AgentIndex icon
AgentIndex
prompt-in-context-learning logo
prompt-in-context-learning
★ 2.2k
vs
agency-agents-zh logo
agency-agents-zh
★ 21.6k

prompt-in-context-learning vs agency-agents-zh

prompt-in-context-learning: This repository serves as a comprehensive, daily-updated open-source engineering guide for in-context learning and prompt engineering, provided by EgoAlpha Lab. It offers various resources to help users master large language models and stay at the forefront of the AGI era.; 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

prompt-in-context-learning logo
prompt-in-context-learningPrompt Engineering · ★ 2.2k

Learning and mastering advanced prompt engineering techniques for optimal LLM interaction.

Read prompt-in-context-learning full review →
agency-agents-zh logo
agency-agents-zhPrompt Engineering · ★ 21.6k

Adding Chinese-language specialist subagents to Claude Code

Read agency-agents-zh full review →
02

Side-by-Side Comparison

Field
prompt-in-context-learning logoprompt-in-context-learning
agency-agents-zh logoagency-agents-zh
Category
Prompt Engineering
Prompt Engineering
Stars
★ 2.2k
★ 21.6k
License
MIT
MIT
Install Command
git clone https://github.com/EgoAlpha/prompt-in-context-learning.git
—
Updated
1d ago
1d ago
Open Source
Yes
Yes
Website
↗ Visit
↗ Visit
GitHub
↗ GitHub
↗ GitHub
Tags
Prompt Engineering, In-Context Learning, Large Language Models
ai-roles, agent-personas, claude-code
03

Features

prompt-in-context-learning logoprompt-in-context-learning
01Curated collection of the latest research papers on In-Context Learning, Prompt Engineering, Agents, and Foundation Models.
02Interactive playground for experimenting with various large language models.
03Comprehensive guide to prompt engineering techniques for leveraging LLMs effectively.
04Practical ChatGPT prompt examples applicable to work and daily life.
05LLMs usage guide focusing on quick integration and utilization with tools like LangChain.
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

prompt-in-context-learning logoprompt-in-context-learning
↳Learning and mastering advanced prompt engineering techniques for optimal LLM interaction.
↳Experimenting with and comparing different large language models in a dedicated environment.
↳Applying ready-to-use prompt examples to enhance productivity in professional and daily tasks.
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

prompt-in-context-learning logoprompt-in-context-learning
EssentialTrending
agency-agents-zh logoagency-agents-zh
Most Popular
FAQ

FAQ

What is the difference between prompt-in-context-learning and agency-agents-zh?
Both prompt-in-context-learning and agency-agents-zh are in the Prompt Engineering category. prompt-in-context-learning has 2.2k stars, while agency-agents-zh has 21.6k stars.
Which is better, prompt-in-context-learning or agency-agents-zh?
The best choice depends on your use case. Choose prompt-in-context-learning if Learning and mastering advanced prompt engineering techniques for optimal LLM interaction., and agency-agents-zh if Adding Chinese-language specialist subagents to Claude Code.
Is prompt-in-context-learning free or open source?
Yes, prompt-in-context-learning is open source on GitHub (MIT).
Is agency-agents-zh free or open source?
Yes, agency-agents-zh is open source on GitHub (MIT).
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