related-skills-surfacer

To find community skills for your legal workflow, this tool applies keyword overlap and practice-image filtering against the registry, surfacing only strong-match recommendations at task end without disrupting active work.

Yes, skill recommendations can trigger automatically via a passive end-of-task hook. It surfaces relevant community skills once-only at task completion, using persisted decisions to suppress repeat notifications and prevent noise.

Practice-image filtering is a mechanism that matches registry skills against your stored practice profile and task description. It ensures recommended skills fit your specific legal and compliance context before they are surfaced.

To stop irrelevant recommendations, the system uses a strong-match threshold and practice-image filtering by default. You can also configure it to disable notifications entirely, ensuring weak relevance stays silent during your workflow.

No, the recommendation system notifies you only once per skill. It persists surfaced decisions to enforce once-only suppression, preventing repeated notifications about the same community skill across subsequent tasks.