runpod-usage skill (Runpod): concepts for pods, serverless, storage and GPUs

Runpod's own skill that explains Runpod concepts, such as pods versus serverless, GPU choice and storage, to a coding agent.

Installs: 13.1K; on skills.sh
Stars: 47; on GitHub
Files: 60+; besides SKILL.md
Updated: Oct 2026; last repo commit

runpod-usage gives your coding agent background knowledge about Runpod before it acts: pods versus serverless, GPU and VRAM choice, container images, storage, networking, and the development loop. SKILL.md says the skill runs nothing.

It answers questions such as which GPU fits a model, where data lives, or why a stopped pod will not restart. For doing the work, it hands off to runpod-mcp, runpodctl, flash and companion-clis.

Good for

People new to Runpod who need to choose between pods and serverless
Developers sizing a GPU, VRAM and CUDA version for a model
Anyone debugging why a pod is running but not ready, or will not restart

Install runpod-usage

Claude Code

Copy this prompt.

Install the runpod-usage skill in Claude Code. Run this command:

/plugin marketplace add runpod/runpod-plugins-official
/plugin install runpod@runpod
/reload-plugins

Then check that it loaded and tell me how to use it.

2
Paste it into Claude Code. It shows the change and asks before running it.

Pick one route, not both. Install the whole set, not only this skill: the runpod skills hand off to each other, and the worked golden-path examples live in the runpod router skill's folder. The plugin also registers the hosted Runpod MCP server, which stays inert until you sign in with /mcp.

From the project README. Source.

What's in the skill

When it loads

Explain Runpod architecture and design choices: Pods versus Serverless, GPU/VRAM, image construction, storage, networking, and workload development. For creating or improving a complete template project use runpod-build-template; execute infrastructure with runpodctl/runpod-mcp and code-first work with flash.

Sections in SKILL.md

Exact facts: the concept files

Key facts

Author: Runpod (vendor's own repo; the marketplace file and plugin manifest name Runpod as owner and author)
License: Apache 2.0 (LICENSE file, plugin manifest and SKILL.md agree)
Installs on skills.sh: 13,124 as of 2026-11-02
GitHub stars: 47 for the whole runpod-plugins-official repo, 2026-11-02
What is inside: 75 files including SKILL.md: 15 reference guides, 51 concept YAML files plus a concepts README, and 7 eval cases. It bundles no scripts.
Last change to this skill: 2026-10-26
Part of: The runpod plugin (16 skills) in the runpod marketplace, version 1.8.0 in the manifest
Needs: Nothing to run: SKILL.md says the skill runs nothing

What it includes

First-run setup and auth
How to get and set RUNPOD_API_KEY, SSH and companion credentials.
Read · reference/getting-started.md
The loop for any workload: plan, prefer prebuilt, provision, verify, tear down
SKILL.md marks it as the place to start.
Read · reference/development-loop.md
Pods versus serverless, workers, cold starts, FlashBoot
Also covers queue-based versus load-balanced endpoints.
Read · reference/concepts.md
Stand up a pod, or deploy a serverless endpoint and verify it
pod-workflows.md, endpoint-workflows.md and on-pod-setup.md.
Read · Pod and endpoint workflows
How to build an image Runpod can run
docker.md and building-images.md cover the handler contract, base images, layering and bake-in versus volume.
Read · Images and Docker
Where data lives, which GPU, why a pod will not restart
storage.md, gpu-selection.md (including the CUDA floor) and pods-and-machines.md.
Read · Storage, GPUs, machines
Builds, secrets, proxy URLs and common mistakes
endpoint-builds-and-releases.md, secrets.md, networking.md and gotchas.md.
Read · Releases, secrets, networking, gotchas
One file per Runpod concept, with cited rules
Each rule cites a public source. SKILL.md shows grep commands over the folder to find a concept.
Runs code · concepts/ YAML files

From the official docs

Permissions

Low risk

SKILL.md says this skill runs nothing, so the main thing to know is what the plugin route adds. It registers the hosted Runpod MCP server and installs 16 skills, several of which act on your account.

What it can do

Read your data
Create and change things
Delete things
Read-only mode

Watch out for

The plugin route installs all 16 skills and the Runpod MCP config
The marketplace file lists 16 skills for the runpod plugin. It also bundles .mcp.json, which registers the hosted Runpod MCP server at mcp.runpod.io, and a /runpod:migrate command. The git tree shows no hooks file in the plugin folder. github.com

Security advisories

No published security advisories as of Nov 2, 2026.

Technical details

Scopes	Reads reference guides and concept YAML files; SKILL.md shows grep commands over the concepts folder

Questions

What does the runpod-usage skill do?

It gives your coding agent background knowledge about how Runpod works, so it can choose between pods and serverless, pick a GPU, plan storage and avoid common mistakes before it acts.

How do I install runpod-usage?

Use the install box at the top of this page. The skill points to worked examples in the runpod router skill, so install the whole set.

Does it need an API key?

No key is named in this skill. It says it runs nothing, and the getting-started guide inside it covers where to get RUNPOD_API_KEY for the skills that do act.

Is runpod-usage safe?

SKILL.md says the skill runs nothing. Its guides tell the agent how to act, and the skills that actually run commands are runpod-mcp, runpodctl and flash.

Is this the official Runpod skill?

Yes. It is in Runpod's own runpod-plugins-official repo, and the plugin manifest names Runpod as author.

runpod-usage or runpod-build-template?

runpod-usage explains concepts. SKILL.md says to use runpod-build-template to create or improve a complete template project, and runpod-mcp, runpodctl or flash to execute.

Does it work in the Claude app or Codex?

The README documents Claude Code and Codex plugins, plus the skills CLI for other agents. The concept files are searched with grep, so there is no Claude app upload option here.

Information

updated Nov 2, 2026

Repository: runpod/runpod-plugins-official
Folder: plugins/runpod/skills/runpod-usage

runpod/runpod-plugins-official skills.sh

Sources

Docs, issue trackers and discussions this page is built from.

Show all 4

README.md · github.com
marketplace.json · github.com
SKILL.md · github.com
README.md · github.com