Features
Automated documentation generation from AST and SCIP parsing
Topological dependency graph generation
Incremental doc updates via Merkle tree diffing
Multi-language support (SCIP cross-references)
Search agent (Martin) with parallel queries and citations
MCP integration for agentic coding tools
Visual dependency graph UI (React Flow)
Context reduction: 40-60% fewer tokens
Code change impact flagging (cascading changes)
Onboarding mode: new hires navigate via dependency graph
Auto-refresh docs on push to main
Open source, self-hostable
Live knowledge graph from code, commits, issues, and docs
Feasibility analysis: flags buildable vs risky items
Technical design document generation grounded in service topology
Impact assessment maps services, APIs, and dependencies across repos
Auto-scoping epics into Jira/Linear stories with effort estimates
One-shot production code generation grounded in service patterns
AI code reviews with cross-repo impact analysis
Production issue triage via MCP
Conversational learning from Slack and Jira
Accelerated onboarding via system-level Q&A in coding agents
Create Jira tickets and merge requests from Slack
MCP server for integration with Cursor, Claude Code, Codex
On-prem or cloud deployment
No code storage or model training
