功能描述

Automate content creation, management, and distribution workflows. Use when: (1) Creating content pipelines for blogs, social media, or newsletters, (2) Sche...

使用说明 (SKILL.md)

Content Workflow Engine

Name: Content Workflow Engine
Author: jacealllc

Automate end-to-end content workflows from ideation to publication and distribution. This skill provides tools and patterns for creating scalable content pipelines that integrate AI generation, scheduling, publishing, and analytics.

Quick Start

Basic Content Pipeline

# Create a new content workflow
python3 scripts/create_workflow.py --name "blog-pipeline" --type "blog"

# Add stages to the workflow
python3 scripts/add_stage.py --workflow "blog-pipeline" --stage "ideation" --tool "ai-brainstorm"
python3 scripts/add_stage.py --workflow "blog-pipeline" --stage "writing" --tool "ai-writer"
python3 scripts/add_stage.py --workflow "blog-pipeline" --stage "editing" --tool "grammar-check"
python3 scripts/add_stage.py --workflow "blog-pipeline" --stage "publishing" --tool "wordpress"
python3 scripts/add_stage.py --workflow "blog-pipeline" --stage "distribution" --tool "social-media"

# Run the workflow
python3 scripts/run_workflow.py --workflow "blog-pipeline" --input "topic: AI content automation"

Common Use Cases

Blog Content Pipeline: AI ideation → AI writing → SEO optimization → WordPress publishing → Social media sharing
Social Media Calendar: Content batching → Platform formatting → Scheduled posting → Engagement tracking
Newsletter Workflow: Content collection → Template filling → Email sending → Open rate monitoring
Video Content Pipeline: Script generation → Voice synthesis → Video editing → YouTube upload → Description optimization

Workflow Decision Tree

Follow this decision tree to choose the right workflow pattern:

Start → What type of content?
├── Blog/Article → Need scheduling?
│   ├── Yes → Use "Scheduled Blog Pipeline" (references/scheduled_blog.md)
│   └── No → Use "Quick Blog Pipeline" (references/quick_blog.md)
├── Social Media → Multiple platforms?
│   ├── Yes → Use "Multi-Platform Social Pipeline" (references/social_multi.md)
│   └── No → Use "Single Platform Social Pipeline" (references/social_single.md)
├── Newsletter → Regular cadence?
│   ├── Yes → Use "Automated Newsletter Pipeline" (references/newsletter_auto.md)
│   └── No → Use "One-Off Newsletter Pipeline" (references/newsletter_oneoff.md)
└── Video/Audio → Complex editing?
    ├── Yes → Use "Advanced Video Pipeline" (references/video_advanced.md)
    └── No → Use "Simple Video Pipeline" (references/video_simple.md)

Core Capabilities

1. Content Ideation & Planning

AI Brainstorming: Generate content ideas based on keywords, trends, or audience
Content Calendar Management: Schedule and organize content across platforms
Topic Research: Gather information and sources for content creation

Example: Generate blog ideas

python3 scripts/brainstorm.py --topic "content automation" --count 10 --format "blog"

2. Content Creation & Generation

AI Writing Assistance: Generate drafts, expand outlines, rewrite content
Multi-format Support: Create content for blogs, social media, emails, scripts
Brand Voice Consistency: Maintain consistent tone and style across content

Example: Create blog post from outline

python3 scripts/write_content.py --type "blog" --outline "references/outline_ai_content.md" --tone "professional"

3. Content Optimization

SEO Optimization: Add keywords, meta descriptions, and optimize structure
Readability Scoring: Improve content clarity and engagement
Platform-specific Formatting: Adapt content for different platforms (Twitter, LinkedIn, etc.)

Example: Optimize blog post for SEO

python3 scripts/optimize_seo.py --input "draft.md" --keywords "content automation, AI writing, workflow"

4. Publishing & Distribution

Platform Integration: Publish to WordPress, Medium, Substack, etc.
Social Media Scheduling: Schedule posts across platforms
Email Newsletter Distribution: Send to mailing lists

Example: Publish to WordPress and schedule social media

python3 scripts/publish.py --platform "wordpress" --content "final_post.md" --schedule "now"
python3 scripts/schedule_social.py --platforms "twitter,linkedin" --content "social_snippets.md" --schedule "tomorrow 9am"

5. Analytics & Monitoring

Performance Tracking: Monitor views, engagement, conversions
A/B Testing: Test different content variations
ROI Calculation: Measure content effectiveness

Example: Generate content performance report

python3 scripts/analytics_report.py --period "last_30_days" --metrics "views,engagement,conversions"

Workflow Templates

Template 1: Automated Blog Pipeline

1. Ideation (Daily)
   - Scan trending topics in niche
   - Generate 5 article ideas
   - Select best based on keyword difficulty

2. Writing (AI-assisted)
   - Create detailed outline
   - Generate first draft
   - Expand with examples and data

3. Optimization
   - SEO optimization
   - Readability improvements
   - Add internal/external links

4. Publishing
   - Format for WordPress
   - Add featured image
   - Schedule publication

5. Distribution
   - Create social media snippets
   - Schedule across platforms
   - Add to newsletter queue

Usage:

python3 scripts/workflow_templates/blog_automated.py --topic "your niche" --frequency "weekly"

Template 2: Social Media Content Batch

1. Content Planning (Weekly)
   - Plan weekly themes
   - Create content calendar
   - Assign content types (image, video, text)

2. Content Creation (Batch)
   - Create all posts for the week
   - Generate matching visuals
   - Write captions and hashtags

3. Scheduling
   - Upload to scheduling tool
   - Set optimal posting times
   - Add engagement prompts

4. Monitoring
   - Track engagement metrics
   - Respond to comments
   - Adjust future content

Usage:

python3 scripts/workflow_templates/social_batch.py --platforms "instagram,twitter,linkedin" --days 7

Template 3: Newsletter Automation

1. Content Collection (Weekly)
   - Gather blog posts from the week
   - Select industry news
   - Add personal commentary

2. Template Filling
   - Use newsletter template
   - Insert content sections
   - Add personalization tokens

3. Testing & Sending
   - Send test to self
   - Check formatting
   - Schedule send time

4. Performance Tracking
   - Monitor open rates
   - Track click-throughs
   - Update subscriber segments

Usage:

python3 scripts/workflow_templates/newsletter_auto.py --source "blog_posts" --template "weekly_roundup"

Integration Guide

Supported Platforms

Publishing Platforms

WordPress: REST API integration for automatic posting
Medium: API for story creation and publishing
Substack: Email-based newsletter distribution
Ghost: Headless CMS API support

Social Media Platforms

Twitter/X: API v2 for posting and scheduling
LinkedIn: API for company/page posts
Facebook: Graph API for page management
Instagram: Basic Display API (limited automation)

Email Services

Mailchimp: API for campaign management
ConvertKit: API for email automation
SendGrid: Transactional email API

Analytics Tools

Google Analytics: Data API for performance tracking
Plausible: Simple analytics API
Fathom: Privacy-focused analytics

API Configuration

Store API credentials in environment variables or config file:

# Example .env file
WORDPRESS_URL=https://yourblog.com/wp-json
WORDPRESS_USER=your_username
WORDPRESS_APP_PASSWORD=your_app_password

TWITTER_API_KEY=your_key
TWITTER_API_SECRET=your_secret
TWITTER_ACCESS_TOKEN=your_token
TWITTER_ACCESS_SECRET=your_secret

MAILCHIMP_API_KEY=your_key
MAILCHIMP_LIST_ID=your_list

Setup script:

python3 scripts/setup_integrations.py --config "config/api_config.json"

Error Handling & Monitoring

Common Issues

API Rate Limits: Implement exponential backoff and request queuing
Content Formatting Errors: Validate content before publishing
Platform Policy Violations: Check content against platform guidelines
Network Failures: Implement retry logic with circuit breakers

Monitoring Setup

# Set up workflow monitoring
python3 scripts/setup_monitoring.py --workflow "blog-pipeline" --alerts "slack,email"

# Check workflow health
python3 scripts/check_health.py --workflow "blog-pipeline"

# View workflow logs
python3 scripts/view_logs.py --workflow "blog-pipeline" --days 7

Performance Optimization

Batch Processing

Process content in batches to reduce API calls
Schedule non-urgent tasks during off-peak hours
Use local caching for frequently accessed data

Parallel Execution

Run independent workflow stages in parallel
Use worker queues for high-volume content
Implement load balancing across similar tasks

Cost Optimization

Use cheaper AI models for draft generation
Cache API responses when possible
Schedule content during low-traffic periods

Resources

Scripts (`scripts/`)

create_workflow.py - Create new workflow definitions
run_workflow.py - Execute workflow with input data
brainstorm.py - Generate content ideas
write_content.py - AI-assisted content creation
optimize_seo.py - SEO optimization tools
publish.py - Platform publishing integration
schedule_social.py - Social media scheduling
analytics_report.py - Performance reporting
workflow_templates/ - Pre-built workflow templates

References (`references/`)

scheduled_blog.md - Detailed guide for scheduled blog pipelines
social_multi.md - Multi-platform social media workflows
newsletter_auto.md - Automated newsletter systems
video_advanced.md - Complex video content pipelines
api_integration.md - Complete API integration guide
error_handling.md - Troubleshooting and error recovery
performance_tuning.md - Optimization techniques

Assets (`assets/`)

templates/ - Content templates for different formats
config/ - Configuration file examples
examples/ - Example workflow definitions
brand_assets/ - Logos, images, and brand materials

Getting Help

Common Questions

Q: My workflow is failing at the publishing stage. A: Check API credentials and platform permissions. Run python3 scripts/test_integration.py --platform wordpress

Q: Content quality from AI is inconsistent. A: Adjust prompt templates and add more context. See references/prompt_optimization.md

Q: How do I handle platform rate limits? A: Implement queuing and backoff. Use python3 scripts/setup_rate_limiting.py

Q: Can I customize workflows for my specific needs? A: Yes, edit workflow definitions in assets/examples/ and modify as needed.

Debug Mode

Enable debug logging for troubleshooting:

export CONTENT_WORKFLOW_DEBUG=1
python3 scripts/run_workflow.py --workflow "blog-pipeline" --input "test"

View detailed logs:

tail -f logs/content_workflow.log

Best Practices

Start Simple: Begin with 2-3 stage workflows before adding complexity
Test Thoroughly: Run workflows in test mode before production
Monitor Actively: Set up alerts for workflow failures
Iterate Gradually: Add new stages one at a time
Document Changes: Keep workflow documentation updated
Backup Configurations: Regularly backup workflow definitions
Review Performance: Monthly review of workflow effectiveness
Stay Compliant: Regularly check platform API terms of service

Version History

v1.0: Initial release with basic workflow orchestration
v1.1: Added social media scheduling and analytics
v1.2: Enhanced error handling and monitoring
v1.3: Added video content pipeline support
v1.4: Improved performance and cost optimization

Note: This skill requires API access to various platforms. Ensure you have proper authentication and comply with platform terms of service.

安全使用建议

This package looks like a legitimate content automation toolkit, but it expects many API keys and will call external publishing/analytics/social endpoints. Before installing: (1) Review the full contents of scripts/run_workflow.py, publish_*.py, schedule_*.py and any networking code to confirm which domains/endpoints are called and that there are no hardcoded unexpected remote hosts. (2) Do not populate api_config.json with production keys until you audit the code; use test or least-privilege keys. (3) Keep api_config.json out of version control and prefer environment variables where supported. (4) Run the skill in an isolated/sandbox environment first to observe outbound network activity and files written. (5) If you need to supply high-value credentials (AWS, production WordPress, Google Analytics, Mailchimp, Slack webhooks), ensure they are scoped and rotated after testing. (6) If you want more confidence, provide the omitted/truncated Python files so they can be inspected for hidden endpoints, obfuscated code, or accidental data exfiltration.

功能分析

Type: OpenClaw Skill Name: content-workflow-engine Version: 1.0.1 The skill bundle contains a critical shell injection vulnerability in `index.js`, where command-line arguments are concatenated into a shell command string and executed via `child_process.exec` without any sanitization. Additionally, `run_workflow.py` implements dynamic module loading from a local directory using `importlib`, which is a high-risk capability for arbitrary code execution. While the bundle's logic is consistent with its stated purpose as a content automation engine and lacks clear evidence of intentional malice (such as data exfiltration or backdoors), these architectural flaws represent significant security risks that could be exploited through prompt injection or malicious workflow definitions.

能力评估

⚠ Purpose & Capability

The skill's name, README, and SKILL.md align with a content workflow engine and the included scripts support that purpose. However, the package includes integration points for many external services (WordPress, Twitter, LinkedIn, Mailchimp, S3, SendGrid, Google Analytics, Slack webhooks, etc.) and an example config that contains numerous API keys and secrets. The skill metadata declares no required environment variables or primary credential, which is inconsistent with the clear need for multiple external credentials when actually running workflows.

⚠ Instruction Scope

SKILL.md instructs the agent/user to copy api_config.example.json to api_config.json and populate API keys, run multiple scripts (create_workflow.py, run_workflow.py, publish, schedule, test_connections.py, monitoring setup). Those runtime instructions cause the agent to read local config files containing secrets and to call external publishing/analytics/social APIs — expected for the functionality but not limited. The instructions give broad discretion to integrate many external endpoints and do not explicitly restrict or validate destinations. Because some script contents were truncated, a full audit of network endpoints called by the scripts is required.

✓ Install Mechanism

There is no installer that downloads remote code; this is an instruction-and-script package included in the skill bundle. That reduces supply-chain risk compared to remote installs. The Node wrapper simply execs local Python scripts. No obscure external installers or URL downloads are present in the provided manifest.

⚠ Credentials

The included api_config.example.json enumerates many sensitive credentials (OpenAI, Anthropic, Cohere, WordPress application_password, Medium API key, Twitter keys, LinkedIn client secret or password, Mailchimp/SendGrid keys, S3 access_key/secret_key, encryption_key, Slack webhook, plausible API key, etc.). Yet the skill metadata lists no required env vars or primary credential. This is disproportionate and inconsistent: the runtime clearly requires secrets for many third-party services but the skill does not declare or gate them, so the user may be surprised about what to provide and how credentials are used/stored.

✓ Persistence & Privilege

The skill does not request always:true and does not claim system-wide privileges. It runs local Python scripts and will write files (e.g., content storage directories, json outputs). That file-writing is expected behavior for a workflow engine and appears scoped to the skill's working directories. There is no evidence in the manifest that it modifies other skills or global agent configuration.

版本历史

v1.0.1

Added visual assets (thumbnail, feature graphic, hero image). Enhanced documentation. Improved workflow templates.

v1.0.0

Initial release of content-workflow-engine. - Automates content creation, management, and distribution workflows for blogs, social media, newsletters, and more. - Provides command-line tools to create, schedule, and run multi-stage content pipelines. - Supports AI-powered ideation, writing, optimization, publishing, and analytics. - Includes workflow templates for blogs, social media batches, and newsletters. - Integrates with major publishing, social media, email, and analytics platforms.

元数据

Slug content-workflow-engine

版本 1.0.1

许可证 MIT-0

累计安装 1

当前安装数 1

历史版本数 2

常见问题