#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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Verified commit d89cf329e775e640181427fae071652198264c7e

1.9kGitHub stars
2stars in 7 days
2skills in this repository
0commits in 30 days

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

Aug 1, 2026Nov 5, 20261,872

Individual skills in this repository

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 tokens

Always available to the agent

SKILL.md

915 tokens

When the skill is activated

Reference documents

1,265 tokens

Loaded on request

Token counts are estimates. Scripts run separately; they are not counted as reference context.

The playbook

  1. What this skill does
  2. How to run
  3. What gets installed
  4. Updating to the latest rules
  5. Compatibility
  6. Measured effect
  7. Upstream and issues
  8. License

Scripts executed separately

  • install.sh

Files

  • README.mddoc1,243 bytes
  • SKILL.mdcore3,775 bytes
  • SKILL.mdcore3,775 bytes
  • SKILL.mdcore3,775 bytes
  • SKILL.mdcore3,775 bytes
  • install.shruns3,444 bytes
  • prompt.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 GitHub

Skills 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

  1. #555 on Nov 1
  2. #558 on Nov 2
  3. #562 on Nov 3
  4. #563 on Nov 4
  5. #564 on Nov 5
  6. #567 since Nov 6
55 earlier periods
  1. #405 on Aug 1
  2. #390 on Aug 7
  3. #405 on Aug 10
  4. #405 on Aug 13
  5. #406 on Aug 14
  6. #402 on Aug 15
  7. #409 on Aug 16
  8. #410 on Aug 17
  9. #418 on Aug 19
  10. #419 on Aug 21
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  12. #423 on Aug 23
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  38. #470 from Sep 29 to Sep 30
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  50. #506 on Oct 23
  51. #540 on Oct 25
  52. #548 on Oct 28
  53. #551 on Oct 29
  54. #552 on Oct 30
  55. #553 on Oct 31

Before you install

Local scripts

Automated 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:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
  • skill/SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
  • skill/SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
  • skill-hermes/SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
  • skill-hermes/SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
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

  • Executable scriptline 1
    #!/usr/bin/env bash
  • Dangerous shell operationline 64
    rm -f "${agents_md}.bak"
  • Dangerous shell operationline 98
    rm -f "${agents_md}.bak"

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

skill/install.sh

  • Executable scriptline 1
    #!/usr/bin/env bash
  • Dangerous shell operationline 64
    rm -f "${agents_md}.bak"
  • Dangerous shell operationline 98
    rm -f "${agents_md}.bak"

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 compatibility, from the files in this repository
AgentStatusEvidenceInstall to
Claude CodeCompatibleStandard SKILL.md skill/SKILL.md.claude/skills/<skill-name>/
CodexCompatibleStandard SKILL.md skill/SKILL.md.agents/skills/<skill-name>/
CursorCompatibleStandard SKILL.md skill/SKILL.md.cursor/skills/<skill-name>/
Gemini CLICompatibleStandard SKILL.md skill/SKILL.md.gemini/skills/<skill-name>/
GitHub CopilotCompatibleStandard SKILL.md skill/SKILL.md.github/skills/<skill-name>/
OpenCodeCompatibleStandard 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.

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hexiecs/talk-normal: #567 on hotskills, 1.9k stars

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