memoryClaw

Complete map of the Akashic Context codebase — key files, types, conventions, and current implementation state. Preload into agents working on this project.

Patterns for implementing memory_add tool in Akashic Context — LLM extraction pipeline, deduplication by merge, file naming, prompts. Preload into agents implementing Sprint 1.

Patterns for implementing in-process vector search in Akashic Context — cosine similarity in TypeScript, searchVectorInProcess(), hybrid merge integration. Preload into agents implementing Sprint 1.

Patterns for adding and modifying MCP tools in Akashic Context — Zod schemas, error handling, response format, and tool registration. Preload into agents modifying mcp-server/src/index.ts.

Patterns for implementing per-user isolation in Akashic Context — directory structure, DB path conventions, workspace isolation, working memory (context.json). Preload into agents implementing Sprint 0.