#567 by GitHub stars
hexiecs/talk-normal
Make any LLM talk like a normal person. A system prompt that removes AI slop.
History
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Heat
2.4- Star growth, last 7 daysAhead of 51% of tracked repositories
- Star growth, last 24 hoursAhead of 5% of tracked repositories
- Rank movement, last 7 daysAhead of 19% of tracked repositories
- Commits, last 30 daysAhead of 0% of tracked repositories
- Accounts asking about it through MCP, last 7 daysNot available
- Hot votes this weekAhead of 0% of tracked repositories
Heat never changes the order by stars, and sponsorship never touches it. How heat works
Stars over time
Individual skills in this repository
- talk-normal
skill - talk-normal
skill-hermes
How it works
talk-normal
When your agent uses it
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.
What it loads into context
Frontmatter
116 tokensAlways available to the agent
SKILL.md
915 tokensWhen the skill is activated
Reference documents
1,265 tokensLoaded on request
Token counts are estimates. Scripts run separately; they are not counted as reference context.
The playbook
- What this skill does
- How to run
- What gets installed
- Updating to the latest rules
- Compatibility
- Measured effect
- Upstream and issues
- License
Scripts executed separately
install.sh
Files
README.mddoc1,243 bytesSKILL.mdcore3,775 bytesSKILL.mdcore3,775 bytesSKILL.mdcore3,775 bytesSKILL.mdcore3,775 bytesinstall.shruns3,444 bytesprompt.mddoc4,033 bytes
Read SKILL.md
# 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:
View the complete source on GitHubtalk-normal
When your agent uses it
Stop LLM slop. A curated system prompt that cuts verbose, corporate-sounding LLM output by 56-73% (measured) while preserving information. Works bilingually (English + Chinese). Installs into your AGENTS.md as an always-on behavior modifier.
What it loads into context
Frontmatter
117 tokensAlways available to the agent
SKILL.md
736 tokensWhen the skill is activated
Reference documents
1,169 tokensLoaded on request
Token counts are estimates. Scripts run separately; they are not counted as reference context.
The playbook
- When to Use
- Procedure
- What gets installed
- Verification
- Pitfalls
- Upstream and issues
Scripts executed separately
install.sh
Files
README.mddoc909 bytesSKILL.mdcore3,151 bytesSKILL.mdcore3,151 bytesSKILL.mdcore3,151 bytesinstall.shruns3,444 bytesprompt.mddoc4,033 bytes
Read SKILL.md
# talk-normal
A curated system prompt that stops your LLM from writing like a LinkedIn post. Measured: 73% character reduction on GPT-4o-mini, 72% on GPT-5.4, across 10 prompts in English and Chinese, without losing information.
## When to Use
Run the installer once per workspace to make your Hermes agent permanently less verbose. This is not a per-turn skill — it is a one-time installer that injects always-on rules into your project's context file.
## Procedure
To install or update talk-normal in the current workspace:
```bash
bash install.shView the complete source on GitHubSkills included
- talk-normal
- talk-normal
Repository facts
- License
- MIT
- Created
- Apr 8, 2026
- Last pushed
- Apr 22, 2026
- Forks
- 63
- Open issues
- 2
- Project activity
- Slowing
Rank over the last 12 weeks
Now #567 · best #402 · down 100 in 30 days
- #555 on Nov 1
- #558 on Nov 2
- #562 on Nov 3
- #563 on Nov 4
- #564 on Nov 5
- #567 since Nov 6
55 earlier periods
- #405 on Aug 1
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Before you install
Local scriptsAutomated signals, not a guarantee
Checked Nov 3, 2026
Not fully analyzed: some files were too long, unreadable or missing. This never lowers the level.
Show 5 notes
skill/SKILL.md:1Analysis incomplete: Referenced executable target unavailable; not analyzedskill/SKILL.md:1Analysis incomplete: Referenced executable target unavailable; not analyzedskill/SKILL.md:1Analysis incomplete: Referenced executable target unavailable; not analyzedskill-hermes/SKILL.md:1Analysis incomplete: Referenced executable target unavailable; not analyzedskill-hermes/SKILL.md:1Analysis incomplete: Referenced executable target unavailable; not analyzed
- No broad tool permissions
- 4 dangerous shell commandsin 2 files: skill-hermes/install.sh:64 skill/install.sh:64
- 8 network referencesin 2 files: skill/SKILL.md:5 skill-hermes/SKILL.md:51
- No hidden or obfuscated text
- No instruction overrides
- 2 executable scriptsin 2 files: skill-hermes/install.sh:1 skill/install.sh:1
- No access to secrets
- No requests to vote in Hot
Show all 14 signals by file
skill-hermes/SKILL.md
- Network accessline 51
After installing, start a new Hermes session and ask a simple question like "What is Python?". The response should be 3-5 sentences with no filler phrases. Compare against the benchmarks at https://github.com/hexiecs/talk-normal for expecte - Network accessline 61
- Source: https://github.com/hexiecs/talk-normal - Network accessline 62
- Issues and rule suggestions: https://github.com/hexiecs/talk-normal/issues
skill-hermes/install.sh
skill/SKILL.md
- Network accessline 5
version: 0.6.2 tags: [prompt, anti-slop, concise, system-prompt, chinese, bilingual, always-on] homepage: https://github.com/hexiecs/talk-normal - Network accessline 6
tags: [prompt, anti-slop, concise, system-prompt, chinese, bilingual, always-on] homepage: https://github.com/hexiecs/talk-normal license: MIT - Network accessline 7
homepage: https://github.com/hexiecs/talk-normal - Network accessline 68
- Source: https://github.com/hexiecs/talk-normal - Network accessline 69
- Issues and rule suggestions: https://github.com/hexiecs/talk-normal/issues
How the signals fit together
Facts from a static read of the files at the pinned commit. They describe what the code does, not why.
Some files could not be read; the facts below still hold.
No combined signals at this commit.
Works with
| Agent | Status | Evidence | Install to |
|---|---|---|---|
| Claude Code | Compatible | Standard SKILL.md skill/SKILL.md | .claude/skills/<skill-name>/ |
| Codex | Compatible | Standard SKILL.md skill/SKILL.md | .agents/skills/<skill-name>/ |
| Cursor | Compatible | Standard SKILL.md skill/SKILL.md | .cursor/skills/<skill-name>/ |
| Gemini CLI | Compatible | Standard SKILL.md skill/SKILL.md | .gemini/skills/<skill-name>/ |
| GitHub Copilot | Compatible | Standard SKILL.md skill/SKILL.md | .github/skills/<skill-name>/ |
| OpenCode | Compatible | Standard SKILL.md skill/SKILL.md | .opencode/skills/<skill-name>/ |
- Native The repository ships a manifest, folder or frontmatter field for this agent.
- Compatible A standard SKILL.md that this agent can read.
- Unknown No evidence either way.
Derived automatically from paths, manifests and frontmatter. Not tested on each agent.
Explore alternatives and comparisons
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