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SKILL verified Apache-2.0 Self-run

Content Locale Humanize Ja

skill-muvon-octomind-tap-content-locale-humanize-ja · by Muvon

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

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Install

$ agentstack add skill-muvon-octomind-tap-content-locale-humanize-ja

✓ scanned · ✓ verified — works with Claude Code, Cursor, and more.

Security review

✓ Passed

No issues found. Passed automated security review. · v0.1.0 How review works →

  • Prompt-injection patterns
  • Secret / credential exfiltration
  • Dangerous shell & filesystem operations
  • Untrusted network calls
  • Known-malicious package signatures

What it can access

  • Network access No
  • Filesystem access No
  • Shell / process execution No
  • Environment & secrets No
  • Dynamic code execution No

From automated source analysis of v0.1.0. “Used” means the capability is present in the source — more access means more to trust, not that it’s unsafe.

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About

Overview

Sourced calibration anchors for Japanese, 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: anecdotal blog discourse, not quantitative research.

Katakana-loanword overuse where a native term exists — インサイト (insight), アウトプット (output), スケーラビリティ (scalability).

Hedge endings like「〜ではないでしょうか」.

Overly formal/neutral register reading emotionally flat.

Same phrase repeated within one passage instead of natural rephrasing.

References

note.com and Zenn blog discourse; ai-souken.com.

Source & license

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

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

Reviews

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Versions

  • v0.1.0 Imported from the upstream source.