emmy: Skill for Claude Code

.agents/skills/start-remote-server/SKILL.md

start-remote-server is a skill for Claude Code, Codex from cloudrift-ai/emmy. It costs 61 tokens per session (2,968 once invoked), scanned C, original, Apache-2.0.

A workflow for creating a cloud virtual machine with one or more requested GPUs and leaving it ready for later testing or model use. It supports the GCP and CloudRift cloud providers.

In plain words
What is it for?
Use it to provision GPU capacity for later benchmarks or inference, then connect to the machine over SSH.
Why use it?
It removes the manual work of choosing a matching machine, trying available locations, and handling temporary capacity shortages.

Skill for Claude CodeCodex

Written for no agent in particular: nothing here depends on one. Also seen: installed under .agents/ (shared by several agents).

This is cloudrift-ai/emmy's own configuration. It tells Claude Code and Codex how to work on emmy itself, so it is not a mod to install elsewhere. Copy it as a starting point and replace the rules that are about this project. Everything emmy configures →

Reuse

Borrowing it

Nothing to install: this file belongs to cloudrift-ai/emmy. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.

Copy the file
curl -O https://raw.githubusercontent.com/cloudrift-ai/emmy/main/.agents/skills/start-remote-server/SKILL.md
Clone the repo
git clone --depth 1 https://github.com/cloudrift-ai/emmy

Made for: Claude Code, Codex.

Wrote this? Show the measurements

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README.md
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Per session 61 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 2,968 The whole file, excluding the scripts and references it only reads on demand.
Security scan C 1 finding. A grade says what 26 rules found in the file — not that it is safe.
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00061 $0.02968
Opus 5.5 $0.00024 $0.01187
Sonnet 5.5 $0.00012 $0.00594
Haiku 4.5 $0.00006 $0.00297

Measured 1mo ago against content hash 3dcc3ae955cc, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade C, and why

start-remote-server scanned grade C with 1 finding against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 1mo ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Reaches for credential fileshighPrivilege escalation

SSH keys, cloud credentials, git-credentials, .npmrc, /etc/shadow: reading these is how a config file becomes a credential leak.

[--ssh-key ~/.ssh/id_ed25519] \
.agents/skills/start-remote-server/SKILL.md · 175 lines

How it starts

The opening of the file, as written. The whole thing — 175 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Start Remote Server

Provision a fresh cloud GPU VM on the right provider (GCP or CloudRift) for the requested hardware, leave it running, and report back the SSH connection details so the user can run emmy deploy ssh ... or emmy bench --ssh ... against it later.

This skill does not deploy a recipe. To deploy + bench + teardown in one shot, use emmy deploy cloud or emmy bench directly — those handle their own VM lifecycle.

Preferred Path: emmy vm create gpu

For almost every request, use the GPU-name orchestrator command:

emmy vm create gpu \
  --gpu "<full GPU name>" \
  --gpu-count <N> \
  [--provider cloudrift|gcp] \
  [--name <prefix>] \
  [--ssh-key ~/.ssh/id_ed25519] \
  [--config config.yaml]

What this command does that the provider-specific commands do not:

  • Resolves the GPU name to candidates from emmy/hardware.py::GPU_INSTANCE_TYPES automatically — you do not pass an instance type.
  • Iterates candidates in preference order (every (provider, base) pair under the GPU key, all GCP zones from GPU_GCP_ZONES).
  • Handles capacity fallback: on CapacityExhausted (HTTP 5xx, 409, "no capacity", "out of stock", "Service Unavailable") it advances to the next candidate. On transient errors it retries the same candidate.
  • Cleans up orphans from failed attempts.
  • Reads config.yaml for provider defaults (GCP image/disk/service account, CloudRift image override, etc.).
  • Stops on terminal errors (auth 401/403, malformed 400, unknown instance type 404) without burning the candidate list.

--ssh-key is the PRIVATE key path for this command (default ~/.ssh/id_ed25519). The orchestrator appends .pub internally and also uses the private key to verify SSH reachability. This is different from vm create cloudrift (see Manual Overrides below), which requires the .pub path explicitly. Do not pass .pub to vm create gpu.

--provider is binding. If the user named a provider, pass it. If the GPU isn't offered by that provider, the orchestrator raises ValueError with the available providers — surface that to the user; do not silently substitute.

Read the full file on GitHub · 175 lines

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 1mo ago First seen · 175 lines · 61 tokens per session scan C 3dcc3ae955cc

Subscribe to this mod's changes

start-remote-server is a skill published in the GitHub repository cloudrift-ai/emmy (116 stars, last pushed today), licensed Apache-2.0. It adds 61 tokens to every session and 2,968 once invoked, about $0.0002 per session on Opus 5.5. A static security scan graded it C with 1 finding (reaches for credential files). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.

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