Features
Multi-factor NLP code ranking (BM25, TF-IDF, import graphs, Git signals)
MCP server for native AI assistant integration
100% local processing – no data leaves your machine
Context distillation with file ranking and summary
Session management with persistent tenets (guiding principles)
Project analysis: complexity hotspots, ownership, quality metrics
Team velocity tracking (momentum command)
Dependency graph visualization (interactive D3.js HTML)
Optional ML embeddings (semantic transformers with tenets[ml])
Token-budget-aware packing and model-specific token counting
Rules-based and ML summarizers built-in
CLI for rank, examine, distill, session, viz, momentum commands
Privacy-first: no API keys required for core features
Open source under MIT license
Autonomous planning, coding, and PR creation
FrontierCode evaluation for merge-worthiness
Auto-Triage: automated bug monitoring and fix PRs
Native Windows VM support for building and testing
Android emulator integration for mobile testing
Devin Desktop: Windsurf IDE + Devin Cloud + Agent Command Center
Devin Security Swarm: vulnerability find and fix
Devin Fusion: hybrid-model cost savings
Session persistence across runs for long tasks
Multi-step engineering task execution end-to-end
Auto-fixes for review comments in PRs
Integration with GitHub, Slack, Jira, Linear, Datadog
Human-equivalent hour productivity measurement
$10M AI Productivity Guarantee for enterprises
Support for large, complex codebases
