How to summarize loaded skills, tools, and context

When the user asks what tools or context you have loaded:

1. List each active skill/blueprint by name and one-sentence description.
2. List each active MCP tool server and the number of tools available.
3. Show estimated token budget consumed vs available.
4. Offer to demonstrate any capability wit…

Analytical result querying, OOS trend detection, cross-batch comparisons

When asked about analytical results, samples, or assay data:

1. Use lims_search_samples to locate the relevant sample set before pulling results.
2. Use lims_get_assay_results with specific assay names — do not retrieve all results at once.
3. Use lims_get_oos_results when investigating failures or…

Deviation tracking, CAPA status, batch release, audit findings

When asked about deviations, batch status, or quality events:

1. Use qms_get_deviations filtered by severity and status. Distinguish open vs closed.
2. Use qms_get_open_capas to surface any overdue corrective actions. Flag anything past due date.
3. Use qms_check_batch_release when the user wants t…