"author:cynthiaschomp" matching MCP servers:

Exposes a local SQLite entity/fact/alias knowledge graph to MCP clients over stdio, letting a model look up entities with their parents, children and facts, learn or update records and operational notes, and receive a token-budgeted context block for any prompt. This keeps small 4B–9B models grounded in exact structured data without stuffing prompts or losing relationships and aliases.

Enables local LLM and agent clients to compile deterministic, token-bounded tenant context frames and manage isolated SQLite memory shards through stdio MCP tools, without vector databases or embeddings.