DeepCode vs humanlayer
The two are close in size: 16.7k stars for DeepCode, 11.7k for humanlayer. Over the days we have tracked them DeepCode moved +4.1% and humanlayer +5.1%, so humanlayer is growing faster right now.
DeepCode leads on context depth and noise control and customization and privacy and model freedom and setup ease. humanlayer does not take any axis by a clear margin.
Stars and commit dates come from our own daily tracking. The six axes are read off each project's documentation by our review pipeline, so they describe what a project says about itself, not what we measured in its code.
Where they stand today
DeepCode pairs multi-agent delegation and reusable SKILL playbooks with autonomous, test-driven loops and parallel workers so it can decompose large features, run them in isolation, and iterate until tests pass.
- Stars
- 16.7k
- Tracked growth
- +4.1%
- Maturity
- ●●●●●
- Last commit
- 5d ago
- Language
- Python
- License
- MIT
- Cost to run
- Requires your model API key (OpenRouter or other provider)
This repository is an archived/deprecated reference implementation and public issue history that points to an actively rebuilt service at humanlayer.com.
- Stars
- 11.7k
- Tracked growth
- +5.1%
- Maturity
- ●●●●●
- Last commit
- 4d ago
- Language
- TypeScript
- License
- NOASSERTION
- Cost to run
- Unclear; depends on deployment
Six axes, head to head
Each axis runs 0 to 5. The label under a score is what that project's own docs claim, not a category average.
| Axis | DeepCode | humanlayer |
|---|---|---|
Context depth How much of your codebase it sees before it answers: the open diff, the diff plus related files, or the whole repository. | ●●●●● Whole-repo analysis | ●●●●● Diff only |
Noise control How it keeps output volume down — severity thresholds, deduplication, incremental runs over new commits only. | ●●●●● Permission & validation | ●●●●● No controls |
Customization How far it bends to your team: custom rules, prompts, style guides, per-path config. | ●●●●● Extensible skills & hooks | ●●●●● No customization |
Privacy Whether your code stays on your own infrastructure: fully local, self-hostable, or cloud API only. | ●●●●● BYO API key | ●●●●● Third-party cloud |
Model freedom Whether you can point it at any provider, or it is wired to one. | ●●●●● Provider-agnostic (BYOK) | ●●●●● Fixed provider |
Setup ease What it takes to get a first useful run out of it. | ●●●●● Config + API key | ●●●●● Complex setup |
Which one to pick
Pick DeepCode if…
Autonomous test-driven loops — pick DeepCode when you want an agent that plans, delegates across parallel workers, and iterates on a real repository until the project's tests are green.
- Context depth: Whole-repo analysis (5/5 against 1/5)
- Noise control: Permission & validation (4/5 against 1/5)
- Customization: Extensible skills & hooks (5/5 against 1/5)
- Privacy: BYO API key (3/5 against 1/5)
- Model freedom: Provider-agnostic (BYOK) (5/5 against 1/5)
- Setup ease: Config + API key (3/5 against 1/5)
Pick humanlayer if…
Archived/reference — inspect historical implementation and issue history or follow the maintained rebuild at humanlayer.com rather than use this deprecated code directly.
What people want from each one
HKUDS/DeepCode
Hacker News: DeepCode: Open Agentic Coding drew 18 points and 2 comments.
humanlayer/humanlayer
Hacker News: Show HN: HumanLayer – Human-in-the-Loop for AI Agents drew 5 points and 2 comments.
Questions people ask
Is DeepCode better than humanlayer?
DeepCode leads on context depth and noise control and customization and privacy and model freedom and setup ease. humanlayer does not take any axis by a clear margin. DeepCode is worth picking when autonomous test-driven loops — pick DeepCode when you want an agent that plans, delegates across parallel workers, and iterates on a real repository until the project's tests are green.
Which of DeepCode and humanlayer keeps my code private?
DeepCode: BYO API key (3/5). humanlayer: Third-party cloud (1/5).
What does each one cost to run?
DeepCode: Requires your model API key (OpenRouter or other provider). humanlayer: Unclear; depends on deployment.
Full profiles: HKUDS/DeepCode and humanlayer/humanlayer. Everything else in Autonomous SWE agents.