DecryptPrompt logo
DecryptPrompt
★ 3.4k
vs
agency-agents-zh logo
agency-agents-zh
★ 21.6k

DecryptPrompt vs agency-agents-zh

DecryptPrompt: This repository offers a comprehensive collection of resources and a detailed 'DecryptPrompt' article series to help AI academics understand and apply Large Language Models effectively. It covers various aspects like prompt engineering, LLM architectures, agent systems, and advanced training techniques through in-depth paper analyses.; 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.

01

TL;DR

DecryptPrompt logo
DecryptPromptPrompt Engineering · ★ 3.4k

Staying updated on the latest research and advancements in LLMs and prompt engineering.

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

Adding Chinese-language specialist subagents to Claude Code

02

Side-by-Side Comparison

Field
DecryptPrompt logoDecryptPrompt
agency-agents-zh logoagency-agents-zh
Category
Prompt Engineering
Prompt Engineering
Stars
★ 3.4k
★ 21.6k
License
—
MIT
Install Command
git clone https://github.com/DSXiangLi/DecryptPrompt.git
—
Updated
2d ago
1d ago
Open Source
Yes
Yes
Tags
Prompt Engineering, Large Language Models, Agent Systems
ai-roles, agent-personas, claude-code
03

Features

DecryptPrompt logoDecryptPrompt
01Comprehensive LLM resource collection (models, frameworks, datasets, AIGC apps).
02In-depth 'DecryptPrompt' article series on prompt engineering and advanced LLM topics.
03Curated lists of cutting-edge research papers in NLP and LLMs.
04Focus on advanced techniques like LLM agents, RAG, and reinforcement learning.
05Structured knowledge system spanning foundational to complex LLM methodologies.
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
04

Use Cases

DecryptPrompt logoDecryptPrompt
↳Staying updated on the latest research and advancements in LLMs and prompt engineering.
↳Gaining in-depth understanding of LLM architectures, training paradigms, and agent systems.
↳Finding technical references and solutions for developing sophisticated LLM-powered applications.
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
05

Best For

DecryptPrompt logoDecryptPrompt
Trending
agency-agents-zh logoagency-agents-zh
Most Popular
FAQ

FAQ

What is the difference between DecryptPrompt and agency-agents-zh?
Both DecryptPrompt and agency-agents-zh are in the Prompt Engineering category. DecryptPrompt has 3.4k stars, while agency-agents-zh has 21.6k stars.
Which is better, DecryptPrompt or agency-agents-zh?
The best choice depends on your use case. Choose DecryptPrompt if Staying updated on the latest research and advancements in LLMs and prompt engineering., and agency-agents-zh if Adding Chinese-language specialist subagents to Claude Code.
Is DecryptPrompt free or open source?
Yes, DecryptPrompt is open source on GitHub.
Is agency-agents-zh free or open source?
Yes, agency-agents-zh is open source on GitHub (MIT).
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