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-requirements-briefgit 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-requirements-brief)<a href="https://agentmods.dev/skills/lunchpaillola/pipa-skills/pipa-requirements-brief"><img src="https://agentmods.dev/badge/skills/lunchpaillola/pipa-skills/pipa-requirements-brief/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-requirements-brief"><img src="https://agentmods.dev/badge/skills/lunchpaillola/pipa-skills/pipa-requirements-brief.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 | $0.00042 | $0.00723 |
| Opus 5 | $0.00021 | $0.00362 |
| Sonnet 5 | $0.00008 | $0.00145 |
| Haiku 4.5 | $0.00004 | $0.00072 |
Grade A, and why
pipa-requirements-brief 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 — 67 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Pipa Requirements Brief
Produce a concise, execution-usable requirements brief.
Apply ~/.pipa/communication-style.md to user-facing output when present. Otherwise use clear, concise output. Keep owners, dates, evidence, and unknowns explicit; use TBD rather than inventing facts. 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 evidence when safe, cite material requirement records with direct links or stable IDs, and leave unsupported criteria TBD. Immediately before any external brief, ticket, or client-artifact write, show the exact scoped change and require explicit approval; report the confirmed result or failure.
Workflow
Track requirements objective, source check, normalization, acceptance boundaries, unresolved decisions, and final handoff in working notes as each step completes.
- Confirm whether the need is a concise brief, acceptance boundaries, or unresolved requirement decisions.
- Check problem framing, charter, stakeholder notes, requirement docs, tickets, and briefs. Classify source quality as
high,medium, orlow. - Normalize requirements as functional, non-functional, compliance/operational, or dependency/integration needs while preserving source wording where possible.
- For each high-priority requirement, capture acceptance criteria, out-of-scope boundaries, assumptions, and constraints; mark unclear criteria
TBD. - List decisions needed before execution with owner and due/review date or
TBD.
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 · 67 lines · 42 tokens per session scan A 2f087ac55af1
pipa-requirements-brief is a skill published in the GitHub repository lunchpaillola/pipa-skills (3 stars, last pushed 3d ago), licensed MIT. It adds 42 tokens to every session and 723 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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