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sycophancy-correction

Know-Me-Tools โ˜… 0

A standalone Agent Skill that detects and corrects sycophantic patterns (overly agreeable, ungrounded, or structurally flattering content) in LLM completions, prompts, and pipeline configurations through pattern classification and AI-powered rewriting. Distributed as an MCP server binary with hooks for extensibility, it exposes tools for detection-only scoring, combined detect-and-correct workflows, and specialized analysis of PMPO Reflect phase outputs.

Code Review Productivity agent skill

Install

> npx skills add Know-Me-Tools/sycophancy-correction-skill

Installs via the community skills CLI (works with Claude Code and other agents).

Source: https://github.com/Know-Me-Tools/sycophancy-correction-skill

What it's made of

1 skill ยท 1 MCP server

Commands
0
Agents
0
Skills
1
MCP servers
1
Hooks
0

What it needs & plugs into

API keys
ANTHROPIC_API_KEY
Paid services
Anthropic
External tools
sycophancy-correction
Talks to
nothing external detected

Facts extracted from the plugin's files. Prose generated by claude-haiku-4-5-20251001.

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