13 tagged deduction, measured the same way as everything else here.
Browse within: fulltext 10hybrid-search 10knowledge-graph 10model2vec 10
Skill Claude CodeCodex
Use when implementing ANY HTTP/API client, connection pool, streaming consumer, or client-side data transform in Go. Mandatory before writing such code (AGENTS.md, code standard #4).
Skill Claude CodeCodex
Deduction search over the 2dph brain (Ladybug graph: ops corpus, portfolio, ssh hosts) with bin/brain/search.go instead of reading files or grepping repos. Use whenever a question starts with "where is", "what runs on", "which file describes", "who is", "how is X done", before opening any documentation.
Skill Claude CodeCodex
Use when implementing file-type handlers, extractors, decoders or transforms for the corpus pipeline. Mandatory before writing such code (AGENTS.md, code standards #8–#11).