DeepCode vs open-swe

The two are close in size: 16.5k stars for DeepCode, 10.7k for open-swe. Over the days we have tracked them DeepCode moved +4.7% and open-swe +7.5%, so open-swe is growing faster right now.

Neither one leads on the six capability axes, so the choice comes down to which of them fits the way you already work.

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
16.5k
Tracked growth
+4.7%
Maturity
Last commit
4d ago
Language
Python
License
MIT
Cost to run
Requires your model API key (OpenRouter or other provider)

Provides pluggable isolated cloud sandboxes and subagent orchestration out of the box for safe, parallelized repo edits and automatic PR creation.

Stars
10.7k
Tracked growth
+7.5%
Maturity
Last commit
2h ago
Language
Python
License
MIT
Cost to run
Your API key + cloud sandbox costs
0%+8%90 tracked days
HKUDS/DeepCodelangchain-ai/open-swe

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.

AxisDeepCodeopen-swe
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
Whole-repo access
Noise control
How it keeps output volume down — severity thresholds, deduplication, incremental runs over new commits only.
Permission & validation
Basic filters & middleware
Customization
How far it bends to your team: custom rules, prompts, style guides, per-path config.
Extensible skills & hooks
Highly customizable
Privacy
Whether your code stays on your own infrastructure: fully local, self-hostable, or cloud API only.
BYO API key
Cloud APIs (your key)
Model freedom
Whether you can point it at any provider, or it is wired to one.
Provider-agnostic (BYOK)
Bring-your-own-key
Setup ease
What it takes to get a first useful run out of it.
Config + API key
Multi-service 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.

Runs in cli, web-app, ci. Works with byok.

Pick open-swe if…

Customizable architecture — swap sandboxes, models, tools, and middleware to build an internal coding agent that runs each task in an isolated cloud sandbox and opens PRs automatically.

Runs in pr-bot, web-app, cli. Works with byok.

What people want from each one

Questions people ask

Is DeepCode better than open-swe?

Neither one leads on the six capability axes, so the choice comes down to which of them fits the way you already work. 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 open-swe keeps my code private?

DeepCode: BYO API key (3/5). open-swe: Cloud APIs (your key) (3/5).

What does each one cost to run?

DeepCode: Requires your model API key (OpenRouter or other provider). open-swe: Your API key + cloud sandbox costs.

Full profiles: HKUDS/DeepCode and langchain-ai/open-swe. Everything else in Autonomous SWE agents.