Shipping the Python Client
Last time I posted about my multi-model AI crypto signal system. Since then I have open-sourced the Python client and put everything on GitHub.
Repo: github.com/gunxueqiu6/cryptosignal-api
What is in the box
from cryptosignal import CryptoSignal
client = CryptoSignal("your-api-key")
# Get a trading signal
signal = client.get_signal("BTC")
print(f"{signal.direction} BTC @ ${signal.entry:,.2f}")
print(f"SL: ${signal.stop_loss:,.2f} | TP: ${signal.take_profit:,.2f}")
print(f"Confidence: {signal.confidence:.0%} | Model: {signal.model}")
# Get market sentiment
sentiment = client.get_sentiment("BTC")
# Get news summaries
news = client.get_news()
# Check live prices
price = client.get_price("BTC")
Why Open Source the Client?
Transparency. The client is thin (no magic — literally HTTP calls with typed dataclasses). You can read the full source in 2 minutes. The value is in the model orchestration on the server side, not in obscuring the client.
What the Server Does (the hard part)
3 AI models → parallel analysis → validator → best signal
- DeepSeek-V4: Entry/sl/tp levels, numerical precision
- Qwen: Pattern recognition, technical divergences
- Kimi: Narrative analysis, news impact
The validation layer catches garbage before it reaches your trading engine. ~12% of raw outputs get rejected and trigger model fallback.
Getting Started
git clone https://github.com/gunxueqiu6/cryptosignal-api.git
cd cryptosignal-api
pip install -e .
python example.py
Then grab a free trial API key at 149.104.12.203:8080 (no credit card, instant activation).
Pricing (still launch pricing, 50% off)
| Plan | Price | Who it is for |
|---|---|---|
| Free Trial | $0 (7 days) | Kick the tires |
| Basic | $4.99/mo | Solo traders |
| Pro | $14.99/mo | Heavy users, bot operators |
| Lifetime | $49 once | Set it and forget it |
Crypto payments only. Instant key delivery. No KYC.
What is Next
- WebSocket streaming for real-time signals
- More trading pairs (SOL, BNB, XRP)
- Backtesting integration
PRs welcome. Issues welcome. Trade safely.
MIT License. Not financial advice.
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