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/cli-external-orchestrationWrote 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/cli-external-orchestration)<a href="https://agentmods.dev/skills/michelkerkmeester/skilled-agent-harness_spec-driven-loops/cli-external-orchestration"><img src="https://agentmods.dev/badge/skills/michelkerkmeester/skilled-agent-harness_spec-driven-loops/cli-external-orchestration/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/cli-external-orchestration"><img src="https://agentmods.dev/badge/skills/michelkerkmeester/skilled-agent-harness_spec-driven-loops/cli-external-orchestration.svg" alt="Reviewed on agentmods" width="80" height="20"></a>- NVIDIA SkillSpector warn
SkillSpector: 1 finding, up to high
These are SkillSpector’s own severities. On a checked sample its high-severity flags on skills were ~96% false positives — a documented command, a public API, a “never do X” rule — so we show them as a caution to read, not a verdict. Why →
- high Rogue Agent · line 198 Skill modifies its own code, configuration, or behavior at runtime. Self-modification enables an agent to escalate privileges, disable safety constraints, or install persistent backdoors.Fix: Prevent the skill from modifying its own code, SKILL.md, or configuration files. Treat skill files as read-only at runtime.
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 | $0.00037 | $0.03329 |
| Opus 5 | $0.00018 | $0.01665 |
| Sonnet 5 | $0.00007 | $0.00666 |
| Haiku 4.5 | $0.00004 | $0.00333 |
Grade A, and why
cli-external-orchestration 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 — 200 lines — stays where its author put it; the contents beside it link to each section on GitHub.
CLI External Dispatch Hub (cli-external-orchestration)
One skill, six workflow modes, one shared family: cli identity. cli-external-orchestration is the public, advisor-routable home for every external CLI dispatch orchestrator in this repo. Before routing, the hub reads hub-router.json to resolve a workflowMode, then delegates through mode-registry.json. This hub holds NO per-mode logic — each mode keeps its own dispatch contract, recursion bounds, and hard rules in its packet, and the hub only routes by workflowMode.
1. WHEN TO USE
Use this skill (through the hub) for any cross-AI CLI dispatch. Invoke it as cli-external-orchestration; the hub classifies the request, resolves a mode key, and loads the matching nested packet.
| Mode | Kind | Use it for | Packet |
|---|---|---|---|
| cli-opencode | workflow | OpenCode CLI orchestration: external dispatch, in-OpenCode parallel/detached sessions, full plugin/skill/MCP/Spec-Kit-Memory runtime, small-model dispatch (DeepSeek, Kimi, MiniMax, MiMo, GLM) | cli-external-orchestration/cli-opencode/ |
| cli-claude-code | workflow | Claude Code CLI orchestration: Anthropic-backed extended thinking, surgical code editing, structured JSON-schema output, agent delegation, cross-AI second opinions | cli-external-orchestration/cli-claude-code/ |
| cli-codex | workflow | Codex CLI orchestration: OpenAI-backed coding, review, and web research; fails closed when codex is absent |
cli-external-orchestration/cli-codex/ |
| cli-cursor | workflow | Cursor CLI orchestration: cursor-agent-backed coding, Composer-model dispatch, read-only plan/ask modes; fails closed when cursor-agent is absent |
cli-external-orchestration/cli-cursor/ |
| cli-devin | workflow | Devin CLI orchestration: Cognition-backed coding, cloud handoff, subagent delegation, MCP host integration; fails closed when devin is absent |
cli-external-orchestration/cli-devin/ |
| cli-pi | workflow | Pi CLI orchestration: guarded headless print, JSON event, RPC, native-resource, and community-package dispatch; fails closed when pi is absent |
cli-external-orchestration/cli-pi/ |
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/README.md 4.3 KB
- benchmark/reports/compiled-routing/2026-07-21--playbook-verify--sonnet/failed-runs.md 244 B
- benchmark/reports/compiled-routing/2026-07-21--playbook-verify--sonnet/findings-and-recommendations.md 265 B
- benchmark/reports/compiled-routing/2026-07-21--playbook-verify--sonnet/README.md 1.4 KB
- benchmark/reports/compiled-routing/2026-07-21--playbook-verify--sonnet/report.json 19 KB
- benchmark/reports/compiled-routing/2026-07-21--playbook-verify--sonnet/report.md 16 KB
- benchmark/reports/compiled-routing/2026-07-21--playbook-verify--sonnet/results.csv 150 B
- benchmark/reports/compiled-routing/2026-07-21--playbook-verify--sonnet/source.md 815 B
- benchmark/reports/compiled-routing/2026-07-21--real--luna-high/failed-runs.md 241 B
- benchmark/reports/compiled-routing/2026-07-21--real--luna-high/findings-and-recommendations.md 289 B
- benchmark/reports/compiled-routing/2026-07-21--real--luna-high/README.md 1.4 KB
- benchmark/reports/compiled-routing/2026-07-21--real--luna-high/results.csv 392 B
- benchmark/reports/compiled-routing/2026-07-21--real--luna-high/serving-snapshot.json 1.2 KB
- benchmark/reports/compiled-routing/2026-07-21--real--luna-high/serving-snapshot.md 868 B
- benchmark/reports/compiled-routing/2026-07-21--real--luna-high/skill-benchmark-report.json 517 KB
- benchmark/reports/compiled-routing/2026-07-21--real--luna-high/skill-benchmark-report.md 2.4 KB
- benchmark/reports/compiled-routing/2026-07-21--real--luna-high/source.md 918 B
- benchmark/reports/compiled-routing/2026-07-21--verify--luna-high/failed-runs.md 241 B
- benchmark/reports/compiled-routing/2026-07-21--verify--luna-high/findings-and-recommendations.md 289 B
- benchmark/reports/compiled-routing/2026-07-21--verify--luna-high/README.md 1.4 KB
- benchmark/reports/compiled-routing/2026-07-21--verify--luna-high/results.csv 392 B
- benchmark/reports/compiled-routing/2026-07-21--verify--luna-high/serving-snapshot.json 1.2 KB
- benchmark/reports/compiled-routing/2026-07-21--verify--luna-high/serving-snapshot.md 870 B
- benchmark/reports/compiled-routing/2026-07-21--verify--luna-high/skill-benchmark-report.json 869 KB
- benchmark/reports/compiled-routing/2026-07-21--verify--luna-high/skill-benchmark-report.md 2.4 KB
- benchmark/reports/compiled-routing/2026-07-21--verify--luna-high/source.md 918 B
- changelog/v1.0.0.0.md 1.7 KB
- changelog/v1.1.0.0.md 582 B
- changelog/v1.2.0.0.md 1.0 KB
- changelog/v1.3.0.0.md 617 B
- changelog/v1.4.0.0.md 1.8 KB
- changelog/v1.4.1.0.md 1.7 KB
- changelog/v1.4.2.0.md 1.7 KB
- changelog/v1.4.3.0.md 1.9 KB
- changelog/v1.4.4.0.md 3.0 KB
- changelog/v1.4.5.0.md 2.3 KB
- cli-claude-code/assets/prompt-quality-card.md 2.6 KB
- cli-claude-code/assets/prompt-templates.md 22 KB
- cli-claude-code/benchmark/README.md 4.3 KB
- cli-claude-code/benchmark/reports/2026-07-29--manual-testing-playbook--goal-hook/failed-runs.md 439 B
- cli-claude-code/benchmark/reports/2026-07-29--manual-testing-playbook--goal-hook/findings-and-recommendations.md 885 B
- cli-claude-code/benchmark/reports/2026-07-29--manual-testing-playbook--goal-hook/README.md 1.7 KB
- cli-claude-code/benchmark/reports/2026-07-29--manual-testing-playbook--goal-hook/results.csv 333 B
- cli-claude-code/benchmark/reports/2026-07-29--manual-testing-playbook--goal-hook/skill-benchmark-report.json 2.1 KB
- cli-claude-code/benchmark/reports/2026-07-29--manual-testing-playbook--goal-hook/skill-benchmark-report.md 2.3 KB
- cli-claude-code/benchmark/reports/2026-07-29--manual-testing-playbook--goal-hook/source.md 1.3 KB
- cli-claude-code/benchmark/reports/2026-08-08--manual-testing-playbook--claude/failed-runs.md 146 B
- cli-claude-code/benchmark/reports/2026-08-08--manual-testing-playbook--claude/findings-and-recommendations.md 194 B
- cli-claude-code/benchmark/reports/2026-08-08--manual-testing-playbook--claude/README.md 1.3 KB
- cli-claude-code/benchmark/reports/2026-08-08--manual-testing-playbook--claude/results.csv 284 B
- cli-claude-code/benchmark/reports/2026-08-08--manual-testing-playbook--claude/skill-benchmark-report.json 1.9 KB
- cli-claude-code/benchmark/reports/2026-08-08--manual-testing-playbook--claude/skill-benchmark-report.md 1.5 KB
- cli-claude-code/benchmark/reports/2026-08-08--manual-testing-playbook--claude/source.md 969 B
- cli-claude-code/benchmark/reports/README.md 1.8 KB
- cli-claude-code/changelog/v1.0.0.0.md 2.4 KB
- cli-claude-code/changelog/v1.1.1.0.md 874 B
- cli-claude-code/changelog/v1.1.10.0.md 1.1 KB
- cli-claude-code/changelog/v1.1.11.0.md 1.0 KB
- cli-claude-code/changelog/v1.1.12.0.md 1.6 KB
- cli-claude-code/changelog/v1.1.13.0.md 949 B
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 898adbf24480
- yesterday Changed 5195d7306f57
- 7d ago First seen · 200 lines · 37 tokens per session scan A bf4168c36411
cli-external-orchestration is a skill published in the GitHub repository MichelKerkmeester/skilled-agent-harness_spec-driven-loops (35 stars, last pushed today), licensed MIT. It adds 37 tokens to every session and 3,329 once invoked, about $0.0002 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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