AgentIndex icon
AgentIndex
AntOmniEvo logo
AntOmniEvo
★ 1.2k
vs
agency-agents-zh logo
agency-agents-zh
★ 21.6k

AntOmniEvo vs agency-agents-zh

AntOmniEvo: AntOmniEvo is an auto-evolution framework from Ant Research that optimizes any system expressible as a directory of tunable files with a repeatable evaluation. You define the system, evaluator, data and artifact schema; the framework runs the loop while a coding-agent Proposer reads failure trajectories and edits the files.; 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

AntOmniEvo logo
AntOmniEvoPrompt Engineering · ★ 1.2k

Optimizing agent skills and system prompts, e.g. NL2SQL skills

Read AntOmniEvo 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
AntOmniEvo logoAntOmniEvo
agency-agents-zh logoagency-agents-zh
Category
Prompt Engineering
Prompt Engineering
Stars
★ 1.2k
★ 21.6k
License
Apache-2.0
MIT
Install Command
—
—
Updated
1w ago
1d ago
Open Source
Yes
Yes
Website
↗ Visit
↗ Visit
GitHub
↗ GitHub
↗ GitHub
Tags
agent, agent-evolution, agent-framework
ai-roles, agent-personas, claude-code
03

Features

AntOmniEvo logoAntOmniEvo
01Tunable artifacts are real directories (SKILL.md, pipeline.json, single-file algorithms), so optimization is plain file editing
02Coding-agent Proposer edits files based on failure trajectories
03Framework handles scheduling, budgets, selection and persistence in a resumable CandidateStore
04Delivers a diffable best candidate with change lineage tied to the failures that motivated each edit
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

AntOmniEvo logoAntOmniEvo
↳Optimizing agent skills and system prompts, e.g. NL2SQL skills
↳Tuning retrieval pipeline configs and node code
↳Evolving single-file algorithms against a benchmark
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

AntOmniEvo logoAntOmniEvo
Trending
agency-agents-zh logoagency-agents-zh
Most Popular
FAQ

FAQ

What is the difference between AntOmniEvo and agency-agents-zh?
Both AntOmniEvo and agency-agents-zh are in the Prompt Engineering category. AntOmniEvo has 1.2k stars, while agency-agents-zh has 21.6k stars.
Which is better, AntOmniEvo or agency-agents-zh?
The best choice depends on your use case. Choose AntOmniEvo if Optimizing agent skills and system prompts, e.g. NL2SQL skills, and agency-agents-zh if Adding Chinese-language specialist subagents to Claude Code.
Is AntOmniEvo free or open source?
Yes, AntOmniEvo is open source on GitHub (Apache-2.0).
Is agency-agents-zh free or open source?
Yes, agency-agents-zh is open source on GitHub (MIT).
Cloud Infrastructure
Ad

Deploy on DigitalOcean

Host your MCP servers, Docker containers, and AI agents with $200 free credit over 60 days.

Claim $200 Free Credit
→

Related

Alternatives to AntOmniEvo →Alternatives to agency-agents-zh →AntOmniEvo details →agency-agents-zh details →