Claude Skill

data-flow

Generates a Mermaid sequence diagram showing how data moves between components. Use when tracing request flows or documenting data transformation pipelines.

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Part of athola/claude-night-market — 46 skills

Install

skills CLI npx skills add https://github.com/athola/claude-night-market/tree/master/plugins/cartograph/skills/data-flow
Claude Code claude plugin marketplace add https://llmmart.ai/marketplace.json && claude plugin install athola-claude-night-market@llmmart
Git git clone https://github.com/athola/claude-night-market.git

The skills CLI installs just this skill, for any of its supported agents. Claude Code installs the whole athola/claude-night-market collection as a plugin from our marketplace. Git is the plain clone.

Skill manifest

Data Flow Diagram

Generate a Mermaid sequence diagram showing how data moves between components in a codebase.

When To Use

  • Tracing how a request flows through the system
  • Understanding data transformation pipelines
  • Documenting API call chains
  • Answering "what happens when X is called?"

When NOT To Use

  • Static call structure (use cartograph:call-chain)
  • Process steps and state transitions (use cartograph:workflow-diagram)

Workflow

Step 1: Explore the Codebase

Dispatch the codebase explorer agent:

Agent(cartograph:codebase-explorer)
Prompt: Explore [scope] and return a structural model.
Focus on function calls, data transformations, and
inter-module communication for a data flow diagram.

Step 2: Generate Mermaid Syntax

Transform the structural model into a Mermaid sequence diagram.

Rules for data flow diagrams:

  • Use sequenceDiagram for request/response flows
  • Participants are modules or components (not functions)
  • Arrows show data direction: ->> for calls, -->> for returns
  • Use activate/deactivate for long-running operations
  • Add Note over for data transformations
  • Limit to 8-10 participants maximum
  • Use alt/else for conditional flows
  • Handle circular calls by showing them once with a note

Example output:

sequenceDiagram
    participant User
    participant Command as /commit
    participant Sanctum as sanctum.commit
    participant Leyline as leyline.git_platform
    participant Git

    User->>Command: /commit
    Command->>Sanctum: generate_message()
    Sanctum->>Leyline: get_staged_changes()
    Leyline->>Git: git diff --cached
    Git-->>Leyline: diff output
    Leyline-->>Sanctum: structured changes
    Note over Sanctum: Classify change type
    Sanctum-->>Command: commit message
    Command->>Git: git commit -m "..."

Step 3: Render via MCP

Call the Mermaid Chart MCP to render:

mcp__claude_ai_Mermaid_Chart__validate_and_render_mermaid_diagram
  prompt: "Data flow diagram of [scope/feature]"
  mermaidCode: [generated syntax]
  diagramType: "sequenceDiagram"
  clientName: "claude-code"

If rendering fails, fix syntax and retry (max 2 retries).

Step 4: Present Results

Show the rendered diagram with a brief description of the flow depicted (2-3 sentences).

Exit Criteria

  • Mermaid sequenceDiagram syntax generated with participants and at least one ->> call arrow
  • mcp__claude_ai_Mermaid_Chart__validate_and_render_mermaid_diagram called with diagramType: "sequenceDiagram" and returns without error (or retry attempted on first failure)
  • Participant count is at most 10; if more components exist, they are aggregated and the aggregation noted
  • A 2-3 sentence description of the depicted flow is shown alongside the rendered diagram
  • Return arrows (-->>) are present for any request that has a corresponding response in the traced flow
Files (claude-night-market)
  • SKILL.md 3.1 KB
    ---
    name: data-flow
    description: Generates a Mermaid sequence diagram showing how data moves between components. Use when tracing request flows or documenting data transformation pipelines.
    ---
    
    # Data Flow Diagram
    
    Generate a Mermaid sequence diagram showing how data moves
    between components in a codebase.
    
    ## When To Use
    
    - Tracing how a request flows through the system
    - Understanding data transformation pipelines
    - Documenting API call chains
    - Answering "what happens when X is called?"
    
    ## When NOT To Use
    
    - Static call structure (use `cartograph:call-chain`)
    - Process steps and state transitions (use `cartograph:workflow-diagram`)
    
    ## Workflow
    
    ### Step 1: Explore the Codebase
    
    Dispatch the codebase explorer agent:
    
    ```
    Agent(cartograph:codebase-explorer)
    Prompt: Explore [scope] and return a structural model.
    Focus on function calls, data transformations, and
    inter-module communication for a data flow diagram.
    ```
    
    ### Step 2: Generate Mermaid Syntax
    
    Transform the structural model into a Mermaid sequence
    diagram.
    
    **Rules for data flow diagrams**:
    
    - Use `sequenceDiagram` for request/response flows
    - Participants are modules or components (not functions)
    - Arrows show data direction: `->>` for calls,
      `-->>` for returns
    - Use `activate`/`deactivate` for long-running operations
    - Add `Note over` for data transformations
    - Limit to 8-10 participants maximum
    - Use `alt`/`else` for conditional flows
    - Handle circular calls by showing them once with a note
    
    **Example output**:
    
    ```mermaid
    sequenceDiagram
        participant User
        participant Command as /commit
        participant Sanctum as sanctum.commit
        participant Leyline as leyline.git_platform
        participant Git
    
        User->>Command: /commit
        Command->>Sanctum: generate_message()
        Sanctum->>Leyline: get_staged_changes()
        Leyline->>Git: git diff --cached
        Git-->>Leyline: diff output
        Leyline-->>Sanctum: structured changes
        Note over Sanctum: Classify change type
        Sanctum-->>Command: commit message
        Command->>Git: git commit -m "..."
    ```
    
    ### Step 3: Render via MCP
    
    Call the Mermaid Chart MCP to render:
    
    ```
    mcp__claude_ai_Mermaid_Chart__validate_and_render_mermaid_diagram
      prompt: "Data flow diagram of [scope/feature]"
      mermaidCode: [generated syntax]
      diagramType: "sequenceDiagram"
      clientName: "claude-code"
    ```
    
    If rendering fails, fix syntax and retry (max 2 retries).
    
    ### Step 4: Present Results
    
    Show the rendered diagram with a brief description of the
    flow depicted (2-3 sentences).
    
    ## Exit Criteria
    
    - [ ] Mermaid `sequenceDiagram` syntax generated with participants
          and at least one `->>` call arrow
    - [ ] `mcp__claude_ai_Mermaid_Chart__validate_and_render_mermaid_diagram`
          called with `diagramType: "sequenceDiagram"` and returns without
          error (or retry attempted on first failure)
    - [ ] Participant count is at most 10; if more components exist,
          they are aggregated and the aggregation noted
    - [ ] A 2-3 sentence description of the depicted flow is shown
          alongside the rendered diagram
    - [ ] Return arrows (`-->>`) are present for any request that has
          a corresponding response in the traced flow
    

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