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MCP Workflow

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Workflow automation using MCP (Model Context Protocol) patterns inspired by Jason Zhou

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About This Skill

# MCP Workflow Skill

Quick Reference

```bash # Start MCP Server node scripts/mcp-server.js

# Run a workflow ./scripts/workflow-engine.sh run <workflow-name> [--input <json>]

# List available workflows ./scripts/workflow-engine.sh list

# Create new workflow from template ./scripts/workflow-engine.sh create <name> --from <template>

# Validate workflow ./scripts/workflow-engine.sh validate <workflow-file> ```

Overview

  • This skill implements workflow automation using the Model Context Protocol (MCP), enabling:
  • Prompt Chains: Multi-step prompt sequences
  • Dynamic Workflows: Context-aware adaptation
  • Resource Integration: File/data embedding
  • Cross-Server Coordination: Multi-MCP orchestration

Workflow Patterns

1. Prompt Chain Pattern ``` plan → generate → execute → validate ```

2. Dynamic Prompt Pattern ``` context → adapt → generate → output ```

3. Resource Embedding Pattern ``` resource://{type}/{id} → load → embed → process ```

4. External Trigger Pattern ``` trigger → validate → dispatch → execute ```

Built-in Templates

| Template | Description | Use Case | |----------|-------------|----------| | `meal-planner` | Weekly meal planning | Nutrition, shopping lists | | `code-review` | Automated code review | PR analysis, quality checks | | `weekly-report` | Status report generation | Team updates, metrics | | `documentation-generator` | Doc generation | API docs, changelogs |

MCP Server Features

Resources - `file://{path}` - File system access - `memory://{key}` - Memory storage - `config://{section}` - Configuration values

Tools - `workflow.run` - Execute workflow - `workflow.list` - List workflows - `workflow.validate` - Validate workflow JSON - `prompt.render` - Render prompt template

Prompts - `chain:plan` - Planning prompt - `chain:generate` - Generation prompt - `chain:review` - Review prompt

Example Usage

Meal Planner Workflow ```bash ./scripts/workflow-engine.sh run meal-planner \ --input '{"diet":"vegetarian","days":7,"budget":50}' ```

Code Review Workflow ```bash ./scripts/workflow-engine.sh run code-review \ --input '{"repo":"myapp","pr":123}' ```

Weekly Report ```bash ./scripts/workflow-engine.sh run weekly-report \ --input '{"project":"dashboard","week":"2024-W01"}' ```

Best Practices

1. Workflow Design - Keep steps atomic and focused - Use clear input/output contracts - Implement error handling at each step - Version your workflows

2. Prompt Engineering - Use system prompts for context - Provide examples in few-shot prompts - Chain prompts for complex tasks - Validate outputs before next step

3. Resource Management - Use URI patterns consistently - Cache frequently accessed resources - Clean up temporary resources - Document resource schemas

4. Cross-Server Coordination - Define clear interfaces between servers - Use standardized message formats - Implement health checks - Handle timeouts gracefully

Configuration

Create `~/.openclaw/mcp-workflow.json`: ```json { "servers": [ { "name": "local", "command": "node scripts/mcp-server.js", "env": {} } ], "workflowsDir": "./workflows", "templatesDir": "./scripts/templates", "defaultTimeout": 30000 } ```

Integration with OpenClaw

Use in your OpenClaw session: ```bash # Load the skill openclaw skill load mcp-workflow

# Run workflow openclaw workflow run meal-planner --input '{"days":5}' ```

References

  • MCP Specification
  • Workflow Patterns
  • Jason Zhou Insights

Use Cases

  • Build workflow automation using MCP (Model Context Protocol) patterns
  • Create multi-step automation sequences with MCP tool orchestration
  • Design agent workflows that leverage MCP server capabilities
  • Implement event-driven automation using MCP protocol patterns
  • Coordinate cross-tool workflows through standardized MCP interfaces

Pros & Cons

Pros

  • +Compatible with multiple platforms including claude-code, openclaw
  • +Well-documented with detailed usage instructions and examples
  • +Automation-first design reduces manual intervention

Cons

  • -No built-in analytics or usage metrics dashboard
  • -Configuration may require familiarity with workflow & automation concepts

FAQ

What does MCP Workflow do?
Workflow automation using MCP (Model Context Protocol) patterns inspired by Jason Zhou
What platforms support MCP Workflow?
MCP Workflow is available on Claude Code, OpenClaw.
What are the use cases for MCP Workflow?
Build workflow automation using MCP (Model Context Protocol) patterns. Create multi-step automation sequences with MCP tool orchestration. Design agent workflows that leverage MCP server capabilities.

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