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Example Commands

Scan

# Default scan
python app.py scan

# Custom keywords + range
python app.py scan --keywords "ollama,mcp,comfyui" --target 20 --min-stars 300

# Scan with LLM
python app.py scan --enable-llm --llm-provider ollama --llm-model llama3.2

# Clear HTTP cache before scan
python app.py scan --clear-cache

Web UI

python app.py web
# → http://127.0.0.1:7860

Export

python app.py export                # CSV (default)
python app.py export --format json
python app.py export --format md

Validation pack

python app.py validation-pack --repo owner/repo-name
python app.py validation-pack --repo owner/repo-name --enable-llm --llm-provider ollama

MVP brief

python app.py mvp-brief --repo owner/repo-name
python app.py mvp-brief --repo owner/repo-name --mvp-type webui

Daily watchlist

python app.py daily-scan
python app.py daily-report

Experiment tracker

python app.py experiment-create --name "My Experiment"
python app.py experiment-list
python app.py experiment-report --id 1
python app.py experiment-dashboard

Diagnostics

python app.py smoke-test            # Offline health check
python app.py llm-test --llm-provider ollama  # Test LLM connection