Forge Orchestrator: Multi-AI task orchestration. File locking, knowledge capture, drift detection. Rust.

Keep Claude Code context clean. Open-source toolkit: drift detection, re-read dedup, integrity scoring, AST-aware reads, 15 MCP tools. 62.6% measured savings, reproducible.

Persistent session memory for AI coding agents — local-first, with on-device inference, associative recall, and drift detection. Works with Claude Code, Cursor, and Codex.

CI-native security testing for MCP servers. Attack simulation, schema drift detection, and health scoring before agents depend on them.