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

Related MCP server: token-saver-mcp

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