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 lunchpaillola/pipa-skills --skill pipa-improve-operationsgit clone --depth 1 https://github.com/lunchpaillola/pipa-skillsWrote 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/lunchpaillola/pipa-skills/pipa-improve-operations)<a href="https://agentmods.dev/skills/lunchpaillola/pipa-skills/pipa-improve-operations"><img src="https://agentmods.dev/badge/skills/lunchpaillola/pipa-skills/pipa-improve-operations/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/lunchpaillola/pipa-skills/pipa-improve-operations"><img src="https://agentmods.dev/badge/skills/lunchpaillola/pipa-skills/pipa-improve-operations.svg" alt="Reviewed on agentmods" width="80" height="20"></a>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 | $0.00044 | $0.00553 |
| Opus 5 | $0.00022 | $0.00277 |
| Sonnet 5 | $0.00009 | $0.00111 |
| Haiku 4.5 | $0.00004 | $0.00055 |
Grade A, and why
pipa-improve-operations 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 12d 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 — 45 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Pipa Improve Operations
Route improvement and closure work to one focused operation.
When present, read ~/.pipa/profile.md once for durable business context. If missing, continue without blocking and do not start setup unless the user asks or a soft setup offer is useful.
Select One Operation
pipa-daily-shutdown: account for one specific workday, close important open loops, and prepare tomorrow.pipa-acceptance-signoff: assess acceptance criteria and make an auditable signoff decision.pipa-handover: assess ownership transfer, runbooks, support, access, and transition readiness.pipa-retrospective: capture evidence-backed lessons and turn them into process, SOP, template, or behavior changes.pipa-closeout-review: review benefits and package closure records for archive and later retrieval.
Explicit operation invocation wins. Otherwise select exactly one operation and preserve the user's business objective. List secondary operations only as follow-ups.
Routing tie-breakers:
- Closing one workday and preparing tomorrow selects
pipa-daily-shutdown; recurring or scheduled shutdown setup goes topipa-manage. - Explicit project signoff, handover, archive, benefits review, or formal closeout overrides incidental words such as
todayorclose my day. - Final acceptance, approval, signoff, or a closure decision with unclear readiness selects
pipa-acceptance-signoff. Defining acceptance criteria or checks goes topipa-define-work. - Operational continuity or ownership transfer selects
pipa-handover. - Learning, reuse, process improvement, SOP, or template intent selects
pipa-retrospective. - Benefits evidence, archive readiness, or post-close review selects
pipa-closeout-review.
Run the selected operation skill. If it is unavailable, name that missing skill and stop. Do not imply a fallback or recreate its workflow inline.
Boundaries
- Company brain setup, memory permissions, or tool access goes to
pipa-manage. - Do not declare formal or project closure without signoff, handover, archive, or acceptance evidence.
What ships with it
1 file 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.
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.
- 12d ago First seen · 45 lines · 44 tokens per session scan A 79e4f429e353
pipa-improve-operations is a skill published in the GitHub repository lunchpaillola/pipa-skills (3 stars, last pushed 4d ago), licensed MIT. It adds 44 tokens to every session and 553 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 2026-08-31.
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