access-reviewGovernance. Quarterly access review (recertification) over all data usage agreements in Entropy Data: flags agreements without a clear purpose, long-pending requests, access to deprecated products, individual users on restricted data, duplicates, and provisioning that never completed, ranked by risk
contract-change-reviewData Product Owners. On a pull request or before a planned change to a data contract or data product in Entropy Data, classifies each change as breaking or not, finds the affected consumers, downstream data products, and lineage, and returns a green/yellow/red verdict with a rollout plan and notific
data-discoveryData Product Builders. For a use case described in plain language, searches Entropy Data for candidate data products and evaluates each one's fitness: schema match, semantics, quality track record, freshness, terms of use, sensitive data, existing consumers, and owner, returning a ranked shortlist w
data-usage-monitorGovernance and security. Analyzes how data products are actually used in Entropy Data, from usage traces, and flags usage without a valid access agreement, usage after an agreement ended, bulk extraction from ports with personal data, queries on sensitive columns that the agreed purpose does not cov
dataproduct-health-briefingData Product Owners. Weekly briefing for a data product owner on their data products in Entropy Data: contract test trends, consumers and their purposes, actual usage versus granted access, costs, discoverability gaps, and pending access requests with a recommendation each, returned as a ranked to-d
duplicate-dataproduct-finderGovernance. Monthly analysis that finds duplicate and overlapping data products in Entropy Data by comparing names, descriptions, contract schemas, source systems, lineage, and linked business concepts, and returns ranked clusters with evidence and a consolidation recommendation. Use when a governan
entropy-data-cliCore. Set up and use the entropy-data CLI, the core component every other Entropy Data skill builds on. Use when the user wants to install the CLI, connect to an Entropy Data organization, check which organization they are talking to, or when another skill's Step 0 says to verify the connection.
governance-incident-triageGovernance. Always-on triage of governance events in Entropy Data: reads what changed since the last run (new or changed data products, contracts, access requests, failed provisioning, test results, deleted assets), detects governance conditions such as products without owner or contract, sensitive
insights-dashboardsGovernance leads and data platform teams. Builds custom metrics and customizes the dashboards of Insights in Entropy Data: writes Apache Ossie semantic models with metrics on the Entropy Data Marketplace Analytics datasets, and dashboards in the Perses format with numbers, charts over time, bars, ta
landscape-reportGovernance. Weekly governance landscape report over all data products and data contracts in Entropy Data: ownership, contract coverage, test health, glossary coverage, certifications, lifecycle, and the organization's own policies, returned as a scorecard per team with ranked findings. Use when a go
pii-exposure-scannerGovernance and security. Scans data contracts and uploaded example data in Entropy Data for personal data (emails, phone numbers, names, addresses, birth dates, IBANs, card numbers, national IDs), flags fields that are not classified accordingly, finds real-looking personal data in example data, and
semantic-namespace-reviewGovernance and data architects. Reviews a semantic namespace (the business ontology) in Entropy Data, finds improvements such as duplicate or overlapping concepts, missing or weak descriptions, isolated concepts, missing relationships, concepts no data product uses, and recurring contract fields wit
test-failure-root-causeData Product Builders. When a data contract test fails in Entropy Data, investigates the failing checks, the test history, recent contract changes, lineage runs, and upstream input data products to produce a ranked root cause hypothesis, the affected consumers, and a suggested fix. Use when a data e
unmanaged-data-finderGovernance and platform. Compares the data assets that Entropy Data imported from the data platforms with what data products and data contracts actually govern, and reports important or sensitive-looking tables that no data product covers, data products that reference assets which no longer exist, a