risk-aware-trading-agents
AI trading agents for US stocks with news backtesting that can't see the future: a public LLM trading agent leaderboard (rta-bench-1), frozen point-in-time 2020/2022/2026 markets (prices, VIX, news), a look-ahead check on every run, LLM agents over MCP, and paper/live trading on 10 brokers. 风险感知美股交易智能体 · 新闻回测 · LLM 榜单
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GITHUB · launched Nov 12, 2026 · 121 upvotes (top 36%) · 0 views
Niche: investment and equity research platforms · 226 launches, 13 in the last 7 days ▼ -24% · Explore this niche →
Category and tags
- Fintech
- Agent / copilot
- B2C
- AI-native
- Commercial product
- ai-trading
- algorithmic-trading
- alpaca
- backtesting
- financial-news
- interactive-brokers
- +14 more
Visit website ↗ Source listing ↗
More like this: all 226 launches in investment and equity research platforms →
Could you build this?
Partial The broker connections, dashboards, and backtesting harness are vibe-codeable, but a trading agent that actually makes money depends on proprietary signal research and reliable market data that vibe coding cannot supply.
What it would actually take: Build the stack with a broker API layer (Alpaca or IBKR), market and news data feeds, a backtesting engine such as backtrader or vectorbt, and a risk-management module. The hard part is validated alpha: it requires quantitative research, clean historical data with survivorship-bias handling, and out-of-sample testing, plus regulatory awareness if it manages other people's money.
Competitors
Other products that read as similar to this one : 661 launches clear the similarity bar, closest 8 shown.
Attention rank: #213 of 662 (itself plus its competitors, highest first, normalized so YC and Product Hunt are compared fairly).
Launched 379 days after the earliest competitor.
- agentic-trader · github · 2026-09-25 · 15 upvotes · similarity 0.52
- Financial Datasets: Stock market data for AI agents · yc · 2026-08-19 · 6 upvotes · similarity 0.52
- Aurexis · ph · 2026-10-14 · 1 upvotes · similarity 0.51
- milan-capital · github · 2026-10-23 · 58 upvotes · similarity 0.50
- ai-trading-assistant · github · 2026-10-11 · 38 upvotes · similarity 0.49
- TradeFix AI · ph · 2026-09-22 · 1 upvotes · similarity 0.48
- Multi-agent AI stock analyzer · hn · 2025-11-16 · 5 upvotes · similarity 0.47
- Papertrade · ph · 2026-11-13 · 3 upvotes · similarity 0.47
The niche, labels, vibe code rating and competitor comparison on this page are analysis by Nicheloom. If you use them, please credit nicheloom.com. How you may use our data.