Ako4all
TongmingLAIC/AKO4ALL
Drive an agentic loop that iteratively optimizes a GPU kernel for maximum speedup.
Agent skill
External Gitcode Ascend Ascendc Operator Code Gen
by ascend-ai-coding in ascend-ai-coding/awesome-ascend-skills
根据设计文档生成 AscendC 算子完整代码实现并完成框架适配。TRIGGER when: 设计文档已完成，需要生成 ophost/opkernel 代码、注册到 PyTorch 框架、编译测试。关键词：代码生成、ophost、opkernel、tiling、kernel、框架适配、算子注册。
Install External Gitcode Ascend Ascendc Operator Code Gen
$ npx skills add ascend-ai-coding/awesome-ascend-skills --skill external-gitcode-ascend-ascendc-operator-code-gen -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install ascend-ai-coding/awesome-ascend-skills external-gitcode-ascend-ascendc-operator-code-gen --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/gitcode-ascend/ascendc-operator-code-gen .claude/skills/external-gitcode-ascend-ascendc-operator-code-gen && 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-gitcode-ascend-ascendc-operator-code-gen" agent skill from https://github.com/ascend-ai-coding/awesome-ascend-skills/tree/main/external/gitcode-ascend/ascendc-operator-code-gen into .claude/skills/external-gitcode-ascend-ascendc-operator-code-gen/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "external-gitcode-ascend-ascendc-operator-code-gen", 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/gitcode-ascend/ascendc-operator-code-genType 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-gitcode-ascend-ascendc-operator-code-gen -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install ascend-ai-coding/awesome-ascend-skills external-gitcode-ascend-ascendc-operator-code-gen --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/gitcode-ascend/ascendc-operator-code-gen .agents/skills/external-gitcode-ascend-ascendc-operator-code-gen && 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-gitcode-ascend-ascendc-operator-code-gen" agent skill from https://github.com/ascend-ai-coding/awesome-ascend-skills/tree/main/external/gitcode-ascend/ascendc-operator-code-gen into .agents/skills/external-gitcode-ascend-ascendc-operator-code-gen/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "external-gitcode-ascend-ascendc-operator-code-gen", 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-gitcode-ascend-ascendc-operator-code-gen -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install ascend-ai-coding/awesome-ascend-skills external-gitcode-ascend-ascendc-operator-code-gen --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/gitcode-ascend/ascendc-operator-code-gen .cursor/skills/external-gitcode-ascend-ascendc-operator-code-gen && 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-gitcode-ascend-ascendc-operator-code-gen" agent skill from https://github.com/ascend-ai-coding/awesome-ascend-skills/tree/main/external/gitcode-ascend/ascendc-operator-code-gen into .cursor/skills/external-gitcode-ascend-ascendc-operator-code-gen/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "external-gitcode-ascend-ascendc-operator-code-gen", 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/gitcode-ascend/ascendc-operator-code-gen--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-gitcode-ascend-ascendc-operator-code-gen -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install ascend-ai-coding/awesome-ascend-skills external-gitcode-ascend-ascendc-operator-code-gen --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/gitcode-ascend/ascendc-operator-code-gen .gemini/skills/external-gitcode-ascend-ascendc-operator-code-gen && 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-gitcode-ascend-ascendc-operator-code-gen" agent skill from https://github.com/ascend-ai-coding/awesome-ascend-skills/tree/main/external/gitcode-ascend/ascendc-operator-code-gen into .gemini/skills/external-gitcode-ascend-ascendc-operator-code-gen/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "external-gitcode-ascend-ascendc-operator-code-gen", 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-gitcode-ascend-ascendc-operator-code-genInstalls 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-gitcode-ascend-ascendc-operator-code-gen -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/gitcode-ascend/ascendc-operator-code-gen .github/skills/external-gitcode-ascend-ascendc-operator-code-gen && 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-gitcode-ascend-ascendc-operator-code-gen" agent skill from https://github.com/ascend-ai-coding/awesome-ascend-skills/tree/main/external/gitcode-ascend/ascendc-operator-code-gen into .github/skills/external-gitcode-ascend-ascendc-operator-code-gen/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "external-gitcode-ascend-ascendc-operator-code-gen", 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-gitcode-ascend-ascendc-operator-code-gen -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-gitcode-ascend-ascendc-operator-code-gen --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/gitcode-ascend/ascendc-operator-code-gen .opencode/skills/external-gitcode-ascend-ascendc-operator-code-gen && 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-gitcode-ascend-ascendc-operator-code-gen" agent skill from https://github.com/ascend-ai-coding/awesome-ascend-skills/tree/main/external/gitcode-ascend/ascendc-operator-code-gen into .opencode/skills/external-gitcode-ascend-ascendc-operator-code-gen/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "external-gitcode-ascend-ascendc-operator-code-gen", 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-gitcode-ascend-ascendc-operator-code-gen- GitHub stars
- 174
- Token cost
- ~2k tokens
- SKILL.md length
- 487 words
- Files
- 21 (incl. references)
- Skills in repo
- 69
- Repo updated
- First seen
- Licence
- None found
At a glance
根据设计文档生成 AscendC 算子完整代码实现并完成框架适配。TRIGGER when: 设计文档已完成，需要生成 ophost/opkernel 代码、注册到 PyTorch 框架、编译测试。关键词：代码生成、ophost、opkernel、tiling、kernel、框架适配、算子注册。
- Works in 4 steps: 读取选中的 op_host 和 op_kernel 模板的完整内容 → 将内容写入… → 替换所有占位符（, 等） → …
- : 设计文档已完成，需要生成 ophost/opkernel 代码、注册到 PyTorch 框架、编译测试。关键词：代码生成、ophost、opkernel、tiling、kernel、框架适配、算子注册
- SKILL.md covers 工作流程总览, 阶段 1: 加载参考文档, 阶段 2: 读取设计文档 and 阶段 3: 选择模板并生成代码, plus 4 more sections
- Calls bash, pip and python
What it does
External Gitcode Ascend Ascendc Operator Code Gen is an agent skill from ascend-ai-coding/awesome-ascend-skills. 根据设计文档生成 AscendC 算子完整代码实现并完成框架适配。TRIGGER when: 设计文档已完成，需要生成 ophost/opkernel 代码、注册到 PyTorch 框架、编译测试。关键词：代码生成、ophost、opkernel、tiling、kernel、框架适配、算子注册。
Its SKILL.md is about 2k tokens, which your agent loads only when the skill is triggered. The skill folder holds 22 other files, including reference files (for example `references/GUIDE.md`, `references/basic-data-structures-api.md` and `references/data-copy-api.md`).
It sits in AI & LLM Engineering, covering Deep learning. It works with PyTorch and C++. 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
- : 设计文档已完成，需要生成 ophost/opkernel 代码、注册到 PyTorch 框架、编译测试。关键词：代码生成、ophost、opkernel、tiling、kernel、框架适配、算子注册
- Tasks that involve Deep learning
Example prompts
- “/external-gitcode-ascend-ascendc-operator-code-gen”
Requirements
- Python 3
Workflow steps
4 steps, taken from the first numbered list in SKILL.md.
- 读取选中的 op_host 和 op_kernel 模板的完整内容
- 将内容写入 ascend-kernel/csrc/ops//op_host/.cpp 和 op_kernel/.cpp（覆盖骨架占位文件）
- 替换所有占位符（, 等）
- 根据设计文档修改
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
Shell commands in SKILL.md call:
bashpippythonpytest
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md. Its commands use pip, which can reach the network depending on how they are called.
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 Gitcode Ascend Ascendc Operator Code Gen loads about 2k tokens when it runs, and up to ~18k if it reads all its reference files. Until then it costs about 51 tokens; SKILL.md has 487 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); files beside SKILL.md are not scanned.
SKILL.md
Without a licence we can't republish the file, so here is its outline and opening line. It has 487 words (~1,966 tokens).
“根据设计文档生成 op_host + op_kernel 代码，注册到 PyTorch 框架，调用 ascendc-operator-compile-debug skill 完成编译安装和精度测试。”
- name
- external-gitcode-ascend-ascendc-operator-code-gen
- original-name
- ascendc-operator-code-gen
- synced-from
- https://gitcode.com/Ascend/agent-skills
- synced-date
- 2026-05-26
- synced-commit
- 1f7666e7768a0ceb21bb1d40ce4b5179fcb6f1d6
- license
- UNKNOWN
Files
SKILL.md and 20 other files (references) in external/gitcode-ascend/ascendc-operator-code-gen of ascend-ai-coding/awesome-ascend-skills.
- SKILL.md
- references/GUIDE.md
- references/basic-data-structures-api.md
- references/data-copy-api.md
- references/kernel-constraints.md
- references/resource-management-api.md
- references/sort_topk-api.md
- references/sync-control-api.md
- references/vector-compute-api.md
- templates/elementwise_op_host.cpp
- templates/elementwise_op_kernel.cpp
- templates/index_op_host.cpp
- templates/index_op_kernel.cpp
- templates/index_op_per_elem_host.cpp
- templates/index_op_per_elem_kernel.cpp
- templates/pool_ndhwc_op_host.cpp
- templates/pool_ndhwc_op_kernel.cpp
- templates/row_op_host.cpp
- templates/row_op_kernel.cpp
- … and 2 more
Open the folder on GitHubat commit 62a4ecb
Compare with similar skills
External Gitcode Ascend Ascendc Operator Code Gen 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 Gitcode Ascend Ascendc Operator Code Gen this skillascend-ai-coding/awesome-ascend-skills | 174 | — | ~2k | Automated safety check: Pass | None | |
| Ako4allTongmingLAIC/AKO4ALL | 369 | — | ~4k | Automated safety check: Pass | MIT | |
| Paddle Op DevPaddlePaddle/Paddle | 24k | — | ~1.3k | Automated safety check: Pass | Apache-2.0 | |
| Embedded AI Deploymentmatlab/agent-skills-playground | 181 | 1 repos | ~3.4k | Automated safety check: Pass | Custom licence | |
| Qualcomm QNN Backend Developmentpytorch/executorch | 5.1k | — | ~1.8k | Automated safety check: Pass | Custom licence | |
| Paddle Cross Ecosystem Custom OpPaddlePaddle/Paddle | 24k | — | ~883 | Automated safety check: Pass | Apache-2.0 |
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Categories
Questions about External Gitcode Ascend Ascendc Operator Code Gen
What does External Gitcode Ascend Ascendc Operator Code Gen do?
根据设计文档生成 AscendC 算子完整代码实现并完成框架适配。TRIGGER when: 设计文档已完成，需要生成 ophost/opkernel 代码、注册到 PyTorch 框架、编译测试。关键词：代码生成、ophost、opkernel、tiling、kernel、框架适配、算子注册。. External Gitcode Ascend Ascendc Operator Code Gen is an agent skill from ascend-ai-coding/awesome-ascend-skills.
When should I use External Gitcode Ascend Ascendc Operator Code Gen?
External Gitcode Ascend Ascendc Operator Code Gen fits situations like: : 设计文档已完成，需要生成 ophost/opkernel 代码、注册到 PyTorch 框架、编译测试。关键词：代码生成、ophost、opkernel、tiling、kernel、框架适配、算子注册; tasks that involve Deep learning.
How do I install External Gitcode Ascend Ascendc Operator Code Gen in Claude Code?
Run `npx skills add ascend-ai-coding/awesome-ascend-skills --skill external-gitcode-ascend-ascendc-operator-code-gen -a claude-code`. Or copy the skill folder (external/gitcode-ascend/ascendc-operator-code-gen in ascend-ai-coding/awesome-ascend-skills) into .claude/skills/external-gitcode-ascend-ascendc-operator-code-gen in your project. Claude Code loads it when a task matches its description.
How do I install External Gitcode Ascend Ascendc Operator Code Gen in Codex?
Run `npx skills add ascend-ai-coding/awesome-ascend-skills --skill external-gitcode-ascend-ascendc-operator-code-gen -a codex`. Or copy the skill folder (external/gitcode-ascend/ascendc-operator-code-gen in ascend-ai-coding/awesome-ascend-skills) into .agents/skills/external-gitcode-ascend-ascendc-operator-code-gen in your project. Codex loads it when a task matches its description.
Can I use External Gitcode Ascend Ascendc Operator Code Gen 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-gitcode-ascend-ascendc-operator-code-gen -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-gitcode-ascend-ascendc-operator-code-gen, .gemini/skills/external-gitcode-ascend-ascendc-operator-code-gen, .github/skills/external-gitcode-ascend-ascendc-operator-code-gen and .opencode/skills/external-gitcode-ascend-ascendc-operator-code-gen in your project.
What does External Gitcode Ascend Ascendc Operator Code Gen need to run?
Going by SKILL.md and its folder, External Gitcode Ascend Ascendc Operator Code Gen needs the command-line tools its instructions call (bash, pip, python and pytest). Our summary lists: Python 3.
Does External Gitcode Ascend Ascendc Operator Code Gen access the network?
SKILL.md contains no URLs. Its commands use pip, which can reach the network depending on how they are called. This is read from the text; nothing was executed.
Is External Gitcode Ascend Ascendc Operator Code Gen 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. Review the folder before installing.
What licence does External Gitcode Ascend Ascendc Operator Code Gen use?
No licence was found for External Gitcode Ascend Ascendc Operator Code Gen or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.
How many tokens does External Gitcode Ascend Ascendc Operator Code Gen use?
About 2k tokens (SKILL.md is roughly 7.9k 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 16k tokens, read only when the agent opens those files.
What are the alternatives to External Gitcode Ascend Ascendc Operator Code Gen?
Skills that share tags, products or a category with External Gitcode Ascend Ascendc Operator Code Gen: Ako4all (TongmingLAIC/AKO4ALL, 369 stars), Paddle Op Dev (PaddlePaddle/Paddle, 24k stars), Embedded AI Deployment (matlab/agent-skills-playground, 181 stars) and Qualcomm QNN Backend Development (pytorch/executorch, 5.1k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains External Gitcode Ascend Ascendc Operator Code Gen?
ascend-ai-coding (a GitHub organization) maintains it in ascend-ai-coding/awesome-ascend-skills, which has 174 GitHub stars. The repository holds 69 skills in this directory. The repository was last updated on October 7, 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.