Features
Entity-level diff analysis highlighting structurally risky changes
Graph-centric risk scoring based on dependents and blast radius
Change classification (text, syntax, functional) using ConGra taxonomy
Local execution with no LLM or API calls required for core triage
Optional LLM review via `inspect review` (Anthropic, OpenAI, Ollama, any OpenAI-compatible server)
Supports 21 programming languages plus 5 data formats via sem-core and tree-sitter
MCP server with 6 tools for AI-agent integration (inspect_triage, inspect_entity, etc.)
Parallel graph building for large codebase support (e.g., Sentry: 40s → 4s)
Supports Git diff, PR review, single file review, and repo-wide benchmark
Multiple output formats: terminal, JSON, markdown
No database required; stateless per commit
95% recall on planted bugs benchmark (141 bugs, 52 PRs, 5 repos)
83.5% high/critical recall on Greptile benchmark
Four-phase pipeline: Extract, Classify, Score, Group
Untangles tangled commits via Union-Find on dependency edges
Visual screen editor with infinite canvas
AI agents: Claude, GPT, Gemini, Qwen 3.7 Max, Claude Opus 4.8, Gemini 3.5 Flash
BYO API keys for OpenAI, Anthropic, OpenRouter on any plan
Live preview on device via QR code
Built-in code editor for pixel-level control
One-click publishing to web, iOS, Android
Full version control with rollback
Shared task board for organizing work
Team collaboration with roles and permissions
REST API integration with one-click setup (Webflow, Shopify, Xano, Supabase)
Supabase backend (database, auth, storage) in open beta
Theme and typography editing with Google Fonts picker
MCP integrations: Cloudflare, HighLevel
Exportable source code with full GitHub history
Expert services: scoping, design, backend, troubleshooting