05-production

05-production is a command for Claude Code from ViryaZheng/recomby-geo. It costs 74 tokens per session (2,299 once invoked), scanned A, original, MIT.

A production command that turns an expert-filled content brief into a publishable draft. A content brief is a structured plan whose required facts and decisions have already been supplied by a subject expert.

In plain words
What is it for?
Use it after an expert has completed a content brief to create Markdown, metadata, and an HTML review version for the client.
Why use it?
It prevents the writing stage from filling important knowledge gaps on its own. It assembles the approved material and records details such as citations, statistics, quotations, and review scores.

Command for Claude Code

Written for Claude Code: argument-hint in frontmatter.

Needs its repository: it runs a file that does not travel with it, so clone the repository first. The line is python3 plugins/recomby-geo/skills/geo-review-html/scripts/render_html.py \.

Part of the recomby-geo plugin — 9 skills, 7 commands shipped together

Good fit Use it after an expert has completed a content brief to create Markdown, metadata, and an HTML review version for the client.

Compare 6 commands from other repositories ↓
Install

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.

Clone the repo
git clone --depth 1 https://github.com/ViryaZheng/recomby-geo
agentmods
npx agentmods add commands/viryazheng/recomby-geo/05-production

Made for: Claude Code.

Or install recomby-geo, the plugin that ships this one along with the rest of its 9 skills, 7 commands.

Wrote 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.

agentmods badge for 05-production

README.md
[![agentmods](https://agentmods.dev/badge/commands/viryazheng/recomby-geo/05-production/github.svg)](https://agentmods.dev/commands/viryazheng/recomby-geo/05-production)
Your own site
<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.

agentmods 80×15 button for 05-production

Your own site · 80×15
<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>
Per session 74 Only the description is in the session, so the agent can decide to use it. The body loads when it is invoked.
When invoked 2,299 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin original No closer match found in the catalogue.
Token cost

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.

ModelPer sessionOnce 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

Measured 11d ago against content hash 48fb358bdbd5, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-11, from the pricing page.

Security

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.

plugins/recomby-geo/commands/05-production.md · 224 lines

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 have status: 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 the geo-review-html skill.

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 chars for original-data slots.
  • Reject if expert-quote slot lacks attribution (name + role).
  • Reject if customer-case slot 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).

Read the full file on GitHub · 224 lines

Changes

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.

  1. 11d ago First seen · 224 lines · 74 tokens per session scan A 48fb358bdbd5

Subscribe to this mod's changes

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.