MoonshotAI
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Kimi-K3
Kimi K3 is an open-weight, 2.8T-parameter native multimodal agentic model with a 1M-token context window, designed for frontier coding, knowledge work, and reasoning tasks.
AI repository intelligence
FR-AI / ANALYSISWhy it is worth attention
It directly tackles the common issue of robotic AI-generated text by integrating humanization patterns and Wikipedia's signs of AI writing, making it practical for improving the quality of AI-assisted communication.
Who it is for
- AI developers and researchers working with agentic tools like Claude Code or Codex
- Technical writers who use AI assistants for documentation
- Content creators and editors seeking to humanize AI drafts
- Software teams integrating AI into their writing workflows
Use cases
- Drafting and revising documentation for clarity and natural tone
- Rewriting workplace messages and emails to sound more human
- Editing essays, reports, and explanations while preserving voice
- Reviewing user interface copy for directness and usability
Strengths
- Easy installation via npx or plugin commands without complex setup
- Grounded in established humanizer patterns and Wikipedia guidelines for AI writing
- Explicitly avoids inventing facts and preserves the author's original voice
- Applicable to both new drafts and existing revisions across multiple content types
Considerations
- Requires integration with specific AI agent platforms (Claude Code, Codex), limiting standalone use
- No performance benchmarks or comparisons provided in the README
- Relies on external pattern catalogs and Wikipedia references that may evolve over time
README quick start
Write better
write-better helps AI agents produce clear, direct prose that sounds natural without inventing facts or flattening the author's voice. It applies to new drafts and revisions across documentation, workplace messages, essays, reports, explanations, and interface copy.
Install
npx skills add plannotator/write-better
List the available skill before installing:
npx skills add plannotator/write-better --list
Claude Code plugin
/plugin marketplace add plannotator/write-better
/plugin install plannotator-write-better@write-better
Codex plugin
codex plugin marketplace add plannotator/write-better
codex plugin add plannotator-write-better@write-better
Use
Invoke $write-better when you want an agent to draft, rewrite, edit, or review prose for clarity, usefulness, tone, and a natural human voice.
The guidance incorporates ideas from the Humanizer pattern catalog and Wikipedia's Signs of AI writing.
License
MIT
Description
An agent skill for clear, direct writing that sounds natural.
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