dataflow-mapping

Trace and document how data transforms through a multi-step pipeline or function chain, showing intermediate state at each step with concrete example values. Use when explaining a data pipeline or complicated codepaths, tracing how a value changes across function calls, answering questions like "how does X get to Y", or producing a step-by-step dataflow walkthrough for a code review or design doc.

1.15x

Quality

100%

Does it follow best practices?

Impact

98%

1.15x

Average score across 3 eval scenarios

Securityby

Passed

No known issues

Evaluation results

96%

19%

Tracing an ETL Pipeline

Multi-stage ETL pipeline dataflow trace

Criteria

Without context

With context

Stage headers present

70%

100%

Intermediate state shown

100%

Concrete values used

100%

Arrow (→) syntax for transformations

100%

Left-arrow (←) annotations

25%

100%

Output type at stage end

62%

100%

Irrelevant fields omitted

37%

50%

Function names as stage labels

100%

Indented continuation lines

37%

100%

No abstract descriptions

90%

100%

normalize_contact merge shown

100%

12%

Explaining an Access-Control Filter Pipeline

Authorization filtering flow trace with per-item decisions

Criteria

Without context

With context

✓/✗ per-item decisions

83%

100%

HashMap accumulation shown

100%

Stage headers with function names

100%

Auth request and response shown

100%

Edge case values chosen

100%

Per-item decision trace

100%

Final filtered set shown

100%

Left-arrow annotations

100%

Arrow (→) transformation syntax

100%

Concrete values throughout

100%

Output type at stage end

66%

100%

Documenting a Schema Compilation Function

Single function trace with HashMap accumulation

Criteria

Without context

With context

Single-function format

100%

Input shown at start

100%

HashMap accumulation per entity

100%

Codebase type names used

100%

Left-arrow annotation for owner field

100%

Concrete values throughout

100%

Output type shown

100%

Arrow (→) syntax

100%

entity_list in output

100%

None vs Some distinction

100%

Repository: gitlabhq/orbit-knowledge-graph
Commit: f5efc36

Evaluated: 2 days ago
Agent: Claude Code
Model: Claude Sonnet 4.6

Table of Contents

Tracing an ETL Pipeline Explaining an Access-Control Filter Pipeline Documenting a Schema Compilation Function

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