-skills.
When should I use External Cannbot Ops Triton Task Extractor?
External Cannbot Ops Triton Task Extractor fits situations like: tasks that involve Deep learning.
How do I install External Cannbot Ops Triton Task Extractor in Claude Code?
Run `npx skills add ascend-ai-coding/awesome-ascend-skills --skill external-cannbot-ops-triton-task-extractor -a claude-code`. Or copy the skill folder (external/cannbot/ops/triton-task-extractor in ascend-ai-coding/awesome-ascend-skills) into .claude/skills/external-cannbot-ops-triton-task-extractor in your project. Claude Code loads it when a task matches its description.
How do I install External Cannbot Ops Triton Task Extractor in Codex?
Run `npx skills add ascend-ai-coding/awesome-ascend-skills --skill external-cannbot-ops-triton-task-extractor -a codex`. Or copy the skill folder (external/cannbot/ops/triton-task-extractor in ascend-ai-coding/awesome-ascend-skills) into .agents/skills/external-cannbot-ops-triton-task-extractor in your project. Codex loads it when a task matches its description.
Can I use External Cannbot Ops Triton Task Extractor in Cursor, Gemini CLI or GitHub Copilot?
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add ascend-ai-coding/awesome-ascend-skills --skill external-cannbot-ops-triton-task-extractor -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/external-cannbot-ops-triton-task-extractor, .gemini/skills/external-cannbot-ops-triton-task-extractor, .github/skills/external-cannbot-ops-triton-task-extractor and .opencode/skills/external-cannbot-ops-triton-task-extractor in your project.
What does External Cannbot Ops Triton Task Extractor need to run?
Going by SKILL.md and its folder, External Cannbot Ops Triton Task Extractor needs Python for the scripts in its folder and the command-line tools its instructions call (python3). Our summary lists: Python 3.
Does External Cannbot Ops Triton Task Extractor access the network?
SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.
Is External Cannbot Ops Triton Task Extractor safe to install?
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. The check reads SKILL.md only: the scripts in the folder are not scanned, so read them before running anything.
What licence does External Cannbot Ops Triton Task Extractor use?
No licence was found for External Cannbot Ops Triton Task Extractor or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.
How many tokens does External Cannbot Ops Triton Task Extractor use?
About 1.4k tokens (SKILL.md is roughly 5.5k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 1.3k tokens, read only when the agent opens those files.
What are the alternatives to External Cannbot Ops Triton Task Extractor?
Skills that share tags, products or a category with External Cannbot Ops Triton Task Extractor: Benchmark Pyrefly (facebook/pyrefly, 7.1k stars), Document Public APIs (pytorch/pytorch, 104k stars), ExecuTorch Cortex-M Backend (pytorch/executorch, 5.1k stars) and PyTorch Lightning Training (Orchestra-Research/AI-Research-SKILLs, 13k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains External Cannbot Ops Triton Task Extractor?
ascend-ai-coding (a GitHub organization) maintains it in ascend-ai-coding/awesome-ascend-skills, which has 174 GitHub stars. The repository holds 70 skills in this directory. The repository was last updated on October 8, 2026.
Source: ascend-ai-coding/awesome-ascend-skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.