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 agentmods add skills/nmrtn/nanopm/pm-datanpx skills add nmrtn/nanopm --skill pm-datagit clone --depth 1 https://github.com/nmrtn/nanopmWhat 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 | $0.00062 | $0.03319 |
| Opus 5 | $0.00031 | $0.01659 |
| Sonnet 5 | $0.00012 | $0.00664 |
| Haiku 4.5 | $0.00006 | $0.00332 |
Grade C, and why
pm-data scanned grade C with 2 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 2d 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.
Downloads and executes remote codehighSupply chain
curl | sh runs whatever the server returns today, which is not necessarily what it returned when this was reviewed.
{ echo "ERROR: nanopm not installed. Run: curl -fsSL https://raw.githubusercontent.com/nmrtn/nanopm/main/setup | bash"; exit 1; } Makes network callslowCapability
Not a fault in itself. Listed so you know the mod talks to something, and to what.
{ echo "ERROR: nanopm not installed. Run: curl -fsSL https://raw.githubusercontent.com/nmrtn/nanopm/main/setup | bash"; exit 1; } How it starts
The opening of the file, as written. The whole thing — 268 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Multi-host portability rules. When invoking
AskUserQuestion:
- The
headerfield MUST be a short noun phrase (≤ 12 characters). Mistral Vibe rejects longer headers withstring_too_long. Pick from:Start,Target,Scope,Audience,Methodology,Feature,Question.- The
optionslist MUST have at least 2 items. Vibe rejects empty/single-option calls. For free-text input, always provide ≥ 2 framing options (e.g.Yes, here's the input/Skip) — never callask_user_questionwithoptions: [].
Preamble (run first)
source ~/.nanopm/lib/nanopm.sh 2>/dev/null || \
source .nanopm/lib/nanopm.sh 2>/dev/null || \
{ echo "ERROR: nanopm not installed. Run: curl -fsSL https://raw.githubusercontent.com/nmrtn/nanopm/main/setup | bash"; exit 1; }
nanopm_preamble
When to run this
Run /pm-data when:
- You have a specific question about user behavior ("why do users drop at step 3?")
- You're about to run /pm-challenge-me and want quanti to back the qualitatif signal
- You're writing a PRD and need to quantify the problem size
- You want to check the impact of a shipped feature
One question per run. A vague question ("how is the product doing?") produces useless output. A specific question ("what is the Day 7 retention for users who completed onboarding vs those who didn't?") produces an insight.
Phase 0: Prior context
source ~/.nanopm/lib/nanopm.sh 2>/dev/null || source .nanopm/lib/nanopm.sh 2>/dev/null || true
nanopm_context_read pm-data
nanopm_context_read pm-data
Check for a prior wiki data page — if it exists, show a one-line summary of the last analysis and its date. Don't repeat the same analysis unless explicitly requested.
source ~/.nanopm/lib/nanopm.sh 2>/dev/null || source .nanopm/lib/nanopm.sh 2>/dev/null || true
[ -f "$(nanopm_wiki_doc_path data)" ] && echo "DATA_EXISTS" || echo "DATA_MISSING"
Pull the upstream grounding through the query primitive — one read-side call that synthesizes the relevant wiki pages, instead of bespoke per-doc reads (the recipe pattern: query → reasoning → ingest). The raw docs stay out of this run; you reason over the cited synthesis the query returns. Print the prompt and dispatch it with the Agent tool (one subagent); on a host with no Agent tool, follow its steps inline.
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.
- 2d ago First seen · 268 lines · 62 tokens per session scan C 90824f2b2bab
pm-data is a skill published in the GitHub repository nmrtn/nanopm (47 stars, last pushed 1mo ago), licensed MIT. It adds 62 tokens to every session and 3,319 once invoked, about $0.0003 per session on Opus 5. A static security scan graded it C with 2 findings (downloads and executes remote code, makes network calls). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.
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