Scenari di bug-fix
Ogni esecuzione parte da un test fallito riproducibile e termina con la verifica.
Benchmark
Più veloce. Più economico. Verificato.
Measured across 87 bug-fix tasks on identical checkouts: Codna verified 87/87 (100%) at ~$0.02 per fix — 5× fewer tokens and 1.7× faster than Cursor, and 6.6× cheaper than Cline (which verified only 73.6%).
| Metric | Codna | Cursor | Cline |
|---|---|---|---|
| Fixes verified | 87/87 | 87/87 | 64/87 |
| Accuracy | 100% | 100% | 73.6% |
| Avg wall time | 13.4s | 22.6s | 72.9s |
| Avg tokens / fix | 16.2K | 81.0K | 64.8K |
| Avg cost / fix | $0.021 | n/a | $0.139 |
| Repo understanding | 0 tokens | LLM context | LLM context |
5×fewer tokens than Cursor, 1.7× faster.
$0.02per verified fix — 6.6× cheaper than Cline.
100%verified (87/87) vs Cline's 73.6%.
Metodologia
Bug reali. Repo reali. Test superati.
Il set di benchmark include bug singoli, bug multipli in un repository e repository mai visti dall'agente. Ogni scenario viene conteggiato solo quando il test supera.
Repo scansionati
Codna ha compreso 130 repository in 110 linguaggi in 9,2 secondi.
Meno contesto
Codna invia all'agente un bundle di evidenze invece dell'intero repo.
Per verified fix
Measured spend to ship one verified fix — about 28× cheaper than a typical agentic edit.
Measured 2026-06-15 on identical isolated checkouts. Every scenario counts only when your own test passes. Download the raw dataset (JSON) →
Frequently asked
Codna ran head-to-head against OpenAI Codex CLI and Google Gemini CLI across 8 real bug-fix scenarios. Every fix was verified by the project's own tests. No synthetic tasks, no self-reported numbers.
A fix counts only when the test suite passes. Codna went 8 for 8. A fix that compiles but breaks tests is not counted.
Codna sends the AI agent an evidence bundle measured at roughly 600 tokens — 162x less context than reading the full repository. That translates directly to lower API costs, typically pennies per fix.
The deterministic engine maps the dependency and blast-radius graph in about 60 ms using zero LLM tokens. The agent receives only the relevant evidence, so there is far less to process before a fix is produced.
Yes. In measured testing, Codna mapped 130 repositories in 9.2 seconds, using zero tokens for the mapping step.
The benchmark compared Codna against the default configurations of OpenAI Codex CLI and Google Gemini CLI as available at time of testing. Codna is bring-your-own-key, so you choose the underlying model.
Verifica nel tuo repo.
codna fix . --issue "the failing test"