humanizer-ru — Claude Code MCP server: what it does, how to install
Detects AI patterns and boilerplate in Russian text. It helps agents perform targeted stylistic editing without rewriting the underlying message.
claude mcp add humanizer-ru -- uvx ru-humanizerWhat humanizer-ru does
This server equips models with an editing pipeline for Russian prose. Its engine checks against 67 synthetic patterns across 16 categories, along with 21 strict phrasal bans. The tool flags issues and assigns a cleanliness score from 0 to 100.
Execution requires uv in your environment. It applies targeted fixes to specific fragments instead of regenerating the entire paragraph. The fact-checking logic checks extracted entities, so you must still verify reasoning manually.
What it helps with
- spot AI writing markers in Russian drafts
- score text cleanliness from 0 to 100
- remove rigid cliches without changing facts
- apply targeted edits to flagged sections
Example prompts for the agent
- Audit this Russian draft using humanizer-ru and show all markers
- Edit the text to remove Russian AI cliches while keeping all facts
- Scan this draft and calculate its cleanliness score
How to install humanizer-ru
Platform CLI
claude mcp add humanizer-ru -- uvx ru-humanizeruvx runs the command named after the package; if the README names another one, use uvx --from ru-humanizer <command>
Platform CLI
codex mcp add humanizer-ru -- uvx ru-humanizeruvx runs the command named after the package; if the README names another one, use uvx --from ru-humanizer <command>
Config file
{
"mcpServers": {
"humanizer-ru": {
"command": "uvx",
"args": [
"ru-humanizer"
]
}
}
}uvx runs the command named after the package; if the README names another one, use uvx --from ru-humanizer <command>
Config file
{
"servers": {
"humanizer-ru": {
"type": "stdio",
"command": "uvx",
"args": [
"ru-humanizer"
]
}
}
}uvx runs the command named after the package; if the README names another one, use uvx --from ru-humanizer <command>
Platform CLI
gemini mcp add humanizer-ru uvx ru-humanizeruvx runs the command named after the package; if the README names another one, use uvx --from ru-humanizer <command>
Step by step, with commands for each platform: How to add an MCP server to Claude Code, Codex, Cursor, VS Code, Gemini CLI and more
Questions about humanizer-ru
How to install humanizer-ru in Claude Code?
Run claude mcp add humanizer-ru -- uvx ru-humanizer in your terminal. You need uv installed to execute the package.
What does humanizer-ru do?
It audits Russian text for boilerplate and synthetic markers. The tool identifies 67 generation patterns and enforces 21 phrase bans.
Does it rewrite the whole text from scratch?
No, it performs targeted edits on flagged phrases only. It avoids inventing new details, leaving argument links for the author to review.
