alphaear-predictor
/install alphaear-predictor
AlphaEar Predictor Skill
Overview
This skill utilizes the Kronos model (via KronosPredictorUtility) to perform time-series forecasting and adjust predictions based on news sentiment.
Capabilities
1. Forecast Market Trends
1. Forecast Market Trends
Workflow:
- Generate Base Forecast: Use
scripts/kronos_predictor.py(viaKronosPredictorUtility) to generate the technical/quantitative forecast. - Adjust Forecast (Agentic): Use the Forecast Adjustment Prompt in
references/PROMPTS.mdto subjectively adjust the numbers based on latest news/logic.
Key Tools:
KronosPredictorUtility.get_base_forecast(df, lookback, pred_len, news_text): ReturnsList[KLinePoint].
Example Usage (Python):
from scripts.utils.kronos_predictor import KronosPredictorUtility
from scripts.utils.database_manager import DatabaseManager
db = DatabaseManager()
predictor = KronosPredictorUtility()
# Forecast
forecast = predictor.predict("600519", horizon="7d")
print(forecast)
Configuration
This skill requires the Kronos model and an embedding model.
- Kronos Model:
- Ensure
exports/modelsdirectory exists in the project root. - Place trained news projector weights (e.g.,
kronos_news_v1.pt) inexports/models/. - Or depend on the base model (automatically downloaded).
- Ensure
[!CAUTION] Model Security: This skill loads model weights from
exports/models. We useweights_only=Trueand only scan for thekronos_news_*.ptpattern. Ensure you only place trusted checkpoints in this directory.
- Environment Variables:
EMBEDDING_MODEL: Path or name of the embedding model (default:sentence-transformers/all-MiniLM-L6-v2).KRONOS_MODEL_PATH: Optional path to override model loading.
Dependencies
torchtransformerssentence-transformerspandasnumpyscikit-learn
- Make sure OpenClaw is installed (local or Docker)
- Run the install command in chat:
/install alphaear-predictor - After installation, invoke the skill by name or use
/alphaear-predictor - Provide required inputs per the skill's parameter spec and get structured output
What is alphaear-predictor?
Market prediction skill using Kronos. Use when user needs finance market time-series forecasting or news-aware finance market adjustments. It is an AI Agent Skill for Claude Code / OpenClaw, with 101 downloads so far.
How do I install alphaear-predictor?
Run "/install alphaear-predictor" in the OpenClaw or Claude Code chat to install it in one step — no extra setup required.
Is alphaear-predictor free?
Yes, alphaear-predictor is completely free, licensed under MIT-0. You can download, install and use it at no cost.
Which platforms does alphaear-predictor support?
alphaear-predictor is cross-platform and runs anywhere OpenClaw / Claude Code is available (cross-platform).
Who created alphaear-predictor?
It is built and maintained by zhouzhonglu8-png (@zhouzhonglu8-png); the current version is v1.0.0.