trend-forecast
Multi-signal trend forecasting for autonomous agents. Combines prediction market odds, Twitter/X social sentiment, news velocity, and stock market data into a unified trend analysis with confidence scoring. Powered by AIsa — one API key, five data streams. Use when: the user needs X/Twitter research, monitoring, posting, or engagement workflows.
When to Use
- Use this release when the user needs the runtime packaged under
scripts/. - Prefer the bundled Python or shell entrypoints instead of copying raw API examples into the chat.
- For Hermes community installs, keep setup explicit and review the command help text before the first run.
Setup
- Review
README.mdfor the release-specific summary and structure. - Use repo-relative paths under
scripts/. - Prefer explicit CLI auth flags such as
--api-keyor--aisa-api-keywhen a script exposes them.
Quick Reference
python3 scripts/aisa_client.py --helppython3 scripts/trend_forecast.py --help
Verification
- Confirm the command returns structured output or a successful API response.
- If the workflow stores local state, verify it writes under a repo-local data directory rather than a home-directory default.