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rate_signal_quality

Claude AIClaude APIScoring

INSTALLATION

$python -c "exec(open('rate_signal_quality.py').read())"

#or paste directly into your Claude Code terminal

[ ABOUT ]

Sends the full analysis dictionary to Claude with a prompt requesting a single integer score from 0 to 100 representing signal quality. The `max_tokens=10` setting constrains the response to the number only, and `int(msg.content[0].text.strip())` parses it directly. Signal quality scores are used to rank candidates in `scan_top_setups`.

The scoring is subjective and reflects Claude's training-time understanding of technical analysis quality. For more deterministic scoring, implement a rule-based scorer in `compute_signal_score` and use Claude only as a secondary validator. However, Claude's holistic assessment often catches qualitative factors (e.g. "RSI overbought but strong trend") that rule-based systems miss.

[ USAGE EXAMPLE ]

example.py

analysis = {"rsi": 55, "ema_cross": "Golden", "macd": "Positive"}
score = rate_signal(analysis)
print(score)  # 78

[ FULL CODE ]

rate_signal_quality.py

def rate_signal(analysis: dict) -> int: msg = client.messages.create(model="claude-sonnet-4-5", max_tokens=10, messages=[{"role":"user","content":"Rate this signal quality 0-100. Return only the number. Data: "+str(analysis)}]) return int(msg.content[0].text.strip())

[ METADATA ]

CategoryClaude AI

ComplexityBeginner

LanguagePython 3.10+

TagsClaude API, Scoring

[ ASK CLAUDE ]

Ask AI about this skill before installing it.

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