Powerful Features

Everything you need to maintain a healthy codebase and prevent duplicate work.

Engineered for Scale

Stop wasting budget on redundant engineering execution.

Repository Memory Engine

Vector-index every PR, issue, and discussion to provide instant, organization-wide semantic recall.

Instant CI/CD Blocking

Block duplicate engineering natively inside your Pull Request status checks before code is merged.

Automated Risk Triage

Dynamically score PR impact and route complex architectural changes to the original authors.

Enterprise BYOK Security

Bring Your Own Key or use local ONNX node embeddings. We never train on your proprietary codebase.

Cross-Repo Radar

Detect overlapping work not just in one project, but across your entire global organization.

Continuous ROI Tracking

Gain visual insights into repository health and track exact engineering hours saved per week.

How It Works

Sub-linear scaling with multi-signal ranking.

┌─────────────┐ │ New PR │ │ (Trigger) │ └──────┬──────┘ │ ▼ ┌─────────────────┐ │ Bloom Filter │ ──── Early rejection (O(1)) │ (Fast Path) │ └──────┬──────────┘ │ might contain ▼ ┌─────────────────┐ │ Embedding │ ──── Text + Diff embeddings │ Pipeline │ (OpenAI or ONNX) └──────┬──────────┘ │ ▼ ┌─────────────────┐ │ ANN Search │ ──── Candidate retrieval (k=20) │ (Retriever) │ └──────┬──────────┘ │ ▼ ┌─────────────────┐ │ Multi-Signal │ ──── Text + Diff + File Overlap │ Ranker │ (Configurable weights) └──────┬──────────┘ │ ▼ ┌─────────────────┐ │ Decision │ ──── HIGH (≥0.9), MEDIUM (≥0.82), LOW │ Engine │ └─────────────────┘