Framework comparison
Choosing the best harness for DeepSeek
The right harness depends on your workflow, security boundary, extension needs, and tolerance for early-stage APIs.
Compare the right dimensions
Evaluate model protocols, tool lifecycle, session persistence, sandbox isolation, observability, deployment, and maintenance maturity.
Framework or finished product?
A meta-framework optimizes for composition; a finished coding agent optimizes for an integrated workflow. Feature counts hide this trade-off.
Use a repeatable trial
Run the same repository task, permission policy, and failure scenarios. Record versions and avoid unverified marketing claims.