toonify-mcp — MCP Server by PCIRCLE-AI

by PCIRCLE-AI · MCP Server · ★ 62

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About toonify-mcp

🎯 Toonify MCP English Bahasa Indonesia MCP server + Claude Code Plugin providing automatic token optimization for structured data and source code. Reduces Claude API token usage by 25-66% on JSON/CSV/YAML and 20-48% on TypeScript/Python/Go source code through a pipeline architecture. What's New in v0.6.0 ✨ Pipeline Architecture + Code Compression! ✅ Pipeline engine — modular Detector → Router → Compressor → Evaluator architecture ✅ Code compression — TypeScript (37%), Python (48%), Go (32%) savings via heuristic-based comment/whitespace removal ✅ 6 compression layers — from safe (blank lines, inline comments) to aggressive (import summarization, repetitive pattern collapse) ✅ Hook upgraded — PostToolUse hook now compresses source code in addition to structured data ✅ Extensible design — add new formats by implementing a single interface ✅ Full backwards compatibility — all external APIs unchanged ✅ 196 tests (up from 157), comprehensive code review passed Features 25-66% Token Reduction (typically 48%) for JSON, CSV, YAML data 20-48% Code Compression for TypeScript, Python, Go source code Pipeline Architecture - Extensible

claude-codeclaude-code-plugincontext-compressioncontext-windowdeveloper-toolingmcp-servermodel-context-protocolsource-code-compressiontoken-optimizationtoon-format

Quick Facts

Stars62
Forks11
LanguageTypeScript
CategoryMCP Server
LicenseMIT
Quality Score59.95/100
Last Updated2026-05-04
Created2025-12-24
Platformsclaude-code, mcp, node
Est. Tokens~42k

Compatible Skills

These tools work well together with toonify-mcp for enhanced workflows:

  • claude-skills — semantic(0.39)+complementary+rare_topics+same_lang+similar_pop+shared_platform (63%)
  • verify — semantic(0.25)+complementary+same_lang+similar_pop+shared_platform (59%)
  • code-container — semantic(0.17)+complementary+same_lang+similar_pop+shared_platform (56%)

toonify-mcp alternative? Top 6 similar tools

Looking for a toonify-mcp alternative? If you're comparing toonify-mcp with other mcp server tools, these 6 projects are the closest alternatives on Agent Skills Hub — ranked by topic overlap, star count, and community traction.

  • cross-code-organizer by mcpware · ⭐ 296

    Cross-Code Organizer (formerly Claude Code Organizer): cross-harness config dashboard for Claude Code, Codex C

  • claude-code-organizer by mcpware · ⭐ 283

    Dashboard to manage Claude Code memories, configs, and MCP servers — security scanner for tool poisoning, cont

  • claude-emporium by Vvkmnn · ⭐ 274

    🏛 [UNDER CONSTRUCTION] A (roman) claude plugin marketplace

  • mcpproxy-go by smart-mcp-proxy · ⭐ 210

    Supercharge AI Agents, Safely

  • snip by edouard-claude · ⭐ 207

    CLI proxy that reduces LLM token usage by 60-90%. Declarative YAML filters for Claude Code, Cursor, Copilot, G

  • tokf by mpecan · ⭐ 158

    Config-driven CLI tool that compresses command output before it reaches an LLM context

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Frequently Asked Questions

What is toonify-mcp?

toonify-mcp is Context compression plugin for Claude Code. Trims large JSON, logs, stack traces, and source files before they enter the context window.. It is categorized as a MCP Server with 62 GitHub stars.

What programming language is toonify-mcp written in?

toonify-mcp is primarily written in TypeScript. It covers topics such as claude-code, claude-code-plugin, context-compression.

How do I install or use toonify-mcp?

You can find installation instructions and usage details in the toonify-mcp GitHub repository at github.com/PCIRCLE-AI/toonify-mcp. The project has 62 stars and 11 forks, indicating an active community.

What license does toonify-mcp use?

toonify-mcp is released under the MIT license, making it free to use and modify according to the license terms.

What are the best alternatives to toonify-mcp?

The top alternatives to toonify-mcp on Agent Skills Hub include cross-code-organizer, claude-code-organizer, claude-emporium. Each offers a different approach to the same problem space — compare them side-by-side by stars, quality score, and community activity.

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