humanizer-ms AGENTS.md

humanizer-ms AGENTS.md is an instructions file for Codex, OpenCode from edwardxckf/humanizer-ms. It costs 209 tokens per session, scanned A, original, MIT.

Project instructions for writing Malay, also called Bahasa Melayu or Bahasa Malaysia, in a repository named humanizer-ms. They require checking drafts for listed AI-writing patterns and rewriting them naturally.

In plain words
What is it for?
Writing, editing, or approving Malay-language prose while avoiding unsupported claims and reviewing both word-level and structural AI-writing patterns.
Why use it?
Malay text can sound artificial or contain recurring writing patterns that need review. These instructions provide a consistent check before prose is written, edited, or approved.

Instructions file for CodexOpenCode

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.

agentmods
npx agentmods add instructions/edwardxckf/humanizer-ms/agents-md
Clone the repo
git clone --depth 1 https://github.com/edwardxckf/humanizer-ms

Made for: Codex, OpenCode.

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 humanizer-ms AGENTS.md

README.md
[![agentmods](https://agentmods.dev/badge/instructions/edwardxckf/humanizer-ms/agents-md.svg)](https://agentmods.dev/instructions/edwardxckf/humanizer-ms/agents-md)
Your own site
<a href="https://agentmods.dev/instructions/edwardxckf/humanizer-ms/agents-md"><img src="https://agentmods.dev/badge/instructions/edwardxckf/humanizer-ms/agents-md.svg" alt="Measured on agentmods" height="20"></a>
Per session 209 This file is loaded in full into every session.
When invoked 209 The same file — it is already loaded in full.
Security scan A 0 findings. Scan, not verified.
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 $0.00209 $0.00209
Opus 5 $0.00105 $0.00105
Sonnet 5 $0.00042 $0.00042
Haiku 4.5 $0.00021 $0.00021

Measured 3d ago against content hash b9e668471b09, method: parsed. Prices are Anthropic first-party input rates as of 2026-08-30, from the pricing page.

Security

Grade A, and why

humanizer-ms AGENTS.md 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 3d 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.

AGENTS.md · 17 lines

What it actually says

AGENTS.md

Before writing, editing or approving any Malay (Bahasa Melayu / Bahasa Malaysia) prose, read skills/humanizer-ms/SKILL.md and follow it: scan for the AI writing patterns it lists, rewrite every hit naturally, and never invent facts the source text does not contain.

For a quick smell test, count how many watched phrases a draft contains:

grep -oiFf skills/humanizer-ms/kata-ai.txt your-draft.md | sort | uniq -c | sort -rn

The list holds 23 phrases that are wrong in every register, so it stays quiet on correct formal Malay. Hits are review prompts, not automatic bans, and the fix is always to re-say the point the way a person would, not to swap one flagged phrase for a synonym. The grep is a floor, not a ceiling: most of the 34 patterns in SKILL.md are structural and no word list will catch them.

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. 3d ago First seen · 17 lines · 209 tokens per session scan A b9e668471b09

Subscribe to this mod's changes

humanizer-ms AGENTS.md is an instructions file published in the GitHub repository edwardxckf/humanizer-ms (2 stars, last pushed 17d ago), licensed MIT. It adds 209 tokens to every session, about $0.0010 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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