Getting it into your agent
It runs from inside its repository, so the clone comes first — what it calls does not travel with the file alone.
git clone --depth 1 https://github.com/ViryaZheng/recomby-geonpx agentmods add commands/viryazheng/recomby-geo/05-productionWrote 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/commands/viryazheng/recomby-geo/05-production)<a href="https://agentmods.dev/commands/viryazheng/recomby-geo/05-production"><img src="https://agentmods.dev/badge/commands/viryazheng/recomby-geo/05-production/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/commands/viryazheng/recomby-geo/05-production"><img src="https://agentmods.dev/badge/commands/viryazheng/recomby-geo/05-production.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 | $0.00074 | $0.02299 |
| Opus 5 | $0.00037 | $0.01149 |
| Sonnet 5 | $0.00015 | $0.00460 |
| Haiku 4.5 | $0.00007 | $0.00230 |
Grade A, and why
05-production 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 11d 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 — 224 lines — stays where its author put it; the contents beside it link to each section on GitHub.
05 · Production — Draft Generation
This command orchestrates content-writer (vendored) plus Princeton GEO
rewrite techniques and CITE/EEAT quality scoring via content-quality-auditor
(vendored). It does NOT generate content from scratch — that work happened
in 04-content-brief where the expert filled REQUIRED-FILL slots. Production
assembles the filled brief into a polished draft and applies GEO-optimization
rewrite rules.
Inputs
clients/<slug>/brand_context.json(for voice + extended context)clients/<slug>/content_priorities.json(to pull the priority record)clients/<slug>/briefs/<id>.md(the expert-filled brief)clients/<slug>/briefs/<id>.meta.json(must havestatus: ready-for-production)
Output
clients/<slug>/drafts/<id>.md— publishable Markdown draft.clients/<slug>/drafts/<id>.meta.json— machine-readable metadata (word count, citation count, statistics count, quote count, voice-match score, GEO-readiness checklist).clients/<slug>/drafts/<id>.html— interactive review version for the client (section-level comments + approve-as-is), rendered by thegeo-review-htmlskill.
Procedure
Step 1 — Hard refusal gate
status=$(jq -r '.status' clients/<slug>/briefs/<id>.meta.json)
if [ "$status" != "ready-for-production" ]; then
echo "REFUSE: brief <id> status=$status. Run 04-content-brief Step 9 first."
exit 1
fi
If status is not ready-for-production, refuse to draft. Do not auto-fill
slots. Send the user back to 04-content-brief.
Step 2 — Verify slot fills are substantive
Re-read the brief. For each former REQUIRED-FILL slot:
- Reject if content is
<100 charsfororiginal-dataslots. - Reject if
expert-quoteslot lacks attribution (name + role). - Reject if
customer-caseslot lacks identifying detail (industry, approximate size, outcome metric). - Flag (don't auto-reject) if content sounds AI-generated (hedging language, "in conclusion", "moreover", repeated bigrams).
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.
- 11d ago First seen · 224 lines · 74 tokens per session scan A 48fb358bdbd5
05-production is a command published in the GitHub repository ViryaZheng/recomby-geo (454 stars, last pushed 2mo ago), licensed MIT. It adds 74 tokens to every session and 2,299 once invoked, about $0.0004 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 2026-08-30.
Other commands, from other repositories
commit-all
Stage and commit all current changes with a single message. Auto Git Push will pick up and push to origin within 30s.
check
Run the full local quality gate — TypeScript check, build, dependency audit (prod-only), skill registry validate. Fast pre-commit / pre-suggestdeploy sweep.
registry
Refresh the skills registry — regenerate SHA-256 manifest from disk, then validate. Run after editing any file under .agents/skills/.
onboard
/anty:onboard — QUEST-Based Conversational Interview.
scan
/anty:scan — Analysis Cycle (10-Point).
quickstart
/anty:quickstart — 5-Minute Quick Onboarding to First Action.