Features
AI-powered vulnerability scanning
Conversational remediation guidance
Multi-language support (Python, JS, Go, etc.)
Integration with GitHub, GitLab, Bitbucket
Real-time security feedback during development
Automated dependency scanning
Secret detection (API keys, tokens)
Team collaboration workspaces
CI/CD pipeline integration
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
