skill-seekers-reference/docs/user-guide/05-workflows.md

Workflows Guide

Skill Seekers v3.2.0
Enhancement workflow presets for specialized analysis

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What are Workflows?

Workflows are multi-stage AI enhancement pipelines that apply specialized analysis to your skills:

Basic Skill ──▶ Workflow: Security-Focus ──▶ Security-Enhanced Skill
                    Stage 1: Overview
                    Stage 2: Vulnerability Analysis
                    Stage 3: Best Practices
                    Stage 4: Compliance

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Built-in Presets

Skill Seekers includes 6 built-in workflow presets:

Preset	Stages	Best For
default	2	General improvement
minimal	1	Light touch-up
security-focus	4	Security analysis
architecture-comprehensive	7	Deep architecture review
api-documentation	3	API documentation focus
complex-merge	3	Merging multiple source types into a unified skill

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Using Workflows

List Available Workflows

skill-seekers workflows list

Output:

Bundled Workflows:
  - default (built-in)
  - minimal (built-in)
  - security-focus (built-in)
  - architecture-comprehensive (built-in)
  - api-documentation (built-in)

User Workflows:
  - my-custom (user)

Apply a Workflow

# During skill creation
skill-seekers create <source> --enhance-workflow security-focus

# Multiple workflows (chained)
skill-seekers create <source> \
  --enhance-workflow security-focus \
  --enhance-workflow api-documentation

Show Workflow Content

skill-seekers workflows show security-focus

Output:

name: security-focus
description: Security analysis workflow
stages:
  - name: security-overview
    prompt: Analyze security features and mechanisms...
    
  - name: vulnerability-analysis
    prompt: Identify common vulnerabilities...
    
  - name: best-practices
    prompt: Document security best practices...
    
  - name: compliance
    prompt: Map to security standards...

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Workflow Presets Explained

Default Workflow

Stages: 2 Purpose: General improvement

stages:
  - name: structure
    prompt: Improve overall structure and organization
  - name: content
    prompt: Enhance content quality and examples

Use when: You want standard enhancement without specific focus.

---

Minimal Workflow

Stages: 1 Purpose: Light touch-up

stages:
  - name: cleanup
    prompt: Basic formatting and cleanup

Use when: You need quick, minimal enhancement.

---

Security-Focus Workflow

Stages: 4 Purpose: Security analysis and recommendations

stages:
  - name: security-overview
    prompt: Identify and document security features...
    
  - name: vulnerability-analysis
    prompt: Analyze potential vulnerabilities...
    
  - name: security-best-practices
    prompt: Document security best practices...
    
  - name: compliance-mapping
    prompt: Map to OWASP, CWE, and other standards...

Use for:

• Security libraries
• Authentication systems
• API frameworks
• Any code handling sensitive data

Example:

skill-seekers create oauth2-server --enhance-workflow security-focus

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Architecture-Comprehensive Workflow

Stages: 7 Purpose: Deep architectural analysis

stages:
  - name: system-overview
    prompt: Document high-level architecture...
    
  - name: component-analysis
    prompt: Analyze key components...
    
  - name: data-flow
    prompt: Document data flow patterns...
    
  - name: integration-points
    prompt: Identify external integrations...
    
  - name: scalability
    prompt: Document scalability considerations...
    
  - name: deployment
    prompt: Document deployment patterns...
    
  - name: maintenance
    prompt: Document operational concerns...

Use for:

• Large frameworks
• Distributed systems
• Microservices
• Enterprise platforms

Example:

skill-seekers create kubernetes/kubernetes \
  --enhance-workflow architecture-comprehensive

---

API-Documentation Workflow

Stages: 3 Purpose: API-focused enhancement

stages:
  - name: endpoint-catalog
    prompt: Catalog all API endpoints...
    
  - name: request-response
    prompt: Document request/response formats...
    
  - name: error-handling
    prompt: Document error codes and handling...

Use for:

• REST APIs
• GraphQL services
• SDKs
• Library documentation

Example:

skill-seekers create https://api.example.com/docs \
  --enhance-workflow api-documentation

---

Complex-Merge Workflow

Stages: 3 Purpose: Merging multiple heterogeneous sources into a unified, coherent skill

stages:
  - name: source-alignment
    prompt: Align and deduplicate content from different source types...
    
  - name: cross-reference
    prompt: Build cross-references between sources...
    
  - name: unified-synthesis
    prompt: Synthesize a unified narrative from all sources...

Use for:

• Multi-source unified configs (docs + GitHub + PDF + video)
• Combining documentation with chat history or wiki pages
• Any skill built from 3+ different source types

Example:

skill-seekers unified --config configs/multi-source.json \
  --enhance-workflow complex-merge

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Chaining Multiple Workflows

Apply multiple workflows sequentially:

skill-seekers create <source> \
  --enhance-workflow security-focus \
  --enhance-workflow api-documentation

Execution order:

1. Run security-focus workflow
2. Run api-documentation workflow on results
3. Final skill has both security and API focus

Use case: API with security considerations

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Custom Workflows

Create Custom Workflow

Create a YAML file:

# my-workflow.yaml
name: performance-focus
description: Performance optimization workflow

variables:
  target_latency: "100ms"
  target_throughput: "1000 req/s"

stages:
  - name: performance-overview
    type: builtin
    target: skill_md
    prompt: |
      Analyze performance characteristics of this framework.
      Focus on:
      - Benchmark results
      - Optimization opportunities
      - Scalability limits
    
  - name: optimization-guide
    type: custom
    uses_history: true
    prompt: |
      Based on the previous analysis, create an optimization guide.
      Target latency: {target_latency}
      Target throughput: {target_throughput}
      
      Previous results: {previous_results}

Install Workflow

# Add to user workflows
skill-seekers workflows add my-workflow.yaml

# With custom name
skill-seekers workflows add my-workflow.yaml --name perf-guide

Use Custom Workflow

skill-seekers create <source> --enhance-workflow performance-focus

Update Workflow

# Edit the file, then:
skill-seekers workflows add my-workflow.yaml --name performance-focus

Remove Workflow

skill-seekers workflows remove performance-focus

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Workflow Variables

Pass variables to workflows at runtime:

In Workflow Definition

variables:
  target_audience: "beginners"
  focus_area: "security"

Override at Runtime

skill-seekers create <source> \
  --enhance-workflow my-workflow \
  --var target_audience=experts \
  --var focus_area=performance

Use in Prompts

stages:
  - name: customization
    prompt: |
      Tailor content for {target_audience}.
      Focus on {focus_area} aspects.

---

Inline Stages

Add one-off enhancement stages without creating a workflow file:

skill-seekers create <source> \
  --enhance-stage "performance:Analyze performance characteristics"

Format: name:prompt

Multiple stages:

skill-seekers create <source> \
  --enhance-stage "perf:Analyze performance" \
  --enhance-stage "security:Check security" \
  --enhance-stage "examples:Add more examples"

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Workflow Dry Run

Preview what a workflow will do without executing:

skill-seekers create <source> \
  --enhance-workflow security-focus \
  --workflow-dry-run

Output:

Workflow: security-focus
Stages:
  1. security-overview
     - Will analyze security features
     - Target: skill_md
     
  2. vulnerability-analysis
     - Will identify vulnerabilities
     - Target: skill_md
     
  3. best-practices
     - Will document best practices
     - Target: skill_md
     
  4. compliance
     - Will map to standards
     - Target: skill_md

Execution order: Sequential
Estimated time: ~4 minutes

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Workflow Validation

Validate workflow syntax:

# Validate bundled workflow
skill-seekers workflows validate security-focus

# Validate file
skill-seekers workflows validate ./my-workflow.yaml

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Copying Workflows

Copy bundled workflows to customize:

# Copy single workflow
skill-seekers workflows copy security-focus

# Copy multiple
skill-seekers workflows copy security-focus api-documentation minimal

# Edit the copy
nano ~/.config/skill-seekers/workflows/security-focus.yaml

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Best Practices

1. Start with Default

# Default is good for most cases
skill-seekers create <source>

2. Add Specific Workflows as Needed

# Security-focused project
skill-seekers create auth-library --enhance-workflow security-focus

# API project
skill-seekers create api-framework --enhance-workflow api-documentation

3. Chain for Comprehensive Analysis

# Large framework: architecture + security
skill-seekers create kubernetes/kubernetes \
  --enhance-workflow architecture-comprehensive \
  --enhance-workflow security-focus

4. Create Custom for Specialized Needs

# Create custom workflow for your domain
skill-seekers workflows add ml-workflow.yaml
skill-seekers create ml-framework --enhance-workflow ml-focus

5. Use Variables for Flexibility

# Same workflow, different targets
skill-seekers create <source> \
  --enhance-workflow my-workflow \
  --var audience=beginners

skill-seekers create <source> \
  --enhance-workflow my-workflow \
  --var audience=experts

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Troubleshooting

"Workflow not found"

# List available
skill-seekers workflows list

# Check spelling
skill-seekers create <source> --enhance-workflow security-focus

"Invalid workflow YAML"

# Validate
skill-seekers workflows validate ./my-workflow.yaml

# Common issues:
# - Missing 'stages' key
# - Invalid YAML syntax
# - Undefined variable references

"Workflow stage failed"

# Check stage details
skill-seekers workflows show my-workflow

# Try with dry run
skill-seekers create <source> \
  --enhance-workflow my-workflow \
  --workflow-dry-run

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Workflow Support Across All Scrapers

Workflows are supported by all 17 source types in Skill Seekers:

Scraper	Command	Workflow Support
Documentation	scrape	✅ Full support
GitHub	github	✅ Full support
Local Codebase	analyze	✅ Full support
PDF	pdf	✅ Full support
Word	word	✅ Full support
EPUB	epub	✅ Full support
Video	video	✅ Full support
Jupyter Notebook	jupyter	✅ Full support
Local HTML	html	✅ Full support
OpenAPI/Swagger	openapi	✅ Full support
AsciiDoc	asciidoc	✅ Full support
PowerPoint	pptx	✅ Full support
RSS/Atom	rss	✅ Full support
Man Pages	manpage	✅ Full support
Confluence	confluence	✅ Full support
Notion	notion	✅ Full support
Slack/Discord	chat	✅ Full support
Unified/Multi-Source	unified	✅ Full support
Create (Auto-detect)	create	✅ Full support

Using Workflows with Different Sources

# Documentation website
skill-seekers scrape https://docs.example.com --enhance-workflow security-focus

# GitHub repository
skill-seekers github --repo owner/repo --enhance-workflow api-documentation

# Local codebase
skill-seekers analyze --directory ./my-project --enhance-workflow architecture-comprehensive

# PDF document
skill-seekers pdf --pdf manual.pdf --enhance-workflow minimal

# Unified config (multi-source)
skill-seekers unified --config configs/multi-source.json --enhance-workflow security-focus

# Auto-detect source type
skill-seekers create ./my-project --enhance-workflow security-focus

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Workflows in Config Files

Unified configs support defining workflows at the top level:

{
  "name": "my-skill",
  "description": "Complete skill with security enhancement",
  "workflows": ["security-focus", "api-documentation"],
  "workflow_stages": [
    {
      "name": "cleanup",
      "prompt": "Remove boilerplate and standardize formatting"
    }
  ],
  "workflow_vars": {
    "focus_area": "performance",
    "detail_level": "comprehensive"
  },
  "sources": [
    {"type": "docs", "base_url": "https://docs.example.com/"}
  ]
}

Priority: CLI flags override config values

# Config has security-focus, CLI overrides with api-documentation
skill-seekers unified config.json --enhance-workflow api-documentation

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Summary

Approach	When to Use
Default	Most cases
Security-Focus	Security-sensitive projects
Architecture	Large frameworks, systems
API-Docs	API frameworks, libraries
Complex-Merge	Multi-source skills (3+ source types)
Custom	Specialized domains
Chaining	Multiple perspectives needed

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Next Steps

• Custom Workflows - Advanced workflow creation
• Enhancement Guide - Enhancement fundamentals
• MCP Reference - Workflows via MCP