Use this repository as a deterministic symbolic memory and reasoning skill for agent workflows. Trigger when an external agent such as OpenClaw or Hermes needs to query known facts, explain a symbolic failure, or classify a user statement for memory ingestion and revision.
Conditioning guidance for the MCP `pre_think` tool that rewrites an incoming utterance into a cleaner continuation utterance for the main model.