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Use when correcting batch effects in merged bulk expression matrices with sample-level batch metadata while preserving biological group structure and generating before-and-after...

Correct or withdraw specific saved Knowledge claims, explicit relationships, or pages at the user's request, preserving provenance and inspecting affected knowledge. Use for...

Resolve and enrich Knowledge people, companies, projects, and concepts during an authorized ingestion or entity update, with sourced State, source notes, and links. Read-only...

Incrementally ingest enumerable external sources into Knowledge with canonical source identity, retained snapshot manifests, overlap-aware diffing, and reconciliation of changed...

Content Length Comparator. Use when working with two or more labeled text samples.

Bounce Rate Estimator. Use when working with sessions and bounced sessions, or sessions and engaged sessions with metric definition.

Football season leaderboards and transfer news from FootVal: top scorers, assists, minutes and appearances per competition, plus confirmed transfers and rumours with reliability.

Explain what a footballer is worth with FootVal: its own transfer value next to the market value, the factors behind the gap, and comparisons of two to four players.

Football scores, fixtures, match centres and league tables through FootVal: live and past results, a team's next or last matches, events, statistics, line-ups and standings.

Scout and rank footballers with FootVal: shortlists by league, position, age, foot and value; undervalued, overvalued, rising and young players; club, league and national squads.

Find products for sale across online shops, list returned sellers' prices with direct links, and run Amazon and Shopify extraction Jobs through the hosted datawebot MCP server.

Production-ready patterns for dbt (data build tool) including model organization, testing strategies, documentation, and incremental processing.

Expert in vector databases, embedding strategies, and semantic search implementation. Masters Pinecone, Weaviate, Qdrant, Milvus, and pgvector for RAG applications, recommendation...

Plan and review read-only data warehouse analysis with explicit scope, privacy, provenance, and validation checks.

Design, audit, and improve analytics tracking systems that produce reliable, decision-ready data.

Analytics de produto — PostHog, Mixpanel, eventos, funnels, cohorts, retencao, north star metric, OKRs e dashboards de produto.

Comprehensive patterns for designing effective Key Performance Indicator (KPI) dashboards that drive business decisions.

Build production Apache Airflow DAGs with best practices for operators, sensors, testing, and deployment. Use when creating data pipelines, orchestrating workflows, or scheduling...

Build scalable data pipelines, modern data warehouses, and real-time streaming architectures. Implements Apache Spark, dbt, Airflow, and cloud-native data platforms.

Implement data quality validation with Great Expectations, dbt tests, and data contracts. Use when building data quality pipelines, implementing validation rules, or establishing...