AI analysis and deep dives.
Code knowledge graphs make coding agents more accurate, faster, and cheaper when you use them for the right jobs. A practical look at Graph RAG, GitNexus, and codebase-memory-mcp, including when not to bother.
Attackers are now poisoning the extensions, npm packages, MCP servers, and AI skills developers install every day. Enterprises need an AI supply chain security layer that discovers, scans, approves, and monitors these tools inside the SDLC.
Cursor, Claude Code, Copilot, and Codex already provide strong base harnesses. The next advantage is an enterprise, domain-aware layer that understands your repos, rules, skills, tools, tests, and context limits.
