"author:Liyuan1992" matching MCP servers:

Enables agents to read, navigate, and query long-term memory stored as readable, reviewable source files, exposing paged catalogs, indexed searches that explain their misses, bounded relation traces, link diagnostics, raw file access, and preflight checks of drafts against MUST constraints. It serves this read-only by default over stdio so any MCP client can start from a memory catalog and keep reading toward the answer instead of relying on a single similarity guess.