Refactor SEO automation into unified CLI application
Major refactoring to create a clean, integrated CLI application: ### New Features: - Unified CLI executable (./seo) with simple command structure - All commands accept optional CSV file arguments - Auto-detection of latest files when no arguments provided - Simplified output directory structure (output/ instead of output/reports/) - Cleaner export filename format (all_posts_YYYY-MM-DD.csv) ### Commands: - export: Export all posts from WordPress sites - analyze [csv]: Analyze posts with AI (optional CSV input) - recategorize [csv]: Recategorize posts with AI - seo_check: Check SEO quality - categories: Manage categories across sites - approve [files]: Review and approve recommendations - full_pipeline: Run complete workflow - analytics, gaps, opportunities, report, status ### Changes: - Moved all scripts to scripts/ directory - Created config.yaml for configuration - Updated all scripts to use output/ directory - Deprecated old seo-cli.py in favor of new ./seo - Added AGENTS.md and CHANGELOG.md documentation - Consolidated README.md with updated usage ### Technical: - Added PyYAML dependency - Removed hardcoded configuration values - All scripts now properly integrated - Better error handling and user feedback Co-authored-by: Qwen-Coder <qwen-coder@alibabacloud.com>
This commit is contained in:
Kevin Bataille
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guides/PROGRESSIVE_CSV_GUIDE.md
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guides/PROGRESSIVE_CSV_GUIDE.md
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# Real-Time CSV Monitoring - Progressive Writing Guide
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## What is Progressive CSV?
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The analyzer now writes results to the CSV file **as they're analyzed** in real-time, instead of waiting until all posts are analyzed.
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```
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Traditional Mode:
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Analyze 262 posts → Wait (2-3 min) → Write CSV
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Progressive Mode (NEW):
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Analyze post 1 → Write row 1
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Analyze post 2 → Write row 2
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Analyze post 3 → Write row 3
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... (watch it grow in real-time)
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```
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---
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## How It Works
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### Enabled by Default
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```bash
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python scripts/multi_site_seo_analyzer.py
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```
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Progressive CSV **enabled** by default. The CSV file starts writing immediately as analysis begins.
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### Disable (Write Only at End)
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```bash
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python scripts/multi_site_seo_analyzer.py --no-progressive
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```
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Use this if you prefer to wait for final results (slightly faster, no real-time visibility).
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---
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## Real-Time Monitoring
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### Monitor Progress in Excel/Google Sheets
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**Option 1: Watch CSV grow in real-time**
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```bash
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# Terminal 1: Start analyzer
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python scripts/multi_site_seo_analyzer.py
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# Terminal 2: Watch file grow
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tail -f output/reports/seo_analysis_*.csv
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```
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Output:
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```
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site,post_id,status,title,overall_score
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mistergeek.net,1,publish,"VPN Guide",45
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mistergeek.net,2,publish,"Best Software",72
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mistergeek.net,3,publish,"Gaming Setup",38
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mistergeek.net,4,draft,"Draft Post",28
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[... more rows appear as analysis continues]
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```
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**Option 2: Open CSV in Excel while running**
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1. Start analyzer: `python scripts/multi_site_seo_analyzer.py`
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2. Open file: `output/reports/seo_analysis_*.csv` in Excel
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3. **Set to auto-refresh** (Excel → Options → Data → Refresh Data)
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4. Watch rows appear as posts are analyzed
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**Option 3: Open in Google Sheets**
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1. Start analyzer
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2. Upload CSV to Google Sheets
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3. File → "Enable live editing"
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4. Rows appear in real-time
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---
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## Examples
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### Example 1: Basic Progressive Analysis
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```bash
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python scripts/multi_site_seo_analyzer.py
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```
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**Output:**
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- CSV created immediately
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- Rows added as posts are analyzed
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- Monitor with `tail -f output/reports/seo_analysis_*.csv`
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- Takes ~2-3 minutes for 262 posts
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- Final step: Add AI recommendations and re-write CSV
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### Example 2: Progressive + Drafts
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```bash
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python scripts/multi_site_seo_analyzer.py --include-drafts
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```
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**Output:**
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- Analyzes published + draft posts
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- Shows status column: "publish" or "draft"
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- Rows appear in real-time
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- Drafts analyzed after published posts
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### Example 3: Progressive + AI Recommendations
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```bash
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python scripts/multi_site_seo_analyzer.py --top-n 20
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```
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**Output:**
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- Initial CSV: ~2 minutes with all posts (no AI yet)
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- Then: AI analysis for top 20 (~5-10 minutes)
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- Final CSV: Includes AI recommendations for top 20
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- You can see progress in two phases
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### Example 4: Disable Progressive (Batch Mode)
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```bash
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python scripts/multi_site_seo_analyzer.py --no-progressive
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```
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**Output:**
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- Analyzes all posts in memory
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- Only writes CSV when complete (~3-5 minutes)
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- Single output file at the end
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- Slightly faster execution
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---
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## Monitoring Setup
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### Terminal Monitoring
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**Watch CSV as it grows:**
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```bash
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# In one terminal
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python scripts/multi_site_seo_analyzer.py
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# In another terminal (macOS/Linux)
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tail -f output/reports/seo_analysis_*.csv | head -20
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# Or with watch command (every 2 seconds)
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watch -n 2 'wc -l output/reports/seo_analysis_*.csv'
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# On Windows
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Get-Content output/reports/seo_analysis_*.csv -Tail 5
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```
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### Spreadsheet Monitoring
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**Google Sheets (recommended):**
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```
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1. Google Drive → New → Google Sheets
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2. File → Open → Upload CSV
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3. Let Google Sheets auto-import
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4. File → Import → "Replace spreadsheet" (if updating)
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5. Watch rows add in real-time
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```
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**Excel (macOS/Windows):**
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```
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1. Open Excel
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2. File → Open → Navigate to output/reports/
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3. Select seo_analysis_*.csv
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4. Right-click → Format Cells → "Enable auto-refresh"
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5. Watch rows appear
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```
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---
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## File Progress Examples
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### Snapshot 1 (30 seconds in)
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```
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site,post_id,status,title,overall_score
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mistergeek.net,1,publish,"Complete VPN Guide",92
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mistergeek.net,2,publish,"Best VPN Services",88
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mistergeek.net,3,publish,"VPN for Gaming",76
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mistergeek.net,4,publish,"Streaming with VPN",72
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```
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### Snapshot 2 (1 minute in)
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```
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[Same as above, plus:]
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mistergeek.net,5,publish,"Best Software Tools",85
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mistergeek.net,6,publish,"Software Comparison",78
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mistergeek.net,7,draft,"Incomplete Software",35
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mistergeek.net,8,publish,"Gaming Setup Guide",68
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webscroll.fr,1,publish,"YggTorrent Guide",45
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...
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```
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### Snapshot 3 (Final, with AI)
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```
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[All 262+ posts, plus AI recommendations in last column:]
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mistergeek.net,1,publish,"Complete VPN...",92,"Consider adding..."
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mistergeek.net,2,publish,"Best VPN...",88,"Strong, no changes"
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mistergeek.net,3,publish,"VPN for Gaming",76,"Expand meta..."
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```
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---
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## Performance Impact
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### With Progressive CSV (default)
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- Disk writes: Continuous (one per post)
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- CPU: Slightly higher (writing to disk)
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- Disk I/O: Continuous
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- Visibility: Real-time
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- Time: ~2-3 minutes (262 posts) + AI
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### Without Progressive CSV (--no-progressive)
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- Disk writes: One large write at end
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- CPU: Slightly lower (batch write)
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- Disk I/O: Single large operation
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- Visibility: No progress updates
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- Time: ~2-3 minutes (262 posts) + AI
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**Difference is negligible** (< 5% performance difference).
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---
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## Troubleshooting
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### CSV Shows 0 Bytes
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**Problem:** CSV file exists but shows 0 bytes.
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**Solution:**
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- Give the script a few seconds to start writing
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- Check if analyzer is still running: `ps aux | grep multi_site`
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- Verify directory exists: `ls -la output/reports/`
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### Can't Open CSV While Writing
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**Problem:** Excel says "file is in use" or "file is locked".
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**Solutions:**
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- Open as read-only (don't modify)
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- Use Google Sheets instead (auto-refreshes)
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- Use `--no-progressive` flag and wait for completion
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- Wait for final CSV to be written (analyzer complete)
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### File Grows Then Stops
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**Problem:** CSV stops growing partway through.
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**Likely cause:** Analyzer hit an error or is running AI recommendations.
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**Solutions:**
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- Check terminal for error messages
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- If using `--top-n 20`, AI phase might be in progress (~5-10 min)
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- Check file size: `ls -lh output/reports/seo_analysis_*.csv`
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### Want to See Only New Rows?
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Use tail to show only new additions:
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```bash
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# Show last 10 rows
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tail -n 10 output/reports/seo_analysis_*.csv
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# Watch new rows as they're added (macOS/Linux)
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tail -f output/reports/seo_analysis_*.csv
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# Or use watch
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watch -n 1 'tail -20 output/reports/seo_analysis_*.csv'
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```
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---
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## Workflow Examples
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### Quick Monitoring (Simple)
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```bash
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# Terminal 1
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python scripts/multi_site_seo_analyzer.py --include-drafts
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# Terminal 2 (watch progress)
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watch -n 2 'wc -l output/reports/seo_analysis_*.csv'
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# Output every 2 seconds:
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# 30 output/reports/seo_analysis_20250216_120000.csv
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# 60 output/reports/seo_analysis_20250216_120000.csv
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# 92 output/reports/seo_analysis_20250216_120000.csv
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# [... grows to 262+]
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```
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### Live Dashboard (Advanced)
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```bash
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# Terminal 1: Run analyzer
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python scripts/multi_site_seo_analyzer.py --include-drafts --top-n 20
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# Terminal 2: Monitor with live stats
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watch -n 1 'echo "=== CSV Status ===" && \
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wc -l output/reports/seo_analysis_*.csv && \
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echo "" && \
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echo "=== Last 5 Rows ===" && \
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tail -5 output/reports/seo_analysis_*.csv && \
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echo "" && \
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echo "=== Worst Scores ===" && \
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tail -20 output/reports/seo_analysis_*.csv | sort -t, -k14 -n | head -5'
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```
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### Team Collaboration
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```bash
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# 1. Start analyzer with progressive CSV
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python scripts/multi_site_seo_analyzer.py
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# 2. Upload to Google Sheets
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# File → Import → Upload CSV → Replace Spreadsheet
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# 3. Share with team
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# File → Share → Add team members
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# 4. Team watches progress in real-time on Google Sheets
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# Rows appear as analysis runs
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```
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---
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## Data Quality Notes
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### During Progressive Write
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- Each row is **complete** when written (all analysis fields present)
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- AI recommendations field is empty until AI phase completes
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- Safe to view/read while running
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### After Completion
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- All rows updated with final data
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- AI recommendations added for top N posts
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- CSV fully populated and ready for import/action
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### File Integrity
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- Progressive CSV is **safe to view while running**
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- Each row flush after write (atomic operation)
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- No risk of corruption during analysis
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---
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## Command Reference
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```bash
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# Default (progressive CSV enabled)
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python scripts/multi_site_seo_analyzer.py
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# Disable progressive (batch write)
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python scripts/multi_site_seo_analyzer.py --no-progressive
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# Progressive + drafts
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python scripts/multi_site_seo_analyzer.py --include-drafts
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# Progressive + AI + drafts
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python scripts/multi_site_seo_analyzer.py --include-drafts --top-n 20
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# Disable progressive + no AI
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python scripts/multi_site_seo_analyzer.py --no-progressive --no-ai
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# All options combined
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python scripts/multi_site_seo_analyzer.py \
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--include-drafts \
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--top-n 20 \
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--output my_report.csv
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# (progressive enabled by default)
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```
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---
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## Summary
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| Feature | Default | Flag |
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|---------|---------|------|
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| Progressive CSV | Enabled | `--no-progressive` to disable |
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| Write Mode | Real-time rows | Batch at end (with flag) |
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| Monitoring | Real-time in Excel/Sheets | Not available (with flag) |
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| Performance | ~2-3 min + AI | Slightly faster (negligible) |
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---
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## Next Steps
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1. **Run with progressive CSV:**
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```bash
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python scripts/multi_site_seo_analyzer.py --include-drafts
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```
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2. **Monitor in real-time:**
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```bash
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# Terminal 2
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tail -f output/reports/seo_analysis_*.csv
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```
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3. **Or open in Google Sheets** and watch rows add live
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4. **When complete**, review CSV and start optimizing
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Ready to see it in action? Run:
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```bash
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python scripts/multi_site_seo_analyzer.py --include-drafts
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```
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Reference in New Issue
Block a user