data-quality-validator
Pupfish-LLC/qlik-claude-framework
Post-load data quality validation patterns for Qlik development. Provides query templates for null rate analysis, referential integrity checks, value distribution analysis, row count validation, orphaned record detection, sparse field identification, and duplicate detection. Usable by the qa-reviewer when MCP or post-load data access is available. Also provides patterns for embedding validation checks directly into load scripts. Load when performing data quality validation or writing diagnostic scripts.
platform-conventions
Pupfish-LLC/qlik-claude-framework
Captures existing platform patterns for brownfield Qlik projects. Provides structured templates for documenting existing app inventory, shared subroutine catalogs, naming convention maps, data connection standards, QVD storage conventions, and organizational coding standards. Used by requirements-analyst during Phase 0 context ingestion and by script-developer during Phase 4 for platform compatibility. Load when ingesting platform context or writing scripts that must integrate with existing platform conventions.
qlik-data-modeling
Pupfish-LLC/qlik-claude-framework
Star schema patterns, key resolution strategies, synthetic key prevention, QVD layer design, multi-app architecture patterns, source architecture consumption strategies, and associative engine behavior for Qlik Sense data modeling. Load when designing or reviewing data models.
qlik-expressions
Pupfish-LLC/qlik-claude-framework
Set analysis syntax and patterns, aggregation functions, TOTAL qualifier usage, Aggr() patterns, conditional expressions, null handling in expressions, dollar-sign expansion, expression performance optimization, and common anti-patterns for Qlik Sense expression development. Load when writing or reviewing Qlik expressions.
qlik-load-script
Pupfish-LLC/qlik-claude-framework
Script syntax reference, QVD optimization, incremental load patterns (insert-only, insert/update, insert/update/delete, dual-timestamp for SCD2), master calendar generation, variable definitions, error handling, logging patterns, null handling patterns, diagnostic and validation patterns, subroutine integration, and platform gotchas (SET vs LET, dollar-sign expansion timing, SET variable comma limitation). Load when writing or reviewing Qlik load scripts.
qlik-naming-conventions
Pupfish-LLC/qlik-claude-framework
Field naming, variable naming, table naming, expression naming, and file naming standards for Qlik Sense development. Includes cross-layer naming strategy for tracing field names from source through every ETL layer to UI display name. Includes prefix/suffix conventions, reserved words, and correct vs. incorrect examples. Load when writing or reviewing any Qlik artifact.
