Safe operations on the ASTGL knowledge base databases — inspect, verify integrity, re-index or retire specific articles, fix orphaned vectors, checkpoint WAL, manage backups. Use when James wants to "fix the database", "remove an article", "re-index X", "why is search returning Y", "check DB integrity", "clean up…
Scaffold and ship a new scheduled automation for the ASTGL knowledge system end-to-end — pipeline script with the stdout/stderr contract, launchd plist with pinned PATH, Maester cron descriptor, build, bootstrap, smoke test, and PR. Use when James wants a "nightly/daily/hourly job", "new pipeline", "schedule a…
Diagnose the ASTGL knowledge pipeline end-to-end — launchd jobs, logs, databases, Ollama, mounts, dist freshness, stuck rewrite jobs. Use when James says "is the pipeline healthy", "why didn't X run", "triage", "morning check", "something's off with the knowledge base", or when any scheduled job appears to have failed…
Claude Code instructions for Jmeg8r/mcp-astgl-knowledge, covering mcp-astgl-knowledge — operating manual, what this repo actually is, system map, databases (all in data/) and scheduling — the single most misunderstood thing here.