Toonify MCP - Local Context Compression for Claude Code

Toonify MCP Primary URL: https://toonify.pcircle.ai/ Repository: https://github.com/PCIRCLE-AI/toonify-mcp License: MIT Summary - Toonify MCP is a local-first Claude Code plugin and MCP server. - It compresses large JSON, CSV, YAML, API responses, debug-heavy output, and supported source files before they bloat context. - It is designed for teams that want lower context overhead without changing their normal Claude Code workflow. Best fit - Large structured payloads - Test failures, stack traces, compiler diagnostics, and repetitive build or lint output - Whole source-file reads for TypeScript, Python, Go, and PHP Less ideal - Short prose - Very small files - Content that depends heavily on exact original formatting Install - Plugin mode: clone repo, build, install locally, add marketplace, install `toonify-mcp@pcircle-ai`, verify with `claude plugin list` - MCP mode: register `toonify-mcp` with `claude mcp add toonify -- toonify-mcp` Verification - `toonify-mcp doctor` validates local install - `toonify-mcp status` shows recent optimization activity Public pages - Landing page: https://toonify.pcircle.ai/ - Traditional Chinese landing page: https://toonify.pcircle.ai/index-zh.html - Benchmarks: https://toonify.pcircle.ai/benchmarks.html - Traditional Chinese benchmarks: https://toonify.pcircle.ai/benchmarks-zh.html - Privacy policy: https://toonify.pcircle.ai/privacy.html - Terms of service: https://toonify.pcircle.ai/terms.html Measured structured-data benchmark snapshot - 12 fixtures - 48.1% average savings - 24.5-66.3% observed range For a richer machine-readable summary, see: https://toonify.pcircle.ai/llms-full.txt