Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx agentmods add skills/controlplane-com/ai-plugin/imagenpx skills add controlplane-com/ai-plugin --skill imagegit clone --depth 1 https://github.com/controlplane-com/ai-pluginWhat 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.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5 | $0.00053 | $0.04631 |
| Opus 5 | $0.00026 | $0.02315 |
| Sonnet 5 | $0.00011 | $0.00926 |
| Haiku 4.5 | $0.00005 | $0.00463 |
Grade A, and why
image scanned grade A with 0 findings 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 2d 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.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
How it starts
The opening of the file, as written. The whole thing — 164 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Control Plane Images
Tool availability: some MCP tools named here live in the
fulltoolset profile — if one is not advertised on this connection, tell the user to reconnect the MCP server with?toolsets=full(or use thecplnCLI fallback). Reads work on every profile via the genericlist_resources/get_resourcetools;delete_resourceis on every profile exceptreadonly.
Every org gets a private registry at ORG.registry.cpln.io — a standard Docker registry (docker login/push/pull/search all work). Pushing a tag automatically creates an image resource named NAME:TAG in the org (read-only repository, tag, digest, manifest fields; only metadata tags are editable). An image resource is never created directly — POST /org/ORG/image returns 403 "You can create an image only by pushing" — but a build can run on Control Plane instead of local Docker (cpln image build --remote), which is the answer whenever there is no Docker daemon. The recurring failures are a wrong reference form, a non-linux/amd64 image (exec format error), and a missing or mismatched pull secret.
Image references
| Source | Reference in workload spec | Pull secret |
|---|---|---|
| Your org's registry (preferred) | //image/NAME:TAG (long form /org/ORG/image/NAME:TAG) |
No — automatic |
| Your org's registry (hostname form) | ORG.registry.cpln.io/NAME:TAG — the API rewrites it to the link form on write |
No — automatic |
| Another Control Plane org | OTHER-ORG.registry.cpln.io/NAME:TAG — stays a literal external reference |
Yes (docker) |
| Public registry | Exact string: nginx:latest, ghcr.io/owner/app:v1 — never add a docker.io/ prefix |
No |
| Private external registry (ECR, GCR/GAR, private Docker Hub, ACR...) | Full host path, e.g. ACCOUNT.dkr.ecr.REGION.amazonaws.com/app:v1 |
Yes |
- "Image name" always includes the tag (
my-app:v1.0); a missing tag means:latest. Name and tag each max 128 chars; at most two:(the second only for a registry port); digest pinningNAME@sha256:HEXis supported. - Link references (
/...) must point into the same org — other orgs are reached only via their registry hostname, which is why they need a pull secret.
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.
- 2d ago First seen · 164 lines · 53 tokens per session scan A 84309f89ab24
image is a skill published in the GitHub repository controlplane-com/ai-plugin (10 stars, last pushed 8d ago), licensed MIT. It adds 53 tokens to every session and 4,631 once invoked, about $0.0003 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.
Other skills, from other repositories
rustfs-release-publish
Run the end-to-end RustFS console gate, version bump, preview validation, human confirmation, and final-tag publication pipeline. Use only when the user explicitly asks to release or publish a RustFS version (发版/发布).
pr-review
Review a GitHub PR end-to-end from a URL or number — fetch metadata, inspect the diff, run multi-role adversarial review, check CI status, and post the review comment. Use when the user provides a PR link and asks to review it.
issue-triage
Triage a GitHub issue — determine if it is already fixed, needs implementation, or should be closed. Searches related commits and PRs, verifies implementation status, and posts a triage comment or closes the issue. Use when the user provides an issue URL and asks whether it can be closed or needs work.
security-advisory-lessons
Perform a dedicated RustFS security/advisory review for authn/authz, IAM, RPC trust, paths, secrets, browser isolation, encryption, Object Lock, or other security boundaries. Use only when the user requests a security/advisory review or an adversarial review explicitly escalates to the full advisory map; do not…
tier-debug
Debug ILM tiering / lifecycle transition issues — NoSuchVersion on tier GET, restore failures, xl.meta inspection, remote-tier versionId tracing. Use when investigating tiered/transitioned objects, warm backends, or transition metadata.
plugin-contract-guard
Invariants and change procedure for the target-plugin / extension system — plugin manifests, admin plugin/extension catalog and instance APIs, secret redaction, external-plugin install policy. Use when editing crates/targets (manifest, plugin, controlplane, catalog, runtime), crates/extension-schema, or…