Individual skill
talk-normal
Stop LLM slop. A curated system prompt that cuts verbose, corporate-sounding LLM output by 56-71% (measured) while preserving information. Works bilingually (English + Chinese). Installs into your AGENTS.md as an always-on behavior modifier.
skill/SKILL.md
Source commit d89cf329e775e640181427fae071652198264c7e
What was checked
- Matches the observed repository HEAD
- Yes
- Scanner rules are current
- Yes
- Repository scan complete
- No
- Skill scan complete
- No
- Observed behavior
- Local scripts
- Last checked
- Nov 9, 2026
These are observations at the recorded commit, not a guarantee of safety. Review the source before running it.
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Repository context
- Repository stars (not skill ratings)
- 1,874
- Repository last updated
- Apr 22, 2026
- License
- MIT
Observed agent integration: No specific integration evidence. Standard SKILL.md installation does not imply verified compatibility.
- prompt Declared skill tag
- anti-slop Declared skill tag
- concise Declared skill tag
- system-prompt Declared skill tag
- chinese Declared skill tag
- bilingual Declared skill tag
- always-on Declared skill tag
- engineering Derived category
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# talk-normal
A curated system prompt that stops your LLM from writing like a LinkedIn post. Measured: 71% character reduction on GPT-4o-mini, 56% on GPT-5.4, across 10 prompts in English and Chinese, without losing information.
## What this skill does
When invoked, this skill installs the talk-normal rules into your workspace's `AGENTS.md` file as an always-on behavior modifier. After install, every reply your OpenClaw agent produces follows the rules in `prompt.md`. The rules live between `# --- talk-normal BEGIN ---` and `# --- talk-normal END ---` markers so they do not conflict with your existing rules in `AGENTS.md`.
This is not a workflow skill you invoke per turn. It is a one-time installer that makes your agent permanently less verbose until you uninstall.
## How to run
To install or update talk-normal in the current workspace:
