Show HN: Shingou – I hash-commit every sentiment signal so my backtest can't lie
Source: Shingou.io· adoltech· August 11, 2026
SynaBot summary
Shingou, a new API, provides point-in-time cryptocurrency market sentiment data. It uses hash-committed signals and as-of buckets to prevent backtesting manipulation, ensuring data integrity for analysis.
Key takeaways
- Prevents backtesting fraud with hash-committed data.
- Offers point-in-time crypto sentiment signals.
- Integrates with AI agents via MCP.
- Includes a free tier for access.
Why it matters
This development offers AI agents a reliable way to access historical market sentiment without the risk of data leakage. It's crucial for building more accurate and trustworthy AI-driven trading strategies.
This story was reported by Shingou.io. Read the full original article:
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