Deployment, monitoring, logging and container tooling that an agent may need to operate or observe a system.
Validator uptime — IQR outlier flags + Secondary-measure weighted mean: IQR outlier flags + Secondary-measure weighted mean for supplied validator uptime records (online_minutes, observed_minutes). Up to 200 rows; 2 inde...
Audience level - Multiclass log loss: Multiclass log loss for Audience level. Up to 200 supplied labelled text records. Local dataset tools, evaluation and small naive-Bayes baselines; no hosted model or foundation-model...
Waste monitoring - IQR outlier flags: IQR outlier flags for Waste monitoring. Up to 200 supplied typed records. Local numeric and data-quality processing; no external enrichment or forecasting. One of 25 profiles or calc...
Validator uptime — Category frequencies + Keyed dataset comparison: Category frequencies + Keyed dataset comparison for supplied validator uptime records (online_minutes, observed_minutes). Up to 200 rows; 2 independent...
Service uptime — Record quality audit + String normalisation: Record quality audit + String normalisation for supplied service uptime records (available_minutes, observed_minutes). Up to 200 rows; 2 independent reports u...
Validator uptime — Duplicate key report + Trailing mean series: Duplicate key report + Trailing mean series for supplied validator uptime records (online_minutes, observed_minutes). Up to 200 rows; 2 independent reports...
Service uptime — Keyed dataset comparison + Explicit missing-value fill: Keyed dataset comparison + Explicit missing-value fill for supplied service uptime records (available_minutes, observed_minutes). Up to 200 rows; 2...
Point clouds — String normalisation + Keyed dataset comparison: String normalisation + Keyed dataset comparison for supplied point clouds records (point_count, file_mb). Up to 200 rows; 2 independent reports using shared...
Point clouds — String normalisation + Daily sum series: String normalisation + Daily sum series for supplied point clouds records (point_count, file_mb). Up to 200 rows; 2 independent reports using shared local analytica...
Point clouds — Duplicate key report + Numeric interval filter: Duplicate key report + Numeric interval filter for supplied point clouds records (point_count, file_mb). Up to 200 rows; 2 independent reports using shared l...
Validator uptime — Category frequencies + Secondary-measure weighted mean: Category frequencies + Secondary-measure weighted mean for supplied validator uptime records (online_minutes, observed_minutes). Up to 200 rows;...
Cloud usage imports — Valid row export: Valid row export for Cloud usage imports. Validate a declared CSV table contract, up to 1000 rows. Quoted cells supported; no external enrichment. Specialised preset in a shared 50...
Detects the technologies of a website homepage (CMS, e-commerce, frameworks, web server, CDN/hosting, analytics, tag managers, ad pixels, payments, chat, consent, security headers, fonts) with category, version when visi...
Cloud usage imports — Record key uniqueness: Record key uniqueness for Cloud usage imports. Validate a declared CSV table contract, up to 1000 rows. Quoted cells supported; no external enrichment. Specialised preset in a...
Point clouds — Base-100 series + Secondary-measure weighted mean: Base-100 series + Secondary-measure weighted mean for supplied point clouds records (point_count, file_mb). Up to 200 rows; 2 independent reports using sh...
Point clouds — Numeric distribution + Two-measure correlation: Numeric distribution + Two-measure correlation for supplied point clouds records (point_count, file_mb). Up to 200 rows; 2 independent reports using shared l...
Water monitoring - Exact row deduplication: Exact row deduplication for Water monitoring. Up to 200 supplied typed records. Local numeric and data-quality processing; no external enrichment or forecasting. One of 25 prof...
Point clouds — String normalisation + Base-100 series: String normalisation + Base-100 series for supplied point clouds records (point_count, file_mb). Up to 200 rows; 2 independent reports using shared local analytical...
Service uptime — Record quality audit + Exact row deduplication + Numeric interval filter: Record quality audit + Exact row deduplication + Numeric interval filter for supplied service uptime records (available_minutes,...
Validator uptime — Record quality audit + String normalisation + Adjacent row changes: Record quality audit + String normalisation + Adjacent row changes for supplied validator uptime records (online_minutes, observed_mi...
Water monitoring - Date by category pivot: Date by category pivot for Water monitoring. Up to 200 supplied typed records. Local numeric and data-quality processing; no external enrichment or forecasting. One of 25 profil...
Validator uptime — Numeric interval filter + IQR outlier flags: Numeric interval filter + IQR outlier flags for supplied validator uptime records (online_minutes, observed_minutes). Up to 200 rows; 2 independent reports...
Lint a Dockerfile: base image pinning, root user, curl|sh, remote ADD, secrets in ENV/ARG, apt/pip/npm hygiene, chmod 777, EXPOSE 22, HEALTHCHECK, layer cache order. Returns findings with line, why, fix and a score.
Lint a docker-compose file: privileged, host network/pid/ipc, Docker socket mounts, SYS_ADMIN/ALL capabilities, unpinned images, database ports published on all interfaces, literal secrets, restart policy, memory limits.