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v0.21.0
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57.9% faster than shell and 37.4% faster than upstream
Code Cortex reduced complete-task time by 57.9% versus shell tools across 22 eligible pairs.
It reduced time by 37.4% versus upstream across 14 eligible pairs.
| Comparison | Overall | 10K lines | 1M lines | 100M lines | One-shot | Multi-step |
|---|---|---|---|---|---|---|
| Code Cortex vs shell | 57.9% (22/24) | 57.7% (8/8) | 56.1% (6/8) | 59.4% (8/8) | 33.3% (12/12) | 75.7% (10/12) |
| Code Cortex vs upstream | 37.4% (14/16) | 37.8% (8/8) | 36.9% (6/8) | Unavailable | 33.3% (8/8) | 42.6% (6/8) |
Each result includes only terminal, source-correct, exact pairs from a controlled Linux run on September 10, 2026.
The run used fresh gpt-5.6-sol sessions, medium reasoning effort, and warm synthetic C++ indexes.
Upstream exceeded both the 4 GiB and 32 GiB memory budgets at 100M lines.
These results cover one-shot lookups and multi-step three-hop chains.
Read the full results.
Use the reproduction kit to repeat the controlled comparison.
What changed
- Bounded result storage reduces task-time memory pressure on large repositories.
- Targeted
trace_pathsearches bound graph work between known endpoints. inspect_symbolreturns source, callers, tests, cross-language links, and trust signals in one call.CBM_UPDATE_CHECK=0disables the background release check for controlled runs.- The public harness compares Code Cortex, shell tools, and pinned upstream with source-correct grading.
Install or update
curl -fsSL https://raw.githubusercontent.com/tigercosmos/code-cortex-mcp/main/install.sh | bashRestart the coding agent after the update.