LLM Pipeline Profiler Analysis
BBuf/AI-Infra-Auto-Driven-SKILLS
Breaks LLM torch profiler traces down by forward pass, layer and kernel, with timing tables and Perfetto time ranges for the layers you want to inspect.
Track daily PRs and Issues from vllm-project/vllm and vllm-project/vllm-ascend, filter by model (DeepSeek/Qwen/GLM/MiniMax/Kimi) and tech topics (PD disaggregation, MTP, quantization, graph mode…
Install Vllm Daily PR Issue Tracker
$ npx skills add ascend-ai-coding/awesome-ascend-skills --skill vllm-daily-pr-issue-tracker -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install ascend-ai-coding/awesome-ascend-skills vllm-daily-pr-issue-tracker --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/skills/agent-tools/vllm-daily-pr-issue-tracker .claude/skills/vllm-daily-pr-issue-tracker && 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 "vllm-daily-pr-issue-tracker" agent skill from https://github.com/ascend-ai-coding/awesome-ascend-skills/tree/main/skills/agent-tools/vllm-daily-pr-issue-tracker into .claude/skills/vllm-daily-pr-issue-tracker/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "vllm-daily-pr-issue-tracker", 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/skills/agent-tools/vllm-daily-pr-issue-trackerType 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 vllm-daily-pr-issue-tracker -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install ascend-ai-coding/awesome-ascend-skills vllm-daily-pr-issue-tracker --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/skills/agent-tools/vllm-daily-pr-issue-tracker .agents/skills/vllm-daily-pr-issue-tracker && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "vllm-daily-pr-issue-tracker" agent skill from https://github.com/ascend-ai-coding/awesome-ascend-skills/tree/main/skills/agent-tools/vllm-daily-pr-issue-tracker into .agents/skills/vllm-daily-pr-issue-tracker/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "vllm-daily-pr-issue-tracker", 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 vllm-daily-pr-issue-tracker -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install ascend-ai-coding/awesome-ascend-skills vllm-daily-pr-issue-tracker --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/skills/agent-tools/vllm-daily-pr-issue-tracker .cursor/skills/vllm-daily-pr-issue-tracker && 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 "vllm-daily-pr-issue-tracker" agent skill from https://github.com/ascend-ai-coding/awesome-ascend-skills/tree/main/skills/agent-tools/vllm-daily-pr-issue-tracker into .cursor/skills/vllm-daily-pr-issue-tracker/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "vllm-daily-pr-issue-tracker", 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 skills/agent-tools/vllm-daily-pr-issue-tracker--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 vllm-daily-pr-issue-tracker -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install ascend-ai-coding/awesome-ascend-skills vllm-daily-pr-issue-tracker --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/skills/agent-tools/vllm-daily-pr-issue-tracker .gemini/skills/vllm-daily-pr-issue-tracker && 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 "vllm-daily-pr-issue-tracker" agent skill from https://github.com/ascend-ai-coding/awesome-ascend-skills/tree/main/skills/agent-tools/vllm-daily-pr-issue-tracker into .gemini/skills/vllm-daily-pr-issue-tracker/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "vllm-daily-pr-issue-tracker", 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 vllm-daily-pr-issue-trackerInstalls 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 vllm-daily-pr-issue-tracker -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/skills/agent-tools/vllm-daily-pr-issue-tracker .github/skills/vllm-daily-pr-issue-tracker && 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 "vllm-daily-pr-issue-tracker" agent skill from https://github.com/ascend-ai-coding/awesome-ascend-skills/tree/main/skills/agent-tools/vllm-daily-pr-issue-tracker into .github/skills/vllm-daily-pr-issue-tracker/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "vllm-daily-pr-issue-tracker", 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 vllm-daily-pr-issue-tracker -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 vllm-daily-pr-issue-tracker --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/skills/agent-tools/vllm-daily-pr-issue-tracker .opencode/skills/vllm-daily-pr-issue-tracker && 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 "vllm-daily-pr-issue-tracker" agent skill from https://github.com/ascend-ai-coding/awesome-ascend-skills/tree/main/skills/agent-tools/vllm-daily-pr-issue-tracker into .opencode/skills/vllm-daily-pr-issue-tracker/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "vllm-daily-pr-issue-tracker", 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
vllm-daily-pr-issue-tracker- GitHub stars
- 174
- Token cost
- ~731 tokens
- SKILL.md length
- 173 words
- Files
- 7 (incl. scripts, references)
- Skills in repo
- 70
- Repo updated
- First seen
- Licence
- None found
At a glance
Track daily PRs and Issues from vllm-project/vllm and vllm-project/vllm-ascend, filter by model (DeepSeek/Qwen/GLM/MiniMax/Kimi) and tech topics (PD disaggregation, MTP, quantization, graph mode…
- Works in 4 steps: Fetch Data → AI Analysis → Generate Report → …
- User wants vllm daily tracker
- SKILL.md covers When to Use, Prerequisites, Quick Start and Workflow, plus 6 more sections
- Runs Python scripts from its folder; calls python; reaches github.com; needs GITHUB_TOKEN
What it does
Vllm Daily PR Issue Tracker is an agent skill from ascend-ai-coding/awesome-ascend-skills. Track daily PRs and Issues from vllm-project/vllm and vllm-project/vllm-ascend, filter by model (DeepSeek/Qwen/GLM/MiniMax/Kimi) and tech topics (PD disaggregation, MTP, quantization, graph mode, performance), analyze with LLM, and generate a Markdown report. Use when user wants vllm daily tracker, PR/Issue digest, or Ascend inference ecosystem monitoring.
Its SKILL.md is about 730 tokens, which your agent loads only when the skill is triggered. The skill folder holds 8 other files, including scripts and reference files (for example `references/env-setup.md`, `references/keywords.md` and `references/priority-rules.md`).
It sits in AI & LLM Engineering, covering LLM inference and serving and Issue triage. It works with vLLM, DeepSeek, Qwen and Kimi. 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
- User wants vllm daily tracker
- PR/Issue digest
- Ascend inference ecosystem monitoring
Example prompts
- “/vllm-daily-pr-issue-tracker”
Requirements
- Python 3
- A credential in GITHUB_TOKEN
Workflow steps
4 steps, taken from the step headings in SKILL.md.
- Fetch Data
- AI Analysis
- Generate Report
- Return Result
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:
python
From the folder's file list and the shell code blocks in SKILL.md.
Network
Hosts in commands or code, which the agent is likely to contact:
github.com
From URLs in SKILL.md, links to its own repository left out.
Credentials
Names these keys or tokens, usually read from environment variables:
GITHUB_TOKEN
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Context cost
Vllm Daily PR Issue Tracker loads about 731 tokens when it runs, and up to ~1.5k if it reads all its reference files. Until then it costs about 97 tokens; SKILL.md has 173 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 173 words (~731 tokens).
“每日自动获取 vllm-project/vllm 和 vllm-project/vllm-ascend 当天更新的 PR 与 Issue，按关注场景筛选、深度分析分类，并生成 Markdown 报告。”
- name
- vllm-daily-pr-issue-tracker
- keywords
- vllm, vllm-ascend, daily-report, github, pr, issue, deepseek, qwen, quantization, torchair, 日报, 追踪
Files
SKILL.md and 6 other files (scripts, references) in skills/agent-tools/vllm-daily-pr-issue-tracker of ascend-ai-coding/awesome-ascend-skills.
- SKILL.md
- references/env-setup.md
- references/keywords.md
- references/priority-rules.md
- references/report-template.md
- scripts/fetch_daily_data.py
- scripts/generate_report.py
Open the folder on GitHubat commit 62a4ecb
Compare with similar skills
Vllm Daily PR Issue Tracker 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 |
|---|---|---|---|---|---|---|
| Vllm Daily PR Issue Tracker this skillascend-ai-coding/awesome-ascend-skills | 174 | — | ~731 | Automated safety check: Pass | None | |
| LLM Pipeline Profiler AnalysisBBuf/AI-Infra-Auto-Driven-SKILLS | 925 | — | ~3.9k | Automated safety check: Pass | None | |
| Update Ollama Cloud Modelsheypinchy/pinchy | 182 | — | ~3.9k | Automated safety check: Notes | AGPL-3.0 | |
| Add Modelguoqingbao/xinfer | 334 | — | ~4.2k | Automated safety check: Notes | MIT | |
| Serving LLMs On Instinctamd/skills | 406 | — | ~4k | Automated safety check: Notes | MIT | |
| LLM Council on Fireworks AIdair-ai/dair-academy-plugins | 614 | — | ~5k | Automated safety check: Notes | MIT |
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Categories
Questions about Vllm Daily PR Issue Tracker
What does Vllm Daily PR Issue Tracker do?
Track daily PRs and Issues from vllm-project/vllm and vllm-project/vllm-ascend, filter by model (DeepSeek/Qwen/GLM/MiniMax/Kimi) and tech topics (PD disaggregation, MTP, quantization, graph mode…. Vllm Daily PR Issue Tracker is an agent skill from ascend-ai-coding/awesome-ascend-skills. Track daily PRs and Issues from vllm-project/vllm and vllm-project/vllm-ascend, filter by model (DeepSeek/Qwen/GLM/MiniMax/Kimi) and tech topics (PD disaggregation, MTP, quantization, graph mode, performance), analyze with LLM, and generate a Markdown report.
When should I use Vllm Daily PR Issue Tracker?
Vllm Daily PR Issue Tracker fits situations like: user wants vllm daily tracker; PR/Issue digest; ascend inference ecosystem monitoring.
How do I install Vllm Daily PR Issue Tracker in Claude Code?
Run `npx skills add ascend-ai-coding/awesome-ascend-skills --skill vllm-daily-pr-issue-tracker -a claude-code`. Or copy the skill folder (skills/agent-tools/vllm-daily-pr-issue-tracker in ascend-ai-coding/awesome-ascend-skills) into .claude/skills/vllm-daily-pr-issue-tracker in your project. Claude Code loads it when a task matches its description.
How do I install Vllm Daily PR Issue Tracker in Codex?
Run `npx skills add ascend-ai-coding/awesome-ascend-skills --skill vllm-daily-pr-issue-tracker -a codex`. Or copy the skill folder (skills/agent-tools/vllm-daily-pr-issue-tracker in ascend-ai-coding/awesome-ascend-skills) into .agents/skills/vllm-daily-pr-issue-tracker in your project. Codex loads it when a task matches its description.
Can I use Vllm Daily PR Issue Tracker 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 vllm-daily-pr-issue-tracker -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/vllm-daily-pr-issue-tracker, .gemini/skills/vllm-daily-pr-issue-tracker, .github/skills/vllm-daily-pr-issue-tracker and .opencode/skills/vllm-daily-pr-issue-tracker in your project.
What does Vllm Daily PR Issue Tracker need to run?
Going by SKILL.md and its folder, Vllm Daily PR Issue Tracker needs Python for the scripts in its folder, the command-line tools its instructions call (python) and credentials named GITHUB_TOKEN. Our summary lists: Python 3; A credential in GITHUB_TOKEN.
Does Vllm Daily PR Issue Tracker access the network?
SKILL.md names 1 domain. In commands or code: github.com; the agent is likely to contact it when it follows the instructions. This is read from the text; nothing was executed.
Is Vllm Daily PR Issue Tracker 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 Vllm Daily PR Issue Tracker use?
No licence was found for Vllm Daily PR Issue Tracker or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.
How many tokens does Vllm Daily PR Issue Tracker use?
About 731 tokens (SKILL.md is roughly 2.9k 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 806 tokens, read only when the agent opens those files.
What are the alternatives to Vllm Daily PR Issue Tracker?
Skills that share tags, products or a category with Vllm Daily PR Issue Tracker: LLM Pipeline Profiler Analysis (BBuf/AI-Infra-Auto-Driven-SKILLS, 925 stars), Update Ollama Cloud Models (heypinchy/pinchy, 182 stars), Add Model (guoqingbao/xinfer, 334 stars) and Serving LLMs On Instinct (amd/skills, 406 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Vllm Daily PR Issue Tracker?
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 9, 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.