AgentIndex icon
AgentIndex
agency-agents-zh logo
agency-agents-zh
★ 21.6k
vs
token-optimizer-mcp logo
token-optimizer-mcp
★ 563

agency-agents-zh vs token-optimizer-mcp

agency-agents-zh: agency-agents-zh is the Chinese community edition of agency-agents, with 328 ready-to-use AI expert roles across 22 departments: 261 translated from upstream and 67 original roles for the Chinese market such as Xiaohongshu, Douyin, WeChat and Feishu operations. An install script copies them into 20 tools including Claude Code, Cursor, Copilot, Kiro, Trae and OpenClaw.; token-optimizer-mcp: Token Optimizer MCP is a Model Context Protocol (MCP) server designed to reduce context window usage for AI tools like Claude Code and Claude Desktop by 60-90%. It achieves this through intelligent caching, Brotli compression, and smart tool replacements, storing compressed content externally in SQLite.

01

TL;DR

agency-agents-zh logo
agency-agents-zhPrompt Engineering · ★ 21.6k

Adding Chinese-language specialist subagents to Claude Code

Read agency-agents-zh full review →
token-optimizer-mcp logo
token-optimizer-mcpPrompt Engineering · ★ 563

Reduce token costs and improve performance for AI code assistants by optimizing context window usage.

Read token-optimizer-mcp full review →
02

Side-by-Side Comparison

Field
agency-agents-zh logoagency-agents-zh
token-optimizer-mcp logotoken-optimizer-mcp
Category
Prompt Engineering
Prompt Engineering
Stars
★ 21.6k
★ 563
License
MIT
MIT
Install Command
—
npm install -g @ooples/token-optimizer-mcp
Updated
1d ago
2d ago
Open Source
Yes
Yes
Website
↗ Visit
↗ Visit
GitHub
↗ GitHub
↗ GitHub
Tags
ai-roles, agent-personas, claude-code
Token Optimization, Context Management, LLM Efficiency
03

Features

agency-agents-zh logoagency-agents-zh
01328 role definitions across 22 departments
0267 original roles for Chinese platforms and industries
03install.sh targets 20 tools including Claude Code, Cursor and Trae
04Also available as the agency-agents-zh npm package
05Simplified and Traditional Chinese versions
token-optimizer-mcp logotoken-optimizer-mcp
01Smart Tool Replacements: Automatic optimization for Read, Grep, Glob, and more.
02Context Window Optimization: Store content externally to free up context space.
03High Compression: Brotli compression (2-4x typical, up to 82x for repetitive content).
04Persistent Caching: SQLite-based cache that persists across sessions.
05Production Ready: Built with TypeScript for reliability and zero external dependencies for offline operation.
04

Use Cases

agency-agents-zh logoagency-agents-zh
↳Adding Chinese-language specialist subagents to Claude Code
↳Content operations for Xiaohongshu, Douyin or WeChat
↳Prompt references for building role-based agents
token-optimizer-mcp logotoken-optimizer-mcp
↳Reduce token costs and improve performance for AI code assistants by optimizing context window usage.
↳Intelligently cache large API responses and file contents to avoid resending redundant information to LLMs.
↳Accelerate development workflows with optimized file operations (read, write, grep) and build/test processes.
↳Monitor and analyze token usage and savings across projects and sessions to identify optimization opportunities.
↳Enhance multi-tier caching strategies for external data sources and integrate with monitoring dashboards.
05

Best For

agency-agents-zh logoagency-agents-zh
Most Popular
token-optimizer-mcp logotoken-optimizer-mcp
Hidden Gem
FAQ

FAQ

What is the difference between agency-agents-zh and token-optimizer-mcp?
Both agency-agents-zh and token-optimizer-mcp are in the Prompt Engineering category. agency-agents-zh has 21.6k stars, while token-optimizer-mcp has 563 stars.
Which is better, agency-agents-zh or token-optimizer-mcp?
The best choice depends on your use case. Choose agency-agents-zh if Adding Chinese-language specialist subagents to Claude Code, and token-optimizer-mcp if Reduce token costs and improve performance for AI code assistants by optimizing context window usage..
Is agency-agents-zh free or open source?
Yes, agency-agents-zh is open source on GitHub (MIT).
Is token-optimizer-mcp free or open source?
Yes, token-optimizer-mcp is open source on GitHub (MIT).
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