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 skills add MichelKerkmeester/skilled-agent-harness_spec-driven-loops --skill cli-pigit clone --depth 1 https://github.com/MichelKerkmeester/skilled-agent-harness_spec-driven-loopsWrote 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-pi)<a href="https://agentmods.dev/skills/michelkerkmeester/skilled-agent-harness_spec-driven-loops/cli-pi"><img src="https://agentmods.dev/badge/skills/michelkerkmeester/skilled-agent-harness_spec-driven-loops/cli-pi/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-pi"><img src="https://agentmods.dev/badge/skills/michelkerkmeester/skilled-agent-harness_spec-driven-loops/cli-pi.svg" alt="Reviewed on agentmods" width="80" height="20"></a>- NVIDIA SkillSpector warn
SkillSpector: 1 finding, up to medium
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 →
- medium Excessive Agency · line 58 Skill enables autonomous high-impact decisions without human-in-the-loop verification. Critical operations (destructive commands, financial transactions, data deletion) should require explicit user confirmation.Fix: Add human-in-the-loop confirmation for destructive, irreversible, or high-impact operations. Never auto-execute commands that modify files, send data, or alter system state.
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 | $0.00027 | $0.05883 |
| Opus 5.5 | $0.00011 | $0.02353 |
| Sonnet 5.5 | $0.00005 | $0.01177 |
| Haiku 4.5 | $0.00003 | $0.00588 |
Grade A, and why
cli-pi 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 yesterday.
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 — 322 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Canonical source:
.skilled/skills/cli-external-orchestration/cli-pi/. 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.
Pi CLI Orchestrator - Cross-AI Task Delegation
A Pi session MAY dispatch this skill. Pi has no in-process delegation of its own, so the CLI is the only way a Pi session can hand work out; being inside Pi is not a reason to refuse.
What still refuses: the shared runtime rejects a dispatch from inside a fan-out lineage, and one whose kind already appears in the dispatch stack. Those bound a runaway spawn chain and are unchanged. The sibling cli-X packets keep their own guards; this carve-out is Pi's alone.
Orchestrate Pi's terminal coding agent for headless coding, read-only tool-constrained reviews, JSON event-stream integrations, RPC clients, and Pi-native resource discovery. The pinned contract is the source for confirmed command behavior: Pi contract pin. Pi-native skills, prompt templates, and some package surfaces remain documented but unconfirmed unless a source says otherwise.
Core principle: use Pi for the surfaces it exposes, delegate research and review lineages to the shared runtime, validate the returned output, and keep the calling AI as conductor.
1. WHEN TO USE
Activation Triggers
- Headless Pi dispatch: use when the task explicitly requests Pi, pi.dev, or the Pi coding agent.
- Cross-AI validation: use for an independent implementation attempt, code review, or second opinion through Pi.
- JSON event output: use when a caller needs Pi's line-delimited event stream.
- RPC integration: use when a long-lived stdin/stdout protocol is explicitly requested.
- Pi-native resources: use when the task concerns Pi skills, prompt templates, extensions, or installed packages.
- Community package delegation: use when the task explicitly names pi-mcp-extension.
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.
- assets/prompt-quality-card.md 2.6 KB
- assets/prompt-templates.md 7.8 KB
- benchmark/README.md 3.1 KB
- benchmark/reports/2026-07-29--manual-testing-playbook--goal-hook/failed-runs.md 427 B
- benchmark/reports/2026-07-29--manual-testing-playbook--goal-hook/findings-and-recommendations.md 2.1 KB
- benchmark/reports/2026-07-29--manual-testing-playbook--goal-hook/README.md 1.5 KB
- benchmark/reports/2026-07-29--manual-testing-playbook--goal-hook/results.csv 1.1 KB
- benchmark/reports/2026-07-29--manual-testing-playbook--goal-hook/skill-benchmark-report.json 3.9 KB
- benchmark/reports/2026-07-29--manual-testing-playbook--goal-hook/skill-benchmark-report.md 1.5 KB
- benchmark/reports/2026-07-29--manual-testing-playbook--goal-hook/source.md 1.3 KB
- benchmark/reports/2026-08-08--manual-testing-playbook--agent-bridge/failed-runs.md 141 B
- benchmark/reports/2026-08-08--manual-testing-playbook--agent-bridge/findings-and-recommendations.md 189 B
- benchmark/reports/2026-08-08--manual-testing-playbook--agent-bridge/README.md 1.3 KB
- benchmark/reports/2026-08-08--manual-testing-playbook--agent-bridge/results.csv 261 B
- benchmark/reports/2026-08-08--manual-testing-playbook--agent-bridge/skill-benchmark-report.json 1.8 KB
- benchmark/reports/2026-08-08--manual-testing-playbook--agent-bridge/skill-benchmark-report.md 1.5 KB
- benchmark/reports/2026-08-08--manual-testing-playbook--agent-bridge/source.md 946 B
- benchmark/reports/2026-08-08--manual-testing-playbook--cli-invocation/failed-runs.md 143 B
- benchmark/reports/2026-08-08--manual-testing-playbook--cli-invocation/findings-and-recommendations.md 191 B
- benchmark/reports/2026-08-08--manual-testing-playbook--cli-invocation/README.md 1.3 KB
- benchmark/reports/2026-08-08--manual-testing-playbook--cli-invocation/results.csv 330 B
- benchmark/reports/2026-08-08--manual-testing-playbook--cli-invocation/skill-benchmark-report.json 1.9 KB
- benchmark/reports/2026-08-08--manual-testing-playbook--cli-invocation/skill-benchmark-report.md 1.6 KB
- benchmark/reports/2026-08-08--manual-testing-playbook--cli-invocation/source.md 948 B
- benchmark/reports/2026-08-08--manual-testing-playbook--git-preflight-advisory/failed-runs.md 151 B
- benchmark/reports/2026-08-08--manual-testing-playbook--git-preflight-advisory/findings-and-recommendations.md 199 B
- benchmark/reports/2026-08-08--manual-testing-playbook--git-preflight-advisory/README.md 1.3 KB
- benchmark/reports/2026-08-08--manual-testing-playbook--git-preflight-advisory/results.csv 369 B
- benchmark/reports/2026-08-08--manual-testing-playbook--git-preflight-advisory/skill-benchmark-report.json 2.0 KB
- benchmark/reports/2026-08-08--manual-testing-playbook--git-preflight-advisory/skill-benchmark-report.md 1.6 KB
- benchmark/reports/2026-08-08--manual-testing-playbook--git-preflight-advisory/source.md 956 B
- benchmark/reports/2026-08-08--manual-testing-playbook--mcp-host-integration-2/failed-runs.md 149 B
- benchmark/reports/2026-08-08--manual-testing-playbook--mcp-host-integration-2/findings-and-recommendations.md 197 B
- benchmark/reports/2026-08-08--manual-testing-playbook--mcp-host-integration-2/README.md 1.3 KB
- benchmark/reports/2026-08-08--manual-testing-playbook--mcp-host-integration-2/results.csv 302 B
- benchmark/reports/2026-08-08--manual-testing-playbook--mcp-host-integration-2/skill-benchmark-report.json 1.9 KB
- benchmark/reports/2026-08-08--manual-testing-playbook--mcp-host-integration-2/skill-benchmark-report.md 1.6 KB
- benchmark/reports/2026-08-08--manual-testing-playbook--mcp-host-integration-2/source.md 954 B
- benchmark/reports/2026-08-08--manual-testing-playbook--mcp-host-integration/failed-runs.md 149 B
- benchmark/reports/2026-08-08--manual-testing-playbook--mcp-host-integration/findings-and-recommendations.md 197 B
- benchmark/reports/2026-08-08--manual-testing-playbook--mcp-host-integration/README.md 1.3 KB
- benchmark/reports/2026-08-08--manual-testing-playbook--mcp-host-integration/results.csv 292 B
- benchmark/reports/2026-08-08--manual-testing-playbook--mcp-host-integration/skill-benchmark-report.json 1.9 KB
- benchmark/reports/2026-08-08--manual-testing-playbook--mcp-host-integration/skill-benchmark-report.md 1.6 KB
- benchmark/reports/2026-08-08--manual-testing-playbook--mcp-host-integration/source.md 954 B
- benchmark/reports/2026-08-08--manual-testing-playbook--pi-10/failed-runs.md 461 B
- benchmark/reports/2026-08-08--manual-testing-playbook--pi-10/findings-and-recommendations.md 490 B
- benchmark/reports/2026-08-08--manual-testing-playbook--pi-10/README.md 1.3 KB
- benchmark/reports/2026-08-08--manual-testing-playbook--pi-10/results.csv 302 B
- benchmark/reports/2026-08-08--manual-testing-playbook--pi-10/skill-benchmark-report.json 1.9 KB
- benchmark/reports/2026-08-08--manual-testing-playbook--pi-10/skill-benchmark-report.md 1.6 KB
- benchmark/reports/2026-08-08--manual-testing-playbook--pi-10/source.md 948 B
- benchmark/reports/2026-08-08--manual-testing-playbook--pi-11/failed-runs.md 143 B
- benchmark/reports/2026-08-08--manual-testing-playbook--pi-11/findings-and-recommendations.md 191 B
- benchmark/reports/2026-08-08--manual-testing-playbook--pi-11/README.md 1.3 KB
- benchmark/reports/2026-08-08--manual-testing-playbook--pi-11/results.csv 287 B
- benchmark/reports/2026-08-08--manual-testing-playbook--pi-11/skill-benchmark-report.json 1.9 KB
- benchmark/reports/2026-08-08--manual-testing-playbook--pi-11/skill-benchmark-report.md 1.5 KB
- benchmark/reports/2026-08-08--manual-testing-playbook--pi-11/source.md 948 B
- benchmark/reports/2026-08-08--manual-testing-playbook--pi-12/failed-runs.md 479 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.
- yesterday Changed dadefda41ad9
- 8d ago Changed 808c0809e31f
- 12d ago Changed 10eaecde54f2
- 14d ago Changed 1912f4aab654
- 19d ago Changed 86e48e899713
- 23d ago Changed · +1 lines f16cf45a09ef
- 26d ago Changed 2da5b333fa91
- 29d ago Changed 0b1665280cd0
- 1mo ago Changed 7b2e2b26ce58
- 1mo ago First seen · 321 lines · 27 tokens per session scan A 63044c3c8b04
cli-pi is a skill published in the GitHub repository MichelKerkmeester/skilled-agent-harness_spec-driven-loops (38 stars, last pushed today), licensed MIT. It adds 27 tokens to every session and 5,883 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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