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 | $0.00029 | $0.03789 |
| Opus 5.5 | $0.00012 | $0.01516 |
| Sonnet 5.5 | $0.00006 | $0.00758 |
| Haiku 4.5 | $0.00003 | $0.00379 |
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 today.
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 — 213 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Canonical source:
.skilled/skills/sk-code/. This is a generated markdown-only copy so Hermes can load the skill without scanning the canonical directory. Readreferences/,assets/andscripts/from the canonical path above.
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 two read-only evidence packets the hub bundles alongside a workflow mode (sk-code-ci, sk-code-skilled). Each carries the shared implement → debug → verify workflow doctrine (shared/references/workflow-*.md, symlinked in) plus its own domain knowledge. 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.
Version authority. This file's version frontmatter is the hub's release version and matches the newest entry under changelog/. description.json, mode-registry.json and hub-router.json carry the same value, so every hub-root JSON routing file states the same release. ROUTER.md and README.md keep their own document versions, as the frontmatter-versioning standard gives every doc but SKILL.md. The authority stops at the hub root: each modes[] packet carries its own version and release cadence, so a packet version is independent of this one by design and a gap between them is not drift.
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.
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.
- today Changed · -2 lines d4411beaae22
- 6d ago Changed 3b558bd4af9b
- 8d ago Changed 6e92d33b2d58
- 9d ago Changed 381fc7f42cd0
- 11d ago Changed da526617abc6
- 12d ago Changed bd6e6ad27f54
- 14d ago Changed · +10 lines 36b420708ace
- 20d ago Changed · -60 tokens per session 580e61eadb06
- 23d ago Changed 05d425e57b5a
- 26d ago First seen · 205 lines · 89 tokens per session scan A 1f6012b2e537
sk-code is a skill published in the GitHub repository MichelKerkmeester/skilled-agent-harness_spec-driven-loops (38 stars, last pushed today), licensed MIT. It adds 29 tokens to every session and 3,789 once invoked, about $0.0001 per session on Opus 5.5. 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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