# Content Locale Humanize Ar

> Per-language calibration anchors for detecting AI-slop and translationese in Arabic (ar) target text — auto-loads alongside content-locale-humanize when the target language is Arabic.

- **Type:** Skill
- **Install:** `agentstack add skill-muvon-octomind-tap-content-locale-humanize-ar`
- **Verified:** Yes — security-reviewed for prompt injection and unsafe behavior
- **Seller:** [Muvon](https://agentstack.voostack.com/s/muvon)
- **Installs:** 0
- **Category:** [AI & ML](https://agentstack.voostack.com/c/ai-and-ml)
- **Latest version:** 0.1.0
- **License:** Apache-2.0
- **Upstream author:** [Muvon](https://github.com/Muvon)
- **Source:** https://github.com/Muvon/octomind-tap/tree/master/skills/content-locale-humanize-ar
- **Website:** https://octomind.run/tap/

## Install

```sh
agentstack add skill-muvon-octomind-tap-content-locale-humanize-ar
```

Requires the [AgentStack CLI](https://agentstack.voostack.com/docs/cli). Works with Claude Code, Cursor, and any MCP-compatible agent.

## About

## Overview

Sourced calibration anchors for Arabic, feeding `content-locale-humanize`'s AI-Slop & Translationese dimension. This is a calibration aid, not the checklist — reason natively beyond it (see the core skill's "why structure, not word lists" section).

## Instructions

Sourcing confidence: the weakest of any language checked. Most published Arabic AI-word lists are direct translations of the English canon, not independently observed findings — treat any finding here as a starting hypothesis, not a confirmed tell.

Stock phrases: "في الختام" ("in conclusion"), "لا شك أن" ("there's no doubt that").

Beyond this thin list, lean harder on the structural checks in `content-locale-humanize` (interference, connector density, rhythm clustering) than on vocabulary matching — the vocabulary evidence for Arabic specifically is not solid.

## References

One Al Jazeera piece naming a handful of phrases; otherwise mostly translated-from-English lists.

## Source & license

This open-source skill is cataloged on AgentStack and links to its original source — we do not rehost the code.

- **Author:** [Muvon](https://github.com/Muvon)
- **Source:** [Muvon/octomind-tap](https://github.com/Muvon/octomind-tap)
- **License:** Apache-2.0
- **Homepage:** https://octomind.run/tap/

Install and usage instructions live in the source repository linked above.

## Pricing

- **Free** — Free

## Security capabilities

Automated source analysis of v0.1.0 — what this tool can access:

- **Network access:** no
- **Filesystem access:** no
- **Shell / process execution:** no
- **Environment & secrets:** no
- **Dynamic code execution:** no

*"Yes" means the capability is present in the source — more access means more to trust, not that it is unsafe.*


## Versions

- **0.1.0** — security scan: passed — Imported from the upstream source.

## Links

- Listing page: https://agentstack.voostack.com/l/skill-muvon-octomind-tap-content-locale-humanize-ar
- Seller: https://agentstack.voostack.com/s/muvon
- Browse the marketplace: https://agentstack.voostack.com/browse

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Listed on AgentStack — the marketplace for AI agent skills and MCP servers. Every listing is security-reviewed. Creators keep 70%.