End-to-end MCP server verification — spawn stdio server, list tools, invoke each one, verify response shape.
Set up a demo session — pick a sample repo, index it, open web UI, prep the narrative.
Run full lint + format + test + frontend build. Pre-commit / pre-release check.
Cut a release — bump version, update CHANGELOG, tag, push, create GitHub release, install local binaries.
Sprint / project status from knowledge graph. Show what's planned, in-progress, done.
Audit MCP tool set — count, descriptions, consolidation candidates, budget compliance.
Autonomous research loop. Takes a topic, runs web searches, fetches sources, synthesizes findings, and files everything into the knowledge graph. Based on Karpathy's autoresearch pattern. Triggers on: "/autoresearch", "research [topic]", "deep dive into [topic]", "investigate [topic]", "find everything about [topic]", "go research".
Ingest any source (file, URL, image) into the codescope knowledge graph. Extracts entities, concepts, claims, and cross-references them with existing code entities. Triggers on: "ingest this", "add to knowledge base", "read and file", "process this source", "ingest [url]", "wiki ingest".