Agent skill

External Gitcode Ascend Megatron Commit Tracker

by ascend-ai-coding in ascend-ai-coding/awesome-ascend-skills

Track and normalize change requests against the official Megatron-LM repository by branch, PR, commit, commit range, or time window.

No licenceAuto-check passedAI & LLM Engineering

Install External Gitcode Ascend Megatron Commit Tracker

skills CLI
$ npx skills add ascend-ai-coding/awesome-ascend-skills --skill external-gitcode-ascend-megatron-commit-tracker -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install ascend-ai-coding/awesome-ascend-skills external-gitcode-ascend-megatron-commit-tracker --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ 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/megatron-commit-tracker .claude/skills/external-gitcode-ascend-megatron-commit-tracker && rm -rf skills-src

Use ~/.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/

Facts

Skill name
external-gitcode-ascend-megatron-commit-tracker
GitHub stars
174
Token cost
~1.1k tokens
SKILL.md length
458 words
Files
6 (incl. scripts, references)
Skills in repo
69
Repo updated
First seen
Licence
None found

At a glance

Track and normalize change requests against the official Megatron-LM repository by branch, PR, commit, commit range, or time window.

  • Works in 5 steps: pr → commit → range → …
  • Codex needs to collect the exact upstream change set before deeper analysis
  • SKILL.md covers Core Rules, Supported Request Modes, Required Output and Workflow, plus 3 more sections
  • Runs Python scripts from its folder; reaches github.com

What it does

External Gitcode Ascend Megatron Commit Tracker is an agent skill from ascend-ai-coding/awesome-ascend-skills. Track and normalize change requests against the official Megatron-LM repository by branch, PR, commit, commit range, or time window. Use when Codex needs to collect the exact upstream change set before deeper analysis, especially for branch-aware Megatron and MindSpeed migration work, daily/periodic tracking, or preparing inputs for change analysis and migration generation.

Its SKILL.md is about 1.1k 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 `agents/openai.yaml`, `references/branch-tracking.md` and `scripts/fetch_upstream_changes.py`).

It sits in AI & LLM Engineering. It works with NVIDIA AI Platform. 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

  • Codex needs to collect the exact upstream change set before deeper analysis
  • Especially for branch-aware Megatron and MindSpeed migration work
  • Daily/periodic tracking
  • Preparing inputs for change analysis and migration generation

Example prompts

  • “/external-gitcode-ascend-megatron-commit-tracker”

Requirements

  • Python 3

Workflow steps

5 steps, taken from the first numbered list in SKILL.md.

  1. pr
  2. commit
  3. range
  4. time_window
  5. scheduled

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 3 files in scripts/ (Python), which the agent can run.

    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 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 Megatron Commit Tracker loads about 1.1k tokens when it runs, and up to ~1.5k if it reads all its reference files. Until then it costs about 106 tokens; SKILL.md has 458 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~106
When it runs · the whole SKILL.md, loaded when a task matches
~1.1k
With references · SKILL.md plus every file in references/, read only if the agent opens them
~1.5k

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 458 words (~1,139 tokens).

“Collect the smallest correct upstream change set from the official Megatron-LM repository and hand off a normalized artifact to downstream skills. Treat branch as a first-class input for every mode.”

— opening of SKILL.md by ascend-ai-coding
name
external-gitcode-ascend-megatron-commit-tracker
original-name
megatron-commit-tracker
synced-from
https://gitcode.com/Ascend/agent-skills
synced-date
2026-05-26
synced-commit
1f7666e7768a0ceb21bb1d40ce4b5179fcb6f1d6
license
UNKNOWN

Read the full SKILL.md on GitHub

Files

SKILL.md and 5 other files (scripts, references) in external/gitcode-ascend/megatron-commit-tracker of ascend-ai-coding/awesome-ascend-skills.

  • SKILL.md
  • agents/openai.yaml
  • references/branch-tracking.md
  • scripts/fetch_upstream_changes.py
  • scripts/list_remote_branches.py
  • scripts/normalize_change_request.py

Open the folder on GitHubat commit 62a4ecb

Compare with similar skills

External Gitcode Ascend Megatron Commit 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.

External Gitcode Ascend Megatron Commit Tracker compared with similar skills
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DGX Spark Memory and Thermal Opswshobson/agents40k1 repos~2kAutomated safety check: PassMIT
DGX Spark Training Gotchaswshobson/agents40k1 repos~2kAutomated safety check: PassMIT
Yolo Detection 2026SharpAI/DeepCamera3.1k—~1.5kAutomated safety check: PassMIT
Sglang Diffusion Modelopt Quantsgl-project/sglang37k2 repos~5kAutomated safety check: PassApache-2.0

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Questions about External Gitcode Ascend Megatron Commit Tracker

What does External Gitcode Ascend Megatron Commit Tracker do?

Track and normalize change requests against the official Megatron-LM repository by branch, PR, commit, commit range, or time window. External Gitcode Ascend Megatron Commit Tracker is an agent skill from ascend-ai-coding/awesome-ascend-skills. Track and normalize change requests against the official Megatron-LM repository by branch, PR, commit, commit range, or time window.

When should I use External Gitcode Ascend Megatron Commit Tracker?

External Gitcode Ascend Megatron Commit Tracker fits situations like: Codex needs to collect the exact upstream change set before deeper analysis; especially for branch-aware Megatron and MindSpeed migration work; daily/periodic tracking; preparing inputs for change analysis and migration generation.

How do I install External Gitcode Ascend Megatron Commit Tracker in Claude Code?

Run `npx skills add ascend-ai-coding/awesome-ascend-skills --skill external-gitcode-ascend-megatron-commit-tracker -a claude-code`. Or copy the skill folder (external/gitcode-ascend/megatron-commit-tracker in ascend-ai-coding/awesome-ascend-skills) into .claude/skills/external-gitcode-ascend-megatron-commit-tracker in your project. Claude Code loads it when a task matches its description.

How do I install External Gitcode Ascend Megatron Commit Tracker in Codex?

Run `npx skills add ascend-ai-coding/awesome-ascend-skills --skill external-gitcode-ascend-megatron-commit-tracker -a codex`. Or copy the skill folder (external/gitcode-ascend/megatron-commit-tracker in ascend-ai-coding/awesome-ascend-skills) into .agents/skills/external-gitcode-ascend-megatron-commit-tracker in your project. Codex loads it when a task matches its description.

Can I use External Gitcode Ascend Megatron Commit 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 external-gitcode-ascend-megatron-commit-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/external-gitcode-ascend-megatron-commit-tracker, .gemini/skills/external-gitcode-ascend-megatron-commit-tracker, .github/skills/external-gitcode-ascend-megatron-commit-tracker and .opencode/skills/external-gitcode-ascend-megatron-commit-tracker in your project.

What does External Gitcode Ascend Megatron Commit Tracker need to run?

Going by SKILL.md and its folder, External Gitcode Ascend Megatron Commit Tracker needs Python for the scripts in its folder. Our summary lists: Python 3.

Does External Gitcode Ascend Megatron Commit 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 External Gitcode Ascend Megatron Commit 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 External Gitcode Ascend Megatron Commit Tracker use?

No licence was found for External Gitcode Ascend Megatron Commit Tracker or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.

How many tokens does External Gitcode Ascend Megatron Commit Tracker use?

About 1.1k tokens (SKILL.md is roughly 4.6k 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 321 tokens, read only when the agent opens those files.

What are the alternatives to External Gitcode Ascend Megatron Commit Tracker?

Skills that share tags, products or a category with External Gitcode Ascend Megatron Commit Tracker: Fla Triton To Gluon (fla-org/flash-linear-attention, 5.8k stars), DGX Spark Memory and Thermal Ops (wshobson/agents, 40k stars), DGX Spark Training Gotchas (wshobson/agents, 40k stars) and Yolo Detection 2026 (SharpAI/DeepCamera, 3.1k 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 Megatron Commit Tracker?

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.