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workflow-executor-inline

Inline workflow executor for proxy providers (ZenMux, custom API providers). Executes workflow steps directly in the main context WITHOUT spawning Task subagents. Use this skill when: - Running looplia workflows via ZenMux or other proxy providers - Task subagents fail with "invalid_model" errors - You need inline execution without context isolation Architecture: Each workflow step is executed INLINE (no Task tool) - read skill, execute mission, write output, then proceed to next step. All steps share the main context. v0.6.6: Created for cross-provider compatibility with ZenMux.

$ Installer

git clone https://github.com/memorysaver/looplia-core /tmp/looplia-core && cp -r /tmp/looplia-core/plugins/looplia-core/skills/workflow-executor-inline ~/.claude/skills/looplia-core

// tip: Run this command in your terminal to install the skill


name: workflow-executor-inline description: | Inline workflow executor for proxy providers (ZenMux, custom API providers). Executes workflow steps directly in the main context WITHOUT spawning Task subagents.

Use this skill when:

  • Running looplia workflows via ZenMux or other proxy providers
  • Task subagents fail with "invalid_model" errors
  • You need inline execution without context isolation

Architecture: Each workflow step is executed INLINE (no Task tool) - read skill, execute mission, write output, then proceed to next step. All steps share the main context.

v0.6.6: Created for cross-provider compatibility with ZenMux.

Workflow Executor Inline (v0.6.6)

Execute looplia workflows without Task subagents. This skill is specifically designed for proxy providers (ZenMux, custom) where the Claude Agent SDK's subagent spawning doesn't work due to model name incompatibility.

When to Use

Use this skill when:

  • The system has injected a hint to use inline execution
  • Running workflows via ZenMux or other proxy providers
  • Task subagents fail with "invalid_model" errors

CRITICAL: Inline Execution (No Subagents)

DO NOT spawn Task subagents. Execute all workflow steps directly in the main context.

For each workflow step:

  1. Read the skill definition using Skill tool: Skill("{step.skill}")
  2. Read input file(s) if specified using Read tool
  3. Execute the mission following skill instructions
  4. Write JSON output to specified path using Write tool
  5. Validate output (if validation rules defined)
  6. Proceed to next step

Execution Protocol

Phase 1: Sandbox Setup

Same as standard workflow-executor:

  1. Generate sandbox ID:

    {first-input-name}-{YYYY-MM-DD}-{random4chars}
    Example: video-transcript-2025-12-18-xk7m
    
  2. Create folder structure:

    sandbox/{sandbox-id}/
    ├── inputs/
    │   └── {input-files}.md
    ├── outputs/
    ├── logs/
    └── validation.json
    
  3. Copy input files to inputs/

Phase 2: Workflow Parsing

  1. Read workflow file: workflows/{workflow-id}.md
  2. Parse YAML frontmatter for steps
  3. Validate each step has skill: and mission: fields
  4. Build dependency graph from needs: fields

Phase 3: Inline Step Execution

Execute steps ONE AT A TIME, INLINE (no Task tool):

FOR EACH step in dependency order:
    │
    ▼
┌─────────────────────────────────────────┐
│ 1. INVOKE skill: Skill("{step.skill}")  │
│    → This loads skill context           │
│                                         │
│ 2. READ input file (if provided)        │
│    → Use Read tool                      │
│                                         │
│ 3. EXECUTE mission                      │
│    → Follow skill instructions          │
│    → Generate JSON output               │
│                                         │
│ 4. WRITE output file                    │
│    → Use Write tool                     │
│    → Output to step.output path         │
│                                         │
│ 5. VALIDATE output                      │
│    → Check required_fields              │
│    → Retry if failed (max 2x)           │
│                                         │
│ 6. UPDATE validation.json               │
│    → Mark step as validated: true       │
└─────────────────────────────────────────┘
         │
         ▼
    NEXT STEP

Example: Inline Execution

For step:

- id: analyze-content
  skill: media-reviewer
  mission: |
    Deep analysis of video transcript. Extract key themes,
    important quotes, and narrative structure.
  input: ${{ sandbox }}/inputs/content.md
  output: ${{ sandbox }}/outputs/analysis.json
  validate:
    required_fields: [contentId, headline, keyThemes]

Inline execution sequence:

  1. Invoke skill:

    Skill("media-reviewer")
    
  2. Read input:

    Read("sandbox/video-2025-12-18-xk7m/inputs/content.md")
    
  3. Execute mission:

    • Follow media-reviewer skill instructions
    • Analyze the content
    • Generate structured JSON output
  4. Write output:

    Write("sandbox/video-2025-12-18-xk7m/outputs/analysis.json", jsonContent)
    
  5. Validate:

    • Check contentId, headline, keyThemes exist
    • Update validation.json
  6. Proceed to next step


Anti-Patterns

WRONG - Spawning Task subagents:

{
  "subagent_type": "workflow-step",
  "description": "Execute step...",
  "prompt": "..."
}

Task subagents don't work with proxy providers.

WRONG - Batching all steps: Execute all steps at once without validation between them.

CORRECT - Inline step-by-step:

  1. Skill("media-reviewer")
  2. Read input
  3. Execute mission
  4. Write output
  5. Validate
  6. Proceed to next

Variable Substitution

Same as standard workflow-executor:

VariableResolution
${{ sandbox }}sandbox/{sandbox-id}
${{ inputs.{name} }}sandbox/{id}/inputs/{name}.md
${{ steps.{id}.output }}Output path of step {id}

Error Handling

ScenarioAction
Workflow not foundError with available workflows
Step missing skill:Error: "Step missing required 'skill' field"
Step missing mission:Error: "Step missing required 'mission' field"
Validation failsRetry inline with feedback (max 2 retries)
Max retries exceededReport failure with details

Key Differences from Standard workflow-executor

Aspectworkflow-executorworkflow-executor-inline
ExecutionTask subagent per stepInline in main context
ContextIsolated per stepShared main context
Provider SupportAnthropic Direct onlyAll providers
Use CaseProduction (Anthropic)Proxy providers (ZenMux)

Version History

  • v0.6.6: Created for ZenMux cross-provider compatibility

Repository

memorysaver
memorysaver
Author
memorysaver/looplia-core/plugins/looplia-core/skills/workflow-executor-inline
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Updated4d ago
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