Toonify MCP

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Context compression plugin for Claude Code. Automatically trims large tool output—JSON, CSV, YAML, stack traces, and logs—before it enters the context window.

Works as a Claude Code plugin (automatic, zero-config) or as an MCP server (on-demand).

Features

• Compresses large JSON, CSV, YAML, and API responses
• Reduces long test failures and stack traces
• Runs automatically in the background—no change to your Claude Code workflow required

Limitations

Skipped for short text, very small files, and content where exact original formatting must be preserved.

Installation

git clone https://github.com/PCIRCLE-AI/toonify-mcp.git
cd toonify-mcp
npm install
npm run build
npm install -g .
toonify-mcp setup
toonify-mcp doctor

toonify-mcp setup adds the local marketplace and installs, updates, or re-enables the plugin automatically.

Check status

toonify-mcp status

MCP mode (optional)

toonify-mcp setup mcp
claude mcp list

claude mcp list should show toonify: toonify-mcp - ✓ Connected.

Docs

• Site: https://toonify.pcircle.ai/
• Benchmarks: https://toonify.pcircle.ai/benchmarks.html
• Privacy: https://toonify.pcircle.ai/privacy.html
• Terms: https://toonify.pcircle.ai/terms.html
• benchmarks.html
• CHANGELOG.md
• CONTRIBUTORS.md