Tandemn Tuna Skill

AdvisoryAudited by Static analysis on Apr 30, 2026.

Overview

No suspicious patterns detected.

Findings (0)

Artifact-based informational review of SKILL.md, metadata, install specs, static scan signals, and capability signals. ClawScan does not execute the skill or run runtime probes.

ConcernMedium Confidence
ASI03: Identity and Privilege Abuse
What this means

If installed or invoked with broad cloud credentials, the tool could create billable infrastructure or modify cloud resources in the connected accounts.

Why it was flagged

This shows the skill expects provider tokens and local cloud authentication. Those credentials can authorize cloud resource creation and deletion, but the supplied metadata declares no primary credential or env vars and the artifacts do not specify narrow permission scopes.

Skill content
Each serverless provider needs its own credentials. Run `tuna check --provider <name>` to verify setup. ... `modal token new` ... `export RUNPOD_API_KEY="your-api-key"` ... `gcloud auth login`
Recommendation

Use a dedicated low-privilege cloud project/account, scoped API keys, budgets/quotas, and explicit provider/project/region settings before allowing deployment commands.

What this means

A mistaken invocation could incur charges, expose an inference endpoint publicly, or delete deployments.

Why it was flagged

The documented CLI includes high-impact cloud operations: launching deployments, exposing an unauthenticated public endpoint, and bulk teardown. These are purpose-aligned but should not be run automatically or casually.

Skill content
`tuna deploy --model <HuggingFace-model-ID> --gpu <GPU> [options]` ... `--public` — Make endpoint publicly accessible (no auth) ... `tuna destroy --all`
Recommendation

Require explicit user confirmation for deploy, destroy, `--all`, and `--public`; prefer authenticated/private endpoints and verify service names before teardown.

What this means

The clean static scan only covers the skill wrapper, not the installed `tuna` package code that will perform cloud operations.

Why it was flagged

The runtime behavior is provided by an external package-installed binary. This is expected for a CLI skill, but no package source code is included in the supplied artifacts for review.

Skill content
uv | package: tandemn-tuna | creates binaries: tuna
Recommendation

Review the package source and publisher, pin a trusted version, and install in an isolated environment before granting cloud credentials.

NoteHigh Confidence
ASI08: Cascading Failures
What this means

Misconfigured deployments may keep running, continue billing, or route traffic across providers after the initial command completes.

Why it was flagged

The skill intentionally automates traffic shifting and persistent cloud capacity. This is disclosed, but a bad configuration can continue consuming resources or route traffic unexpectedly.

Skill content
Once spot is ready, traffic shifts there. If spot gets preempted, traffic falls back to serverless automatically. ... `--no-scale-to-zero` — Keep at least 1 spot replica running
Recommendation

Set budgets and alerts, keep scale-to-zero enabled unless needed, monitor deployment status and cost, and destroy unused services promptly.