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@LLMQuant/awesome-trading-agents

Awesome list of trading agents, MCPs, and skills

Awesome Trading Agents is a curated index of open-source repos for LLM-driven trading work. It points builders to agent systems, MCP servers, and skill packs for research, strategy, and execution, while filtering out classic quant libraries and finished products.

448 stars85 forksUpdated 1mo ago
Who it's for

Builders who want to compare trading-agent projects, market data connectors, and agent skills in one place.

What it delivers

You can find the right trading-agent repo or MCP faster instead of searching across unrelated finance lists.

What it does

Agent section

Lists multi-agent systems, single-agent traders, research copilots, benchmarks, and strategy-coding agents.

MCP section

Groups market-data servers, brokerage connectors, research tools, TradingView bridges, prediction markets, and backtesting services.

Skills section

Collects skill packs for equity research, crypto and on-chain work, strategy coding, and brokerage execution.

Resource links

Points to papers and learning material related to trading agents and agentic finance.

Bilingual docs

Provides English and Simplified Chinese README files.

README

Awesome Trading Agents — The Trading Agentic Stack

English · 简体中文

Awesome GitHub stars License: CC0-1.0 Topics Last commit Bilingual

Awesome Trading Agents collects open-source projects where LLMs help research markets, make trading decisions, or connect agents to market data and execution tools. The list focuses on three building blocks: Agents, MCPs, and Skills. It does not try to cover classic quant libraries, time-series models, or reinforcement-learning trading bots; those are better served by georgezouq/awesome-ai-in-finance and wilsonfreitas/awesome-quant. Entries are selected for public code or artifacts, clear LLM-driven behavior, recent activity, useful documentation, a distinct role, and visible adoption. Stewarded by the LLMQuant community.

[!TIP] If you only read three:

[!NOTE] Dates are not shown after every item. We still check recent activity before adding or updating a project; the README only keeps details that help readers choose a project, such as official status, forks, or useful pairings.

Contents

Agents

Agents section header

Agents are projects where an LLM is part of the actual research or trading decision. This includes analyst teams, single-agent traders, research copilots, live trading experiments, benchmarks, and tools that write or improve strategies. The TradingAgents forks are listed at the same level as the original project so the section stays easy to scan.

Multi-agent trading systems

  • TauricResearch/TradingAgents - Multi-agent trading framework where analysts, bull/bear researchers, a trader, risk control, and a portfolio manager debate before making a decision; built with LangGraph.
  • hsliuping/TradingAgents-CN - Chinese-localised TradingAgents fork tuned for A-shares; Tushare / AkShare data sources + Chinese-language reports + A-share regulatory context. (← fork of TauricResearch/TradingAgents.)
  • KylinMountain/TradingAgents-AShare - A-share rewrite; 15 agents + visual UI + OpenClaw / Claude Code integration + one-click Docker deploy. (← fork of TauricResearch/TradingAgents.)
  • oficcejo/aiagents-stock - A-share multi-agent analyst team with dragon-and-tiger list tracking, sector-rotation alerts, and a miniqmt execution hook. (← inspired by TradingAgents.)
  • HKUDS/AI-Trader - "Agent-native trading platform"; any AI agent (OpenClaw / nanobot / Claude Code / Codex / Cursor) registers via SKILL.md and trades live on AI4trade.ai; multi-asset + copy-trading + cross-platform sync.
  • ValueCell-ai/valuecell - Community finance workspace with research, strategy, and news agents; connects to Binance, OKX, and Hyperliquid; includes macOS and Windows desktop apps.
  • AI4Finance-Foundation/FinRobot - AI4Finance Foundation's open-source finance AI agent platform; useful for academic-style stock research, market forecasting, and report generation.
  • HKUDS/Vibe-Trading - Personal multi-agent finance workspace from HKUDS Lab; bundles Skills, MCP tools, and swarm presets across A-shares, HK, US, crypto, futures, and forex.
  • brokermr810/QuantDinger - Open-source AI quant-trading platform; combines multi-agent research, backtesting, live trading, and multi-exchange routing.
  • Lumiwealth/lumibot - Backtestable AI trading-agent/team runtime with research, debate, risk, and memory in one backtest/paper/live strategy loop.
  • The-Swarm-Corporation/AutoHedge - "Spin up an autonomous hedge fund in minutes"; applies the Swarms framework to market analysis, risk, and execution; CLI / SDK first.
  • olaxbt/ai-market-maker - Agentic crypto hedge-fund stack with specialist agents, Risk Guard, backtests, paper trading, and OpenClaw packaging.
  • ginlix-ai/LangAlpha - "Claude Code for finance"; LangChain + LangGraph multi-agent investment workbench; integrates Agents · MCPs · Skills in one repo.
  • ygwyg/MAHORAGA - TypeScript crypto-trading agent focused on social sentiment analysis and adaptive learning; useful if you want a TypeScript implementation.
  • FinStep-AI/ContestTrade - Multi-agent trading system where agents compete internally before one view is selected for the final decision.
  • 51bitquant/ai-hedge-fund-crypto - Crypto-focused fork of virattt/ai-hedge-fund; multi-timeframe analysis + strategy ensemble + crypto market-data access.
  • dragon1086/prism-insight - Korean-market-focused multi-agent stock-analysis and trading system; built-in MCP integration.
  • Tomortec/CryptoTradingAgents - Multi-agent LLM crypto-trading framework; applies the TradingAgents idea to crypto trading.
  • EthanAlgoX/LLM-TradeBot - Multi-agent crypto-trading system; Binance real-time execution + adaptive strategy switching; combines ideas from TradingAgents and nof1.ai.
  • huygiatrng/AlpacaTradingAgent - TradingAgents-style multi-agent framework connected to Alpaca for US-equity trading. (→ pairs with: alpacahq/alpaca-mcp-server.)
  • Yaolinwang/AITD - "AI Trading Agent for Everyone"; multi-agent project designed for retail users.
  • flash131307/multi-agent-investment - Multi-agent equity-research system that lets LLM agents gather evidence, then uses a separate math layer to produce BUY / NEUTRAL / SELL.
  • YichengYang-Ethan/oracle3 - Multi-venue (Kalshi / Polymarket / Solana) prediction-market autonomous agent; Wang-Transform pricing + Kelly criterion + cross-venue arbitrage.
  • Ganador1/FenixAI_tradingBot - LangGraph + Ollama + CrewAI autonomous trading agent; local-LLM first.
  • ryan-yuuu/crypto-trading-arena - Open-source crypto-trading arena; Claude / Claude Code agents compete head-to-head on live crypto data.
  • FareedKhan-dev/multi-agent-trading-system - "Deep Thinking Trading System" tutorial implementation; beginner-friendly multi-agent example design.
  • Tanglumy/Finance-Bro - Persona-styled finance "bro" trading-and-investment agent; uses the persona as the main interaction style.
  • liangdabiao/autogen-financial-analysis - Microsoft AutoGen-based multi-agent financial-analysis system; VaR / Monte Carlo / factor models / visualization integration.

[!NOTE] Also useful here: guangxiangdebizi/TradingAgents-MCPmode turns TradingAgents-style research into MCP tools. The full entry is in MCPs · Research tools / analysis.

Also see: chrisworsey55/atlas-gic is listed under single-agent traders, but it is relevant here because it replaces debate with continuous self-research.

Single-agent end-to-end traders

  • virattt/ai-hedge-fund - Widely forked LLM-driven equity-trading repo; analyst personas (Buffett / Munger / Cathie Wood) propose, the portfolio manager decides.
  • TraderAlice/OpenAlice - "Your one-person Wall Street"; single agent covering research → entry → hold → exit; Claude Agent SDK + Trading-as-Git approval workflow + cross-asset UTA account design.
  • NoFxAiOS/nofx - Self-hosted LLM trading terminal; models decide and explain while a Go runtime enforces hard risk limits across nine exchanges.
  • chrisworsey55/atlas-gic - General Intelligence Capital's self-improving trading agent; focuses on continuous self-research rather than agent debate.
  • Gajesh2007/ai-trading-agent - AI trading agent on Hyperliquid; single-LLM-driven execution; shows direct Hyperliquid integration.
  • kweinmeister/agentic-trading - Trading-workflow example built on Google ADK + A2A interop; an alternative implementation outside LangGraph.
  • danilobatson/ai-trading-agent-gemini - LunarCrush social-sentiment + Google Gemini crypto-trading agent; built with Next.js 15, Inngest, and Supabase.
  • alsk1992/CloddsBot - Open-source AI trader across 1000+ markets, including Polymarket, Kalshi, Binance, Hyperliquid, Solana, and several EVM chains.
  • hkirat/ai-trading-agent - "Trade using LLMs"; minimal TypeScript demo from Harkirat Singh; common on-ramp for TS learners.

Research / equity-research copilots

  • ZhuLinsen/daily_stock_analysis - Daily LLM-driven stock-screening dashboard; multi-channel push (WeChat / Feishu / Telegram / Discord / Slack / email); 11 built-in strategies + agent stock-Q&A; deploy-by-GitHub-Actions.
  • AmadeusGB/alpha-arena - Live AI-agent competition and research platform; uses real-market conditions to improve agents.
  • TNT-Likely/PanWatch - PanWatch / "盯盘侠"; AI-driven stock-monitoring assistant; multi-account positions + agent analysis + PWA mobile.
  • YoungCan-Wang/WyckoffTradingAgent - AI stock-analysis assistant for A/HK/US equities; uses Wyckoff price-volume logic and ships CLI, web, and MCP tools.
  • HKUSTDial/DeepEar - DeepEar / "顺风耳"; HKUSTDial's open-source deep-research and signal-tracking framework; joint multimodal news + price tracking.
  • kamathhrishi/finance-agent - Earnings-call / SEC-filing / news Q&A agent; clean RAG-over-disclosures implementation.

Also relevant: ginlix-ai/LangAlpha and oficcejo/aiagents-stock both include research-copilot screens, but their main entries stay with the multi-agent systems they belong to.

Real-money / competition experiments

  • LuckyOne7777/LLM-Trading-Lab - Real-money six-month experiment; ChatGPT manages a real US-equity micro-cap portfolio under strict pre-defined rules; ships with a 40-page evaluation paper.
  • 195440/nof1.ai - Open-source autonomous AI trading agent from the nof1 family; TypeScript port.
  • oficcejo/alpha-arena-okx - OKX re-implementation of nof1.ai's Alpha Arena; DeepSeek / Qwen3-Max as decision-makers; useful when comparing Chinese-language nof1 projects.
  • wquguru/nof0 - nof1.ai Alpha Arena reimplementation with Go backend, Next.js UI, Hyperliquid, LLM executors, backtests, leaderboards.

Also see: NoFxAiOS/nofx runs multiple LLM traders side by side with a leaderboard; its main entry stays under single-agent traders because it is first a full trading terminal.

Prediction-market specialists

  • ryanfrigo/kalshi-ai-trading-bot - Grok-4-driven Kalshi prediction-market multi-agent trading system; portfolio optimization + 5-gate risk engine.
  • OctagonAI/kalshi-trading-bot-cli - AI-native CLI for Kalshi and Polymarket; researches an event, estimates probability, then compares it with the live order book.
  • jvnhaoWen/PolyAgent - Polymarket-focused multi-skill trading agent; focused single-venue Polymarket LLM agent.

Also useful here: agent-next/polymarket-paper-trader is listed under MCPs because it is a paper-trading simulator, but it is built for AI agents.

Also see: YichengYang-Ethan/oracle3 is listed with multi-agent systems above, and it is especially relevant here for multi-venue prediction-market arbitrage.

Benchmarks & evaluations

Strategy coding / self-improving agents

  • HammerGPT/Hyper-Alpha-Arena - LLM factor-research and perpetuals platform; mines and validates 86 factors with IC / ICIR, decay, backtests, and attribution.
  • paperswithbacktest/pwb-alphaevolve - DeepMind AlphaEvolve-style agent that uses an LLM to write and improve trading strategies for backtesting.
  • Miasyster/QuantGPT - Agent-driven A-share factor research engine; 8 MCP tools span hypothesis → backtest → score → WQ BRAIN submission. (Distinct from rnikitin/QuantGPT.)

Note: TauricResearch/Trading-R1 is not listed yet because its terminal has not launched. It can be added once the project is publicly usable.

MCPs

MCPs section header

MCPs are servers that let an agent call external tools through the Model Context Protocol. In this list, they mostly cover market data, broker or exchange actions, research tools, and backtesting services.

[!NOTE] Same author to compare: guangxiangdebizi/ maintains FinanceMCP for data access and TradingAgents-MCPmode for TradingAgents-style research tools. They solve different problems, so they stay in separate sections.

Market data / data providers

  • LLMQuant/data-mcp - LLMQuant Data's official MCP server, positioned as the "knowledge harness for AI-native finance"; covers semantic search over a 50k+ quant wiki and 1.2k+ research papers, US equity OHLCV + dividends/splits, crypto klines & snapshots (Binance Spot), 50+ curated macro indicators (FRED, etc.), SEC 10-K/10-Q full-text browse & read, and three-way 13F institutional holdings queries (manager → holdings / ticker → holders / top managers).
  • financial-datasets/mcp-server - Financial Datasets' first-party MCP; US-equity + crypto fundamentals (3 statements + ratios) + prices + news.
  • 6551Team/opennews-mcp - 84+ news-source aggregation (Bloomberg / Reuters / FT / CoinDesk and more) + AI impact-scoring / trading-signal + WebSocket streaming.
  • BlockRunAI/blockrun-mcp - Real-time data MCP with pay-per-call x402 payments; covers search, research, quotes, crypto, X, and Twitter.
  • guangxiangdebizi/FinanceMCP - Tushare + Binance MCP spanning A-shares / HK / US / funds / bonds / macro / stablecoins / crypto / financial news.
  • chengzuopeng/stock-sdk - Zero-dependency TypeScript stock-data SDK with built-in MCP for A/H/US equities and funds via browser, Node.js, CLI, Claude Code, or Codex.
  • saidsurucu/borsa-mcp - Turkish BIST + US-equity + fund data MCP serving regional markets outside China and the US.
  • aahl/mcp-aktools - Stock and crypto data MCP built on akshare / aktools; broad market-data coverage through the AKShare ecosystem.
  • elsejj/mcp-cn-a-stock - A-share-only data MCP; single-market deep coverage instead of multi-source aggregation.
  • massive-com/mcp_massive - Massive (formerly Polygon.io) first-party MCP; multi-asset market-data coverage.
  • Alex2Yang97/yahoo-finance-mcp - Full-feature Yahoo Finance MCP; historical prices + fundamentals + option chains + news; Yahoo wrapper.
  • stefanoamorelli/sec-edgar-mcp - SEC EDGAR MCP; 10-K / 10-Q / 8-K / insider trades / filings reader; common filings entry across awesome-lists.
  • zwldarren/akshare-one-mcp - A-share data MCP backed by the AKShare-One normalizer; an alternative implementation within the AKShare ecosystem.
  • imbenrabi/Financial-Modeling-Prep-MCP-Server - FMP MCP with 250+ tools for fundamentals, market intelligence, and ETFs.
  • narumiruna/yfinance-mcp - Minimal yfinance MCP; a lightweight Yahoo Finance data option.
  • OctagonAI/octagon-mcp-server - MCP for filings, earnings calls, financials, stock data, private-market deals, and web research.
  • daniel3303/Equibles - Self-hosted finance data hub; syncs public SEC/FRED/Yahoo/FINRA/CFTC/CBOE data to PostgreSQL and serves it via MCP.

Brokerage / exchange trading

Files in the repo

Repository payload9 top-level entries
  • .github
  • assets
  • .gitignore
  • .lycheeignore
  • CONTRIBUTING.md
  • CONTRIBUTING.zh-CN.md
  • LICENSE
  • README.md
  • README.zh-CN.md

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