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Agent skill

Backend Gap Report

by AMD-AGI in AMD-AGI/Primus

Compare a Primus backend against an upstream repository or reference, verify git state, dependencies, directory changes, and integration coupling, then generate comparison reports, dashboard…

Custom licenceAuto-check passedDevelopment

Install Backend Gap Report

skills CLI
$ npx skills add AMD-AGI/Primus --skill backend-gap-report -a claude-code

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

GitHub CLI
$ gh skill install AMD-AGI/Primus backend-gap-report --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/AMD-AGI/Primus.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/backend-gap-report .claude/skills/backend-gap-report && 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
backend-gap-report
GitHub stars
131
Token cost
~3.4k tokens
SKILL.md length
1,560 words
Files
3
Skills in repo
9
Repo updated
First seen
Licence
Custom licence

At a glance

Compare a Primus backend against an upstream repository or reference, verify git state, dependencies, directory changes, and integration coupling, then generate comparison reports, dashboard…

  • Works in 9 steps: Establish the Comparison Baseline → Verify Dependency Facts → Verify Directory and Capability Changes → …
  • Comparing TorchTitan
  • SKILL.md covers Default Outputs, Required Inputs, Workflow and Update Semantics, plus 5 more sections
  • Calls python3 and pandoc

What it does

Backend Gap Report is an agent skill from AMD-AGI/Primus. Compare a Primus backend against an upstream repository or reference, verify git state, dependencies, directory changes, and integration coupling, then generate comparison reports, dashboard metadata, and a deployable dashboard index. Also owns the shared Primus engineering dashboard under tools/backendgapreport/, which surfaces both backend-gap reports and weekly engineering reports as first-class sections. Use when comparing TorchTitan, Megatron, or other Primus backends with upstream branches, tags, or…

Its SKILL.md is about 3.4k tokens, which your agent loads only when the skill is triggered. The skill folder holds 2 other files (for example `examples.md` and `reference.md`).

It sits in Development. It works with Git and NVIDIA AI Platform. The repository describes itself as: A flexible and high-performance training framework designed for large-scale foundation model training on AMD GPUs.

When your agent uses it

  • Comparing TorchTitan
  • Other Primus backends with upstream branches
  • Integrating weekly engineering reports into the shared dashboard

Example prompts

  • “/backend-gap-report”

Requirements

  • Python 3

Workflow steps

9 steps, taken from the step headings in SKILL.md.

  1. Establish the Comparison Baseline
  2. Verify Dependency Facts
  3. Verify Directory and Capability Changes
  4. Verify Primus Coupling
  5. Write the Reports
  6. Export PDFs
  7. Emit Dashboard Metadata
  8. Refresh the Dashboard Index
  9. Final Verification

What it can do on your machine

Read from SKILL.md and the folder at commit 9b0ce90. 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:

    • python3
    • pandoc

    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

Backend Gap Report loads about 3.4k tokens when it runs. Until then it costs about 154 tokens; SKILL.md has 1,560 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~154
When it runs · the whole SKILL.md, loaded when a task matches
~3.4k

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

Its licence (Custom licence) doesn't allow us to republish the file, so here is its outline and opening line. It has 1,560 words (~3,416 tokens).

“Use this skill when the user asks to compare a Primus backend with upstream code and wants stable deliverables instead of ad hoc notes, or when integrating a different content type (e.g. weekly engineering reports) into the shared Primus engineering…”

— opening of SKILL.md by AMD-AGI, Custom licence
name
backend-gap-report

Read the full SKILL.md on GitHub

Files

SKILL.md and 2 other files in skills/backend-gap-report of AMD-AGI/Primus.

  • SKILL.md
  • examples.md
  • reference.md

Open the folder on GitHubat commit 9b0ce90

Compare with similar skills

Backend Gap Report 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.

Backend Gap Report compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Backend Gap Report this skillAMD-AGI/Primus131—~3.4kAutomated safety check: PassCustom licence
Nvwbbrevdev/workshop-build-an-agent146—~1.1kAutomated safety check: PassApache-2.0
Respond To IssueNVIDIA/Megatron-LM18k—~915Automated safety check: PassCustom licence
Jetson Promote ImageNVIDIA/skills3.5k—~5kAutomated safety check: NotesApache-2.0
Finishing a Development Branchobra/superpowers297k5 repos~1.9kAutomated safety check: PassMIT
Code Review ChecklistshareAI-lab/learn-claude-code78k5 repos~1.1kAutomated safety check: PassMIT

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  • Release Docs Update

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Works with

Categories

Questions about Backend Gap Report

What does Backend Gap Report do?

Compare a Primus backend against an upstream repository or reference, verify git state, dependencies, directory changes, and integration coupling, then generate comparison reports, dashboard…. Backend Gap Report is an agent skill from AMD-AGI/Primus. Compare a Primus backend against an upstream repository or reference, verify git state, dependencies, directory changes, and integration coupling, then generate comparison reports, dashboard metadata, and a deployable dashboard index.

When should I use Backend Gap Report?

Backend Gap Report fits situations like: comparing TorchTitan; other Primus backends with upstream branches; integrating weekly engineering reports into the shared dashboard.

How do I install Backend Gap Report in Claude Code?

Run `npx skills add AMD-AGI/Primus --skill backend-gap-report -a claude-code`. Or copy the skill folder (skills/backend-gap-report in AMD-AGI/Primus) into .claude/skills/backend-gap-report in your project. Claude Code loads it when a task matches its description.

How do I install Backend Gap Report in Codex?

Run `npx skills add AMD-AGI/Primus --skill backend-gap-report -a codex`. Or copy the skill folder (skills/backend-gap-report in AMD-AGI/Primus) into .agents/skills/backend-gap-report in your project. Codex loads it when a task matches its description.

Can I use Backend Gap Report 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 AMD-AGI/Primus --skill backend-gap-report -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/backend-gap-report, .gemini/skills/backend-gap-report, .github/skills/backend-gap-report and .opencode/skills/backend-gap-report in your project.

What does Backend Gap Report need to run?

Going by SKILL.md and its folder, Backend Gap Report needs the command-line tools its instructions call (python3 and pandoc). Our summary lists: Python 3.

Does Backend Gap Report 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 Backend Gap Report 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 Backend Gap Report use?

Backend Gap Report has a licence file (the repository's licence) that doesn't match a standard licence. Read it on GitHub before reusing the skill.

How many tokens does Backend Gap Report use?

About 3.4k tokens (SKILL.md is roughly 14k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.

What are the alternatives to Backend Gap Report?

Skills that share tags, products or a category with Backend Gap Report: Nvwb (brevdev/workshop-build-an-agent, 146 stars), Respond To Issue (NVIDIA/Megatron-LM, 18k stars), Jetson Promote Image (NVIDIA/skills, 3.5k stars) and Finishing a Development Branch (obra/superpowers, 297k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Backend Gap Report?

AMD-AGI (a GitHub organization) maintains it in AMD-AGI/Primus, which has 131 GitHub stars. The repository holds 9 skills in this directory. The repository was last updated on October 9, 2026.

Source: AMD-AGI/Primus on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.