Understanding the Osprey moderation infrastructure — system architecture, ClickHouse data access, schema reference, and relationship to Ozone labelling. Use when investigating AT Protocol accounts or reviewing rule execution data.
Reference guide for Ozone MCP tools — query patterns, filter combinations, pagination, write tool conventions, and common recipes. Use when working with the Ozone moderation API via MCP tools. Does not prescribe a workflow — see working-the-queue for queue triage methodology.
Systematic investigation methodology for Osprey SML rules projects. Produces structured text reports on project structure, labels, models, UDFs, and execution graphs.
Use when writing or modifying Osprey SML rule files from a validated rule specification. Covers model writing, rule writing, effect wiring, and execution graph wiring. Not triggered on general coding tasks.
Use when fixing Osprey SML validation errors or reviewer-identified issues. Contains error categories, fix patterns, and debugging workflow. Not triggered on general coding tasks — only when resolving specific SML errors.
Use when writing SML rules for Osprey — syntax questions, type system, naming conventions, labeling patterns, entity extraction, window counting, or label operations
Use when gathering requirements for a new Osprey SML rule before any code is written. Not triggered on general coding tasks — only when planning what a rule should detect, which labels to apply, and what signals to use.
Use when validating or reviewing Osprey SML rules. Defines three-layer verification (osprey-cli, proactive checks, convention review) with severity classification. Not triggered on general coding tasks.