Local context compression for Claude Code and MCP workflows, including structured data, debug output, and source code reduction.
How to install toonify-mcp?
pcircle-ai/toonify-mcp
$git clone https://github.com/pcircle-ai/toonify-mcpInstalls into the current project.
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Install toonify-mcp by running `git clone https://github.com/pcircle-ai/toonify-mcp`, then use it for the current task and follow its documentation at https://github.com/pcircle-ai/toonify-mcp.
README.md
| 1 | # Toonify MCP |
| 2 | |
| 3 | **[English](README.md) | [繁體中文](README.zh-TW.md) | [日本語](README.ja.md) | [Español](README.es.md) | [Français](README.fr.md) | [Deutsch](README.de.md) | [한국어](README.ko.md) | [Русский](README.ru.md) | [Português](README.pt.md) | [Tiếng Việt](README.vi.md) | [Bahasa Indonesia](README.id.md)** |
| 4 | |
| 5 |  |
| 6 | |
| 7 | Context compression plugin for Claude Code. Automatically trims large tool output—JSON, CSV, YAML, stack traces, and logs—before it enters the context window. |
| 8 | |
| 9 | Works as a Claude Code plugin (automatic, zero-config) or as an MCP server (on-demand). |
| 10 | |
| 11 | ## Features |
| 12 | |
| 13 | - Compresses large JSON, CSV, YAML, and API responses |
| 14 | - Reduces long test failures and stack traces |
| 15 | - Runs automatically in the background—no change to your Claude Code workflow required |
| 16 | |
| 17 | ## Limitations |
| 18 | |
| 19 | Skipped for short text, very small files, and content where exact original formatting must be preserved. |
| 20 | |
| 21 | ## Installation |
| 22 | |
| 23 | ```bash |
| 24 | git clone https://github.com/PCIRCLE-AI/toonify-mcp.git |
| 25 | cd toonify-mcp |
| 26 | npm install |
| 27 | npm run build |
| 28 | npm install -g . |
| 29 | toonify-mcp setup |
| 30 | toonify-mcp doctor |
| 31 | ``` |
| 32 | |
| 33 | `toonify-mcp setup` adds the local marketplace and installs, updates, or re-enables the plugin automatically. |
| 34 | |
| 35 | ## Check status |
| 36 | |
| 37 | ```bash |
| 38 | toonify-mcp status |
| 39 | ``` |
| 40 | |
| 41 | ## MCP mode (optional) |
| 42 | |
| 43 | ```bash |
| 44 | toonify-mcp setup mcp |
| 45 | claude mcp list |
| 46 | ``` |
| 47 | |
| 48 | `claude mcp list` should show `toonify: toonify-mcp - ✓ Connected`. |
| 49 | |
| 50 | ## Docs |
| 51 | |
| 52 | - Site: https://toonify.pcircle.ai/ |
| 53 | - Benchmarks: https://toonify.pcircle.ai/benchmarks.html |
| 54 | - Privacy: https://toonify.pcircle.ai/privacy.html |
| 55 | - Terms: https://toonify.pcircle.ai/terms.html |
| 56 | - [benchmarks.html](docs/benchmarks.html) |
| 57 | - [CHANGELOG.md](CHANGELOG.md) |
| 58 | - [CONTRIBUTORS.md](CONTRIBUTORS.md) |
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