Agent skill

Primus Projection

Custom licenceAuto-check passed

Install Primus Projection

skills CLI

$ npx skills add AMD-AGI/Primus --skill primus-projection -a claude-code

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

GitHub CLI

$ gh skill install AMD-AGI/Primus primus-projection --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/primus-projection .claude/skills/primus-projection && 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/

Paste into Claude Code

Install the "primus-projection" agent skill from https://github.com/AMD-AGI/Primus/tree/main/skills/primus-projection into .claude/skills/primus-projection/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "primus-projection", 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

$skill-installer install https://github.com/AMD-AGI/Primus/tree/main/skills/primus-projection

Type 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.

skills CLI

$ npx skills add AMD-AGI/Primus --skill primus-projection -a codex

Project install goes to .agents/skills/; add -g for ~/.codex/skills/.

GitHub CLI

$ gh skill install AMD-AGI/Primus primus-projection --agent codex

Project scope by default (.agents/skills/); add --scope user for a personal install.

Manual copy

$ git clone --depth 1 https://github.com/AMD-AGI/Primus.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/primus-projection .agents/skills/primus-projection && rm -rf skills-src

Use ~/.agents/skills/ instead of .agents/skills for a personal install.

Codex skills documentation · loads skills from .agents/skills/

Paste into Codex

Install the "primus-projection" agent skill from https://github.com/AMD-AGI/Primus/tree/main/skills/primus-projection into .agents/skills/primus-projection/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "primus-projection", 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.

skills CLI

$ npx skills add AMD-AGI/Primus --skill primus-projection -a cursor

Project install goes to .agents/skills/; add -g for ~/.cursor/skills/.

GitHub CLI

$ gh skill install AMD-AGI/Primus primus-projection --agent cursor

Project scope by default (.agents/skills/); add --scope user for a personal install.

Manual copy

$ git clone --depth 1 https://github.com/AMD-AGI/Primus.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/primus-projection .cursor/skills/primus-projection && rm -rf skills-src

Use ~/.cursor/skills/ instead of .cursor/skills for a personal install.

Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/

Paste into Cursor

Install the "primus-projection" agent skill from https://github.com/AMD-AGI/Primus/tree/main/skills/primus-projection into .cursor/skills/primus-projection/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "primus-projection", 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

$ gemini skills install https://github.com/AMD-AGI/Primus.git --path skills/primus-projection

--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.

skills CLI

$ npx skills add AMD-AGI/Primus --skill primus-projection -a gemini-cli

Project install goes to .agents/skills/; add -g for ~/.gemini/skills/.

GitHub CLI

$ gh skill install AMD-AGI/Primus primus-projection --agent gemini-cli

Project scope by default (.agents/skills/); add --scope user for a personal install.

Manual copy

$ git clone --depth 1 https://github.com/AMD-AGI/Primus.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/primus-projection .gemini/skills/primus-projection && rm -rf skills-src

Use ~/.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/

Paste into Gemini CLI

Install the "primus-projection" agent skill from https://github.com/AMD-AGI/Primus/tree/main/skills/primus-projection into .gemini/skills/primus-projection/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "primus-projection", 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.

GitHub CLI

$ gh skill install AMD-AGI/Primus primus-projection

Installs 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).

skills CLI

$ npx skills add AMD-AGI/Primus --skill primus-projection -a github-copilot

Project install goes to .agents/skills/; add -g for ~/.copilot/skills/.

Manual copy

$ git clone --depth 1 https://github.com/AMD-AGI/Primus.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/primus-projection .github/skills/primus-projection && rm -rf skills-src

Use ~/.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/

Paste into GitHub Copilot

Install the "primus-projection" agent skill from https://github.com/AMD-AGI/Primus/tree/main/skills/primus-projection into .github/skills/primus-projection/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "primus-projection", 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.

skills CLI

$ npx skills add AMD-AGI/Primus --skill primus-projection -a opencode

OpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.

GitHub CLI

$ gh skill install AMD-AGI/Primus primus-projection --agent opencode

Project scope by default (.agents/skills/); add --scope user for a personal install.

Manual copy

$ git clone --depth 1 https://github.com/AMD-AGI/Primus.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/primus-projection .opencode/skills/primus-projection && rm -rf skills-src

Use ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.

OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/

Paste into OpenCode

Install the "primus-projection" agent skill from https://github.com/AMD-AGI/Primus/tree/main/skills/primus-projection into .opencode/skills/primus-projection/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "primus-projection", 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: primus-projection
GitHub stars: 131
Token cost: ~5.3k tokens
SKILL.md length: 1,973 words
Files: 1
Skills in repo: 9
Repo updated: Oct 8, 2026
First seen: Oct 7, 2026
Licence: Custom licence

At a glance

Works in 3 steps: DeepEP — single largest gain:… → SyncFree stages — progressive fusion:… → EP size — compare: --target-ep-size 4 vs…
The user asks how to pick a parallelism strategy
SKILL.md covers Purpose, Scope, Training Backends and Projection Advisor (What users…, plus 3 more sections
Calls bash

What it does

Primus Projection is an agent skill from AMD-AGI/Primus. Opinionated guide for using Primus Projection to choose parallelism (TP/PP/EP/CP/DP) and pipeline schedules, validate memory fit on target nodes, reason about communication collectives, and explore optimization trade-offs with minimal compute. Use when the user asks how to pick a parallelism strategy or pipeline schedule, whether a model fits in memory, which optimizations such as DeepEP, SyncFree, zero-bubble, FP8, recomputation, or FSDP2 matter most, or how to run primus projection commands. Read-only planning…

Its SKILL.md is about 5.3k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.

It works with 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

The user asks how to pick a parallelism strategy
Pipeline schedule
Whether a model fits in memory
Which optimizations such as DeepEP

Example prompts

“/primus-projection”

Workflow steps

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

DeepEP — single largest gain: --enable-deepep
SyncFree stages — progressive fusion: --sync-free-stage 2, then 3
EP size — compare: --target-ep-size 4 vs --target-ep-size 8

What it can do on your machine

Read from SKILL.md and the folder at commit 0f99649. 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:
- bash
From the folder's file list and the shell code blocks in SKILL.md.
Network
Links to these hosts (documentation or services it may open):
- rocm.blogs.amd.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

Primus Projection loads about 5.3k tokens when it runs. Until then it costs about 147 tokens; SKILL.md has 1,973 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it: ~147
When it runs · the whole SKILL.md, loaded when a task matches: ~5.3k

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 1,973 words (~5,250 tokens).

“Provide a quick, opinionated guide for using Primus Projection to:”

— opening of SKILL.md by AMD-AGI, Custom licence

name: primus-projection

Outline of SKILL.md

Primus Projection Skill
Purpose
Scope
Training Backends
Projection Advisor (What users want to know)
Optimization Space Exploration
Category 1: MoE Communication Optimizations (CLI flags)
Category 2: Pipeline Schedule & Layout (CLI flags + config)
Category 3: Memory Optimizations (config)
Category 4: Parallelism Configuration (config + env)
Category 5: Precision & Attention (config)
Category 6: Batch & Gradient Configuration (CLI + config)
Category 7: Network / Hardware Tuning (hardware config YAML)
Optimization Exploration Guidelines
What the Projection Captures vs. Doesn't
Quick Interpretation Tips
References

Read the full SKILL.md on GitHub

Files

Just SKILL.md in skills/primus-projection of AMD-AGI/Primus.

Open the folder on GitHubat commit 0f99649

Compare with similar skills

Primus Projection 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.

Primus Projection compared with similar skills
Skill	Stars	Used in	Tokens	Auto-check	Licence	Repo updated
Primus Projection this skillAMD-AGI/Primus	131	—	~5.3k	Automated safety check: Pass	Custom licence	today
Skill InspectorNVIDIA/SkillSpector	20k	1 repos	~1.8k	Automated safety check: Pass	Apache-2.0	yesterday
LLM Torch Profiler Analysissgl-project/sglang	37k	2 repos	~6.4k	Automated safety check: Pass	Apache-2.0	today
Embeddings via 9Routerdecolua/9router	30k	—	~604	Automated safety check: Pass	MIT	7 days ago
NEAR AI Cloud Private Inferenceinternet-court/internet-court-skill	6.4k	2 repos	~1.3k	Automated safety check: Pass	Custom licence	1 mo ago
Nemoclaw Maintainer Normalize Title TagsNVIDIA/NemoClaw	23k	—	~693	Automated safety check: Pass	Apache-2.0	today

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Questions about Primus Projection

What does Primus Projection do?

Opinionated guide for using Primus Projection to choose parallelism (TP/PP/EP/CP/DP) and pipeline schedules, validate memory fit on target nodes, reason about communication collectives, and explore…. Primus Projection is an agent skill from AMD-AGI/Primus. Opinionated guide for using Primus Projection to choose parallelism (TP/PP/EP/CP/DP) and pipeline schedules, validate memory fit on target nodes, reason about communication collectives, and explore optimization trade-offs with minimal compute.

When should I use Primus Projection?

Primus Projection fits situations like: the user asks how to pick a parallelism strategy; pipeline schedule; whether a model fits in memory; which optimizations such as DeepEP.

How do I install Primus Projection in Claude Code?

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

How do I install Primus Projection in Codex?

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

Can I use Primus Projection 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 primus-projection -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/primus-projection, .gemini/skills/primus-projection, .github/skills/primus-projection and .opencode/skills/primus-projection in your project.

What does Primus Projection need to run?

Going by SKILL.md and its folder, Primus Projection needs the command-line tools its instructions call (bash).

Does Primus Projection access the network?

SKILL.md names 1 domain. As links in the text: rocm.blogs.amd.com. This is read from the text; nothing was executed.

Is Primus Projection 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 Primus Projection use?

Primus Projection 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 Primus Projection use?

About 5.3k tokens (SKILL.md is roughly 21k 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 Primus Projection?

Skills that share tags, products or a category with Primus Projection: Skill Inspector (NVIDIA/SkillSpector, 20k stars), LLM Torch Profiler Analysis (sgl-project/sglang, 37k stars), Embeddings via 9Router (decolua/9router, 30k stars) and NEAR AI Cloud Private Inference (internet-court/internet-court-skill, 6.4k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Primus Projection?

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 8, 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.

Primus Projection

Install Primus Projection

Facts

At a glance

What it does

When your agent uses it

Example prompts

Workflow steps

What it can do on your machine

Tool permissions

Runs code

Network

Credentials

Context cost

Safety

SKILL.md

Files

Compare with similar skills

Similar skills

Skill Inspector

LLM Torch Profiler Analysis

Embeddings via 9Router

NEAR AI Cloud Private Inference

Nemoclaw Maintainer Normalize Title Tags

Nemoclaw Contributor Update Dependencies

More from AMD-AGI/Primus

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Backend Gap Report

Backend Patch Explorer

Convergence Test

Release Docs Update

Slurm Training Node Validation

Questions about Primus Projection

Install Primus Projection

Facts

At a glance

What it does

When your agent uses it

Example prompts

Workflow steps

What it can do on your machine

Tool permissions

Runs code

Network

Credentials

Context cost

Safety

SKILL.md

Files

Compare with similar skills

Similar skills

More from AMD-AGI/Primus

Related

Questions about Primus Projection