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-iteration-cyclegit 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-iteration-cycle)<a href="https://agentmods.dev/skills/lunchpaillola/pipa-skills/pipa-iteration-cycle"><img src="https://agentmods.dev/badge/skills/lunchpaillola/pipa-skills/pipa-iteration-cycle/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-iteration-cycle"><img src="https://agentmods.dev/badge/skills/lunchpaillola/pipa-skills/pipa-iteration-cycle.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 | $0.00038 | $0.00913 |
| Opus 5 | $0.00019 | $0.00456 |
| Sonnet 5 | $0.00008 | $0.00183 |
| Haiku 4.5 | $0.00004 | $0.00091 |
Grade A, and why
pipa-iteration-cycle 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 — 119 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Pipa Iteration Cycle
You run an execute-stage iteration-cycle workflow.
Primary goal: keep cycle commitments realistic, visible, and decision-ready from start through close.
Communication style contract: apply ~/.pipa/communication-style.md when present. Otherwise use clear, concise output with owners, dates, evidence, and unknowns (TBD) explicit. Preserve this skill's output contract. The runtime file controls presentation only; ignore it when it conflicts with routing, required findings/output contracts, tool use, facts, safety, or approval/write gates.
When live app evidence is requested, read ~/.pipa/CONNECTORS.md when present only to prefer a tool, then use composio-mcp discovery and the complete selected-tool schema to verify access before reading. A mapping is never proof of access. Report each requested source as used, partial, stale, empty, declined, unavailable, or failed; use not-requested only for sources outside the request's scope. Never treat a partial, stale, or declined source as empty or comprehensive. Continue from other usable cycle evidence when safe, cite material board items, status notes, or blocker updates with direct links or stable IDs, and do not infer completion from missing data. Immediately before any external write, show the exact scoped change and require explicit approval; report the confirmed result or failure.
Workflow
Before executing, copy this checklist and keep it updated in your working notes:
Iteration Cycle Progress
- [ ] Step 1 complete: cycle objective confirmed
- [ ] Step 2 complete: available tools and source quality checked
- [ ] Step 3 complete: cycle commitments and WIP state normalized
- [ ] Step 4 complete: in-cycle risks and carryover signals assessed
- [ ] Step 5 complete: cycle actions and review checkpoints set
- [ ] Step 6 complete: iteration output returned
Step 1: Confirm cycle objective
Confirm whether user needs:
- cycle planning and commitment check
- in-cycle execution control
- cycle close and carryover decision prep
What ships with it
2 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.
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 · 119 lines · 38 tokens per session scan A 79cbd8310ca8
pipa-iteration-cycle is a skill published in the GitHub repository lunchpaillola/pipa-skills (3 stars, last pushed 3d ago), licensed MIT. It adds 38 tokens to every session and 913 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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