Source: https://seerepo.com/compare/datawhalechina/hello-agents/vs/multica-ai/multica
Markdown source: https://seerepo.com/compare/datawhalechina/hello-agents/vs/multica-ai/multica.md
Description: hello-agents and multica share 4 technologies: React, Postgres, Redis, and OpenAI. hello-agents is written in Python and multica in Go.

# hello-agents vs multica

hello-agents and multica share 4 technologies: React, Postgres, Redis, and OpenAI. hello-agents is written in Python and multica in Go.

- [datawhalechina/hello-agents](https://seerepo.com/r/datawhalechina/hello-agents): 📚 《从零开始构建智能体》——从零开始的智能体原理与实践教程
- [multica-ai/multica](https://seerepo.com/r/multica-ai/multica): Make humans and AI agents work as one team — open-source and self-hostable.

## What they share and what sets them apart

- In common: React, Postgres, Redis, OpenAI
- Only in hello-agents: Vue, Vite, FastAPI
- Only in multica: Expo, Next.js, chi, net/http, PostHog, Resend

## Side by side

| | hello-agents | multica |
|---|---|---|
| Size | 226,666 lines written, 1,268 code files | 1,347,852 lines written, 2,534 code files |
| Who writes it | 2.4% of its commits signed by AI. With Codex, Cursor, and Claude Code | 35.6% of its commits signed by AI. With Claude Code, Codex, Cursor, and GitHub Copilot |
| Activity | Last push October 13, 2026, 660 commits, 85,167 stars | Last push October 28, 2026, 5,228 commits, 54,065 stars |
| Tests | 97 test files. 6.6% of its code files have a test that imports them | 2,243 test files. 62.6% of its code files have a test that imports them |

- Size: Lines written by people and agents, without generated ones; code files, without tests.
- Who writes it: A commit counts as AI's when it carries its signature: a Co-Authored-By line, its author name or the merge of its branch.
- Activity: From GitHub and its history, on the day SeeRepo read it.
- Tests: The files that test the code, and the share of code files a test imports.

## Frequently asked questions

### Which is bigger, hello-agents or multica?

multica, with 1,347,852 lines written in 2,534 code files; hello-agents has 226,666 in 1,268.

The proof: [multica-ai/multica's code at commit 4a0c147](https://github.com/multica-ai/multica/tree/4a0c147c5020db450fd24459a0da6014fbb9a3d2)

### Which has more GitHub stars, hello-agents or multica?

hello-agents, with 85,167 stars; multica has 54,065.

The proof: [datawhalechina/hello-agents on GitHub](https://github.com/datawhalechina/hello-agents)

### Which has more tests, hello-agents or multica?

multica, with 2,243 test files; hello-agents has 97.

The proof: [multica-ai/multica's code at commit 4a0c147](https://github.com/multica-ai/multica/tree/4a0c147c5020db450fd24459a0da6014fbb9a3d2)

### Which was updated more recently, hello-agents or multica?

multica: its last push was on October 28, 2026, and hello-agents's on October 13, 2026.

The proof: [multica-ai/multica's commits on GitHub](https://github.com/multica-ai/multica/commits)

### Which has more commits signed by AI, hello-agents or multica?

multica: an AI signed 35.6% of its commits, with Claude Code, Codex, Cursor, and GitHub Copilot; in hello-agents, 2.4%.

The proof: [the commits each tool signed in multica-ai/multica](https://seerepo.com/r/multica-ai/multica/ai)

## Sources

- datawhalechina/hello-agents: Read on October 29, 2026, at commit 36f583c (https://github.com/datawhalechina/hello-agents/tree/36f583c233ea5cee4537ef93455702b55053af18)
- multica-ai/multica: Read on October 28, 2026, at commit 4a0c147 (https://github.com/multica-ai/multica/tree/4a0c147c5020db450fd24459a0da6014fbb9a3d2)

## What is your repo built with?

Any public repo, with no account: https://seerepo.com/r/owner/repo/built, with the owner and name it has on GitHub.
