librarian-query-protocol

Centralize project knowledge queries by routing all information requests through a reference librarian workflow that gathers, filters, and routes relevant data. This prevents uncontrolled codebase exploration and ensures consistent agent access to accumulated knowledge.

A librarian-first knowledge query protocol is a centralized workflow that intercepts all information requests before direct file exploration occurs. It enforces confidence-aware responses, manages exploration confidence, and produces structured output artifacts for accumulated project knowledge.

Prevent uncontrolled exploration by enforcing a centralized librarian protocol that requires agents to query for file locations, patterns, and prior learnings before acting. This confidence-aware workflow ensures agents wait for structured exploration results before proceeding.

Manage exploration confidence by enforcing a librarian protocol that waits for exploration results before proceeding with any task. This workflow supports retrieving applicable scoped lessons and reporting new discoveries to maintain accurate, confidence-aware accumulated knowledge.

Yes, a centralized librarian workflow is explicitly designed for multi-agent contexts needing file locations, patterns, prior learnings, or PRD references. It routes these specific inquiries to ensure agents access applicable scoped lessons without direct codebase searches.