unifi-network-rules

Search, analyze, and query your codebase using semantic vector search, impact analysis, and direct SQL queries against the Oak CI database. Use when finding semantically related code, analyzing code change impacts before refactoring, discovering component relationships, recalling what was discussed or decided in previous sessions, looking up past conversations or outcomes, querying session history, checking activity logs, browsing memories, running SQL against activities.db, or exploring patterns that grep would miss. Do NOT use for storing memories — use oak_remember or oak ci remember instead.

Design effective prompts and optimize context for AI models and agents. Covers prompt engineering foundations (clarity, examples, chain of thought, XML structure), the four context engineering strategies (Write, Select, Compress, Isolate), agent memory and session patterns, and before/after examples showing measurable improvement. Use when writing system prompts, designing agent workflows, optimizing context windows, building prompt templates, structuring few-shot examples, reducing context rot, or improving AI output quality.

Create and maintain project constitutions and agent instruction files. Use when establishing coding standards, adding project rules, creating agent guidance files, syncing rules across agents, or improving AI agent consistency. Also supports RFC/ADR documents for formalizing technical decisions that feed into the constitution.