Getting it into your agent
It runs from inside its repository, so the clone comes first — what it calls does not travel with the file alone.
git clone --depth 1 https://github.com/MichelKerkmeester/skilled-agent-harness_spec-driven-loopsnpx agentmods add skills/michelkerkmeester/skilled-agent-harness_spec-driven-loops/sk-codeWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/skills/michelkerkmeester/skilled-agent-harness_spec-driven-loops/sk-code)<a href="https://agentmods.dev/skills/michelkerkmeester/skilled-agent-harness_spec-driven-loops/sk-code"><img src="https://agentmods.dev/badge/skills/michelkerkmeester/skilled-agent-harness_spec-driven-loops/sk-code/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/skills/michelkerkmeester/skilled-agent-harness_spec-driven-loops/sk-code"><img src="https://agentmods.dev/badge/skills/michelkerkmeester/skilled-agent-harness_spec-driven-loops/sk-code.svg" alt="Reviewed on agentmods" width="80" height="20"></a>- NVIDIA SkillSpector pass
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.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00094 | $0.03317 |
| Opus 5 | $0.00047 | $0.01658 |
| Sonnet 5 | $0.00019 | $0.00663 |
| Haiku 4.5 | $0.00009 | $0.00332 |
Grade A, and why
sk-code 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 6d 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 — 198 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Code Family Hub (sk-code)
One skill, two axes, one shared surface-detection router, and one advisor identity. The workflow axis is two code modes that act (sk-code-quality, sk-code-review); the surface axis is four read-only evidence packets the hub bundles alongside a workflow mode (sk-code-webflow, sk-code-opencode, sk-code-mobile-cli, sk-code-obsidian). Each surface carries the shared implement → debug → verify workflow doctrine (shared/references/workflow_*.md, symlinked in) plus its own stack knowledge; sk-code-webflow also carries the folded-in Motion.dev animation overlay. This hub holds NO per-mode logic: it routes by workflowMode through mode-registry.json, and each mode or surface keeps its own contract in its packet.
1. WHEN TO USE
Use this skill for code-family workflows. Invoke it as sk-code with an optional mode hint such as quality: <request>; the hub classifies the request, resolves a mode key, and loads the matching nested packet.
Workflow axis (modes that act — one is chosen as primary):
| Mode | Use it for | Packet |
|---|---|---|
| sk-code-quality | Quality gate; P0/P1/P2 author checks; comment hygiene; surface checklists. | sk-code/sk-code-quality/ |
| sk-code-review | Findings-first review; security/correctness baseline; checklists; output contract; PR-state gates. | sk-code/sk-code-review/ |
Surface axis (read-only evidence the hub bundles alongside the primary mode — never a primary, advisor-invisible):
| Surface | Carries | Packet |
|---|---|---|
| sk-code-webflow | Frontend evidence: CSS/HTML/JS standards, implementation and performance patterns, CDN deployment, browser debug/verify — plus the Motion.dev animation overlay. Bundles the implement → debug → verify workflow doctrine (read-only evidence) for the Webflow surface; the acting agent applies it. | sk-code/sk-code-webflow/ |
| sk-code-opencode | System-code evidence: TypeScript/Python/shell/config standards, hooks, alignment verification, authoring checklists. Bundles the implement → debug → verify workflow doctrine (read-only evidence) for the OpenCode surface; the acting agent applies it. | sk-code/sk-code-opencode/ |
| sk-code-mobile-cli | Svelte design-system and source-convention evidence for the Pi Remote Mobile-CLI app. Read-only. | sk-code/sk-code-mobile-cli/ |
| sk-code-obsidian | Obsidian-plugin design-system and source-convention evidence for the Note Database plugin. Read-only. | sk-code/sk-code-obsidian/ |
What ships with it
60 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.
- benchmark/fixtures/sk-code/sk-code-loadspeed-001.private.json 1.3 KB
- benchmark/fixtures/sk-code/sk-code-loadspeed-001.public.json 814 B
- benchmark/fixtures/sk-code/sk-code-motion-002.private.json 932 B
- benchmark/fixtures/sk-code/sk-code-motion-002.public.json 774 B
- benchmark/README.md 8.9 KB
- benchmark/reports/2026-06-01--after--router/failed-runs.md 184 B
- benchmark/reports/2026-06-01--after--router/findings-and-recommendations.md 232 B
- benchmark/reports/2026-06-01--after--router/README.md 1.4 KB
- benchmark/reports/2026-06-01--after--router/results.csv 241 B
- benchmark/reports/2026-06-01--after--router/skill-benchmark-report.json 3.8 KB
- benchmark/reports/2026-06-01--after--router/skill-benchmark-report.md 1.4 KB
- benchmark/reports/2026-06-01--after--router/source.md 897 B
- benchmark/reports/2026-06-01--full--router/failed-runs.md 629 B
- benchmark/reports/2026-06-01--full--router/findings-and-recommendations.md 473 B
- benchmark/reports/2026-06-01--full--router/README.md 1.4 KB
- benchmark/reports/2026-06-01--full--router/results.csv 313 B
- benchmark/reports/2026-06-01--full--router/skill-benchmark-report.json 3.9 KB
- benchmark/reports/2026-06-01--full--router/skill-benchmark-report.md 1.6 KB
- benchmark/reports/2026-06-01--full--router/source.md 897 B
- benchmark/reports/2026-06-01--live--live/failed-runs.md 182 B
- benchmark/reports/2026-06-01--live--live/findings-and-recommendations.md 230 B
- benchmark/reports/2026-06-01--live--live/README.md 1.3 KB
- benchmark/reports/2026-06-01--live--live/results.csv 273 B
- benchmark/reports/2026-06-01--live--live/skill-benchmark-report.json 8.2 KB
- benchmark/reports/2026-06-01--live--live/skill-benchmark-report.md 1.6 KB
- benchmark/reports/2026-06-01--live--live/source.md 886 B
- benchmark/reports/2026-06-01--live-final--live/d4-ablation.json 581 B
- benchmark/reports/2026-06-01--live-final--live/failed-runs.md 380 B
- benchmark/reports/2026-06-01--live-final--live/findings-and-recommendations.md 436 B
- benchmark/reports/2026-06-01--live-final--live/README.md 1.4 KB
- benchmark/reports/2026-06-01--live-final--live/results.csv 401 B
- benchmark/reports/2026-06-01--live-final--live/skill-benchmark-report.json 11 KB
- benchmark/reports/2026-06-01--live-final--live/skill-benchmark-report.md 1.4 KB
- benchmark/reports/2026-06-01--live-final--live/source.md 886 B
- benchmark/reports/2026-06-01--live-remediated--live/failed-runs.md 380 B
- benchmark/reports/2026-06-01--live-remediated--live/findings-and-recommendations.md 436 B
- benchmark/reports/2026-06-01--live-remediated--live/README.md 1.4 KB
- benchmark/reports/2026-06-01--live-remediated--live/results.csv 401 B
- benchmark/reports/2026-06-01--live-remediated--live/skill-benchmark-report.json 11 KB
- benchmark/reports/2026-06-01--live-remediated--live/skill-benchmark-report.md 1.4 KB
- benchmark/reports/2026-06-01--live-remediated--live/source.md 886 B
- benchmark/reports/2026-06-01--router-final--router/failed-runs.md 186 B
- benchmark/reports/2026-06-01--router-final--router/findings-and-recommendations.md 233 B
- benchmark/reports/2026-06-01--router-final--router/README.md 1.4 KB
- benchmark/reports/2026-06-01--router-final--router/results.csv 1.7 KB
- benchmark/reports/2026-06-01--router-final--router/skill-benchmark-report.json 73 KB
- benchmark/reports/2026-06-01--router-final--router/skill-benchmark-report.md 4.0 KB
- benchmark/reports/2026-06-01--router-final--router/source.md 897 B
- benchmark/reports/2026-06-02--d4r-live--live/failed-runs.md 182 B
- benchmark/reports/2026-06-02--d4r-live--live/findings-and-recommendations.md 230 B
- benchmark/reports/2026-06-02--d4r-live--live/README.md 2.9 KB
- benchmark/reports/2026-06-02--d4r-live--live/results.csv 355 B
- benchmark/reports/2026-06-02--d4r-live--live/skill-benchmark-report.json 17 KB
- benchmark/reports/2026-06-02--d4r-live--live/skill-benchmark-report.md 1.4 KB
- benchmark/reports/2026-06-02--d4r-live--live/source.md 886 B
- benchmark/reports/2026-07-10--live-mode-b--live/failed-runs.md 2.7 KB
- benchmark/reports/2026-07-10--live-mode-b--live/findings-and-recommendations.md 651 B
- benchmark/reports/2026-07-10--live-mode-b--live/README.md 1.4 KB
- benchmark/reports/2026-07-10--live-mode-b--live/results.csv 1.8 KB
- benchmark/reports/2026-07-10--live-mode-b--live/skill-benchmark-report.json 91 KB
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.
- 6d ago First seen · 198 lines · 94 tokens per session scan A 6fffa1f2fe6c
sk-code is a skill published in the GitHub repository MichelKerkmeester/skilled-agent-harness_spec-driven-loops (35 stars, last pushed yesterday), licensed MIT. It adds 94 tokens to every session and 3,317 once invoked, about $0.0005 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 2026-09-03.
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