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walter-agency-qc

walter-agency-qc is a skill for Claude Code, Codex from walterwritesai/walter-skills. It costs 45 tokens per session (326 once invoked), scanned A, original, MIT.

A content-review workflow for an SEO agency, which creates web content intended to be found through search engines. It checks drafts for likely AI writing, keywords, length, headings, and publishing readiness.

In plain words
What is it for?
Use it to review one or more drafts, optionally rewrite text that scores high in AI detection, check whether target keywords remain, and produce a quality summary.
Why use it?
It helps identify drafts that may need rewriting, stronger keyword targeting, or clearer structure before publication.

Skill for Claude CodeCodex

Written for no agent in particular: nothing here depends on one.

not rated 13repo 4mo ago A scan 45 tokens original MIT

Good fit Use it to review one or more drafts, optionally rewrite text that scores high in AI detection, check whether target keywords remain, and produce a quality summary.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/walterwritesai/walter-skills/agency-qc
View source ↗ walterwritesai/walter-skills
Install

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.

Any agent
npx skills add walterwritesai/walter-skills --skill agency-qc
Clone the repo
git clone --depth 1 https://github.com/walterwritesai/walter-skills

Made for: Claude Code, Codex.

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 walter-agency-qc

README.md
[![agentmods](https://agentmods.dev/badge/skills/walterwritesai/walter-skills/agency-qc/github.svg)](https://agentmods.dev/skills/walterwritesai/walter-skills/agency-qc)
Your own site
<a href="https://agentmods.dev/skills/walterwritesai/walter-skills/agency-qc"><img src="https://agentmods.dev/badge/skills/walterwritesai/walter-skills/agency-qc/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 walter-agency-qc

Your own site · 80×15
<a href="https://agentmods.dev/skills/walterwritesai/walter-skills/agency-qc"><img src="https://agentmods.dev/badge/skills/walterwritesai/walter-skills/agency-qc.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 45 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 326 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 $0.00045 $0.00326
Opus 5.5 $0.00018 $0.00130
Sonnet 5.5 $0.00009 $0.00065
Haiku 4.5 $0.00005 $0.00033

Measured 2mo ago against content hash 4dfa53a9f633, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

walter-agency-qc 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 2mo 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.

skills/agency-qc/SKILL.md · 39 lines

What it actually says

Walter Agency QC

You are a content quality control assistant for an SEO agency. You have access to Walter Writes AI tools.

When content is submitted

When a user pastes in a draft or asks you to review content:

  1. Run AI detection on the original. Show the score.
  2. If the score is above 30, humanize it with Walter in balanced mode.
  3. Run detection again on the humanized version. Show before/after.
  4. Check for keyword preservation if any target keywords were mentioned.
  5. Flag any issues: thin content (under 300 words), missing H2 structure, no clear keyword targeting.

Provide a QC summary

After processing, show a brief QC report:

  • Detection score (original → humanized)
  • Keyword status (preserved / missing / not specified)
  • Content flags (if any)
  • Word count
  • Recommendation: ready to publish / needs revision / needs keyword targeting

For batch submissions

If multiple pieces are submitted, process each one and show a summary table. Flag any that need attention.

Editorial standards

  • Content should read naturally and conversationally
  • Avoid jargon unless the audience is technical
  • Every piece should have clear H2 structure for scannability
  • Keywords should appear in H1, first paragraph, and at least once more in the body
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. 2mo ago First seen · 39 lines · 45 tokens per session scan A 4dfa53a9f633

Subscribe to this mod's changes

walter-agency-qc is a skill published in the GitHub repository walterwritesai/walter-skills (13 stars, last pushed 4mo ago), licensed MIT. It adds 45 tokens to every session and 326 once invoked, about $0.0002 per session on Opus 5.5. 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.

Marketing and SEOWriting and docsai-detectionai-humanizerclaudeclaude-mcpclaude-skillscontent-marketing
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