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Russian Humanizer
by
Artur Horosheff
· GitHub ↗
· v1.0.0
· MIT-0
209
Downloads
1
Stars
0
Active Installs
1
Versions
Install in OpenClaw
/install russian-humanizer
Description
Комплексное удаление маркеров ИИ (AI-slop) и неестественных конструкций из русскоязычного текста. Делает текст живым, сильным и по-настоящему человечным.
Usage Guidance
This plugin appears to do what it claims: detect and remove Russian 'AI slop' with both JS-based tools and an optional Python CLI helper. Before installing: (1) decide whether you want the optional Glavred integration — it will send texts to api.glvrd.ru if you supply an API key; (2) note the bundle includes a Python script that uses colorama (you may need to pip install that if you plan to run the script locally); (3) the TypeScript tools perform detection and auto-fix locally, so no credentials are required for core functionality; (4) if you have privacy concerns, avoid enabling the Glavred API key or test the plugin in an isolated environment; and (5) if you want full assurance, review the truncated portion of index.ts (network-call handling) to confirm it doesn’t transmit anything beyond what you expect.
Capability Analysis
Type: OpenClaw Skill
Name: russian-humanizer
Version: 1.0.0
The skill bundle is a legitimate toolset for analyzing and editing Russian text to remove AI-generated clichés ('slop'). The core logic in index.ts and slop_detector.py uses regular expressions and sentence-length variance to identify common LLM patterns, while the analyze_glavred tool provides a standard integration with a well-known third-party editing service (glvrd.ru). No evidence of malicious intent, data exfiltration, or harmful prompt injection was found.
Capability Assessment
Purpose & Capability
The plugin's stated purpose (detect and remove 'AI slop' in Russian) matches the included TypeScript rules, examples, auto-fix tool, and Python helper script. One minor mismatch: the metadata and SKILL.md require the python binary, but the primary analyze/auto-fix tools are implemented in index.ts (TypeScript). The included scripts/slop_detector.py just provides a standalone CLI analyzer (and depends on colorama) — so python is plausible but not strictly required for the core JS tools.
Instruction Scope
SKILL.md instructs the agent to run the included analyze_russian_slop and auto_fix_slop tools and to consult repository reference files. It does not instruct reading unrelated system files, exfiltrating data, or accessing credentials outside the plugin. Using the provided anti_slop_prompt.md to set a system prompt is explicit and within scope.
Install Mechanism
There is no remote download/install spec embedded in the manifest — code is delivered in the bundle. No external arbitrary-URL installs or extract operations were found. The README suggests installing from GitHub, which is normal for third-party plugins.
Credentials
The plugin declares no required environment variables. An optional configuration field glavredApiKey exists to enable integration with glvrd.ru; that is proportionate to an optional external analysis feature. Users should be aware that analyze_glavred will send text to api.glvrd.ru when enabled. The Python helper requires the colorama package (not declared), which is a functional inconsistency but not a credential risk.
Persistence & Privilege
The skill does not request 'always: true' or elevated privileges. It is user-invocable and allows normal autonomous invocation (the platform default). The plugin does not modify other skills or agent-wide settings in the inspected code.
How to Use
- Make sure OpenClaw is installed (local or Docker)
- Run the install command in chat:
/install russian-humanizer - After installation, invoke the skill by name or use
/russian-humanizer - Provide required inputs per the skill's parameter spec and get structured output
Version History
v1.0.0
- Initial release of russian_humanizer.
- Quickly removes AI markers and unnatural constructions from Russian text to make it sound human and lively.
- Integrates advanced rules to eliminate bureaucratic clichés, artificial structure, and empty abstractions.
- Guides on reviving authentic human "voice," specificity, emotional nuance, and natural rhythm.
- Includes detailed lists of common AI-generated flaws and provides practical before/after rewriting examples.
- Adds support for analyzing and rewriting text with reference to customizable phrase and structure pattern files.
Metadata
Frequently Asked Questions
What is Russian Humanizer?
Комплексное удаление маркеров ИИ (AI-slop) и неестественных конструкций из русскоязычного текста. Делает текст живым, сильным и по-настоящему человечным. It is an AI Agent Skill for Claude Code / OpenClaw, with 209 downloads so far.
How do I install Russian Humanizer?
Run "/install russian-humanizer" in the OpenClaw or Claude Code chat to install it in one step — no extra setup required.
Is Russian Humanizer free?
Yes, Russian Humanizer is completely free, licensed under MIT-0. You can download, install and use it at no cost.
Which platforms does Russian Humanizer support?
Russian Humanizer is cross-platform and runs anywhere OpenClaw / Claude Code is available (cross-platform).
Who created Russian Humanizer?
It is built and maintained by Artur Horosheff (@horosheff); the current version is v1.0.0.
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