TradeAgents

Getting started

Overview

Research tools, market data, scoring methods, sources and a cached market snapshot.

What it is它是什么

TradeAgents is a research desk made of language-model agents. You give it one ticker and one date. It seats a team of analysts to study that company as of that date, makes a bull and a bear argue over what they found, has a trader turn the verdict into a plan and a risk team attack the plan, and ends with a portfolio manager signing a rating.

The point is not to replace your judgment. It is to put a whole desk's worth of argument in front of you — every turn in the open, with the evidence each role worked from — so you can see where a conclusion came from, and where it is weakest.

TradeAgents 是一个由大语言模型智能体组成的投研台。你给它一只股票和一个日期,它会组建一支分析师团队,研究这家公司在那一天的状况;让看涨与看跌研究员就研究结果展开辩论;由交易员把结论变成交易计划,再由风险团队对计划发起质询;最后由投资组合经理签发评级。

它的目的不是替你做判断,而是把一整个投研团队的论证摆在你面前——每一轮发言都公开,并附上每个角色所依据的证据——让你看清结论从何而来,又在哪里最站不住脚。

The platform at a glance平台与数据一览

6 / 9US / A-share analysts per run美股/A股每次分析师人数
3 + 3Default debate + risk rounds默认多空辩论+风险辩论轮数
17ETFs with issuer valuation adapters已接入发行商估值数据的ETF
30Days before a report share link expires报告分享链接有效天数

The figures above come from the current application configuration. Coverage means an adapter exists, not that every field is currently available. Market dashboards and the AI report desk have different coverage: seeing a Hong Kong or international index on a dashboard does not mean the report form accepts that symbol.

以上数字读取当前应用配置。已接入表示存在数据适配器,不代表所有字段此刻都有数据。行情看板与 AI 报告投研台的覆盖范围不同:看板能展示港股或国际指数,不代表报告表单接受这些代码。

Latest available market snapshot最近可用的市场数据

A small view of the same cached quotes used by the Markets page. These are delayed or cached observations, not an executable real-time feed. The cache timestamp and each series' final date are shown separately.

这里读取市场页使用的同一份缓存行情。它是延迟或缓存观测,不是可直接交易的实时行情;缓存时间与各行情序列最后日期分别展示。

Loading the cached snapshot…

正在读取缓存快照…

Open the full market dashboard →查看完整市场看板 →

What to open for each research question每个研究问题,去哪里找数据

QuestionPage and evidence
Does the market support adding exposure?Markets — entry scores, VIX/VXN, breadth, rates and credit conditions
Where is capital rotating?Sectors — 1D, 1W, 1M, 3M, 6M and 1Y returns, constituent detail and relative performance
What is changing inside a company?Company detail (DIS example) — price, valuation history, financials, technicals and news evidence
Who has disclosed ownership?13F / Smart money — filing-based holdings and transactions; filing dates are not trade dates
What could move expectations next?Earnings / Rates / Predictions — scheduled catalysts, rate scenarios and market-implied odds
How do I obtain an argued conclusion?Research desk — analyst evidence, bull–bear debate, risk review and a signed decision
研究问题页面与依据
大盘环境是否支持加仓?市场 — 买入环境评分、VIX/VXN、市场宽度、利率和信用环境
资金正在向哪些板块轮动?板块 — 1日、1周、1月、3月、6月、1年收益、成分股详情与相对表现
公司基本面和走势发生了什么?公司详情(DIS 示例) — 价格、历史估值、财务数据、技术指标和新闻证据
机构和内部人披露了什么?13F / 聪明钱 — 基于申报的持仓与交易;申报日期不等于交易日期
接下来哪些事件可能改变预期?财报 / 利率 / 预测市场 — 事件日历、利率情景与市场隐含概率
如何得到有论证过程的结论?AI 投研台 — 分析师证据、多空辩论、风险复核与最终决策

How to read the market entry score市场买入环境评分怎么算

The broad US model combines trend (40%), breadth (35%) and volatility (25%). Trend uses price against MA50 and MA200, with RSI adjustments; breadth uses the share of constituents above MA50 and MA200; volatility uses VIX and its three-month term ratio.

Score = Σ(signal score × available weight) / Σ(available weight). Missing inputs are excluded and coverage is shown; an unavailable signal is never a zero. A high score with partial coverage is less complete evidence than a fully covered score. The score is an environment indicator out of 100, not the probability of a gain or an expected return.

The per-index view uses each index's own trend. Nasdaq Composite breadth may use a labelled QQQ / Nasdaq-100 proxy. Outside the S&P 500, volatility is ranked against the index's own history, rather than applying VIX levels to a different index. A-share and Hong Kong index-only views currently lack constituent breadth and valuation, and show partial coverage. Scores using different inputs are not directly comparable.

美股整体模型由趋势(40%)、市场宽度(35%)和波动环境(25%)组成。趋势比较现价与50日、200日均线,并用 RSI 调整;宽度观察成分股站上50日、200日均线的比例;波动环境使用 VIX 及其三个月期限比率。

评分=Σ(信号分数×可用权重)÷Σ可用权重。缺失输入不计入,并显示覆盖率;缺数据不会记为零。覆盖不全的高分,其证据完整度低于数据齐全的高分。分数是满分100的环境指标,不是上涨概率或预期收益率。

各指数视图使用自身走势。纳斯达克综合指数的宽度可能使用明确标注的 QQQ/纳斯达克100代理。标普以外指数按自身历史给波动率排序,不把 VIX 水平直接套用到另一指数。A股和港股的指数独立视图目前缺少成分股宽度及估值,会显示覆盖不全。不同输入产生的评分不宜直接比较。

News evidence and ETF valuation多空新闻证据与ETF估值

Company news: a dated evidence trail

The Bull & Bear tab gathers available news over the recent three-month window and sorts the extracted arguments on a time series. Each argument links its sources and publication dates; a snapshot records the requested period, generation time and processing coverage. Incomplete collection is labelled rather than presented as exhaustive.

Price-impact ranges describe conditional scenarios inferred from the evidence. They are not measured causal effects, guarantees or additive forecasts. Several headlines may describe the same event; do not sum their percentage ranges. Read the final summary alongside its supporting sources and date range.

ETF: distinguish NAV from fundamental value

Supported issuer adapters: DIA, MDY, QQQ, SPY, XBI, XLB, XLC, XLE, XLF, XLI, XLK, XLP, XLRE, XLU, XLV, XLY, XRT. The panel separates official dated NAV, a holdings-based NAV estimate and the market premium or discount. The estimate rolls a same-date official NAV forward using disclosed weights, constituent returns and distributions, assuming unchanged weights and a fixed residual cash balance. It is not official intraday NAV.

Premium / discount = (market price / NAV − 1) × 100%. A fundamental scenario range uses covered constituents' cached DCF estimates and requires at least 80% weight coverage. Missing prices, stale holdings, currency mismatches or insufficient coverage can suppress an estimate. Always compare the dates and coverage before interpreting a gap.

公司新闻:带日期的证据链

“多空观点”页收集近期三个月范围内可获得的新闻,提取观点并按时间序列排列。每条观点关联来源和发布日期;快照记录请求期间、生成时间及处理覆盖情况。采集未完成时会明确标注,不会宣称已穷尽所有新闻。

股价影响范围是根据证据推演的条件情景,不是已测量的因果影响、承诺或可以直接相加的预测。多篇新闻可能描述同一个事件,不应把各条百分比范围累加;最后的总结需要结合来源与时间范围一起读。

ETF:分清净值与基本面价值

已接入发行商适配器的ETF:DIA, MDY, QQQ, SPY, XBI, XLB, XLC, XLE, XLF, XLI, XLK, XLP, XLRE, XLU, XLV, XLY, XRT。面板分别展示带日期的官方净值、按持仓估算的净值,以及市场溢价/折价。持仓估算以同日官方净值为锚,用披露权重、成分股收益与分配调整,假设权重和剩余现金余额不变;它不是官方盘中净值。

溢价/折价=(市场价格÷净值−1)×100%。基本面情景区间使用已覆盖成分股的缓存 DCF,要求至少80%的权重覆盖。缺少价格、持仓过旧、币种不匹配或覆盖不足时,估算可能不显示。解读价差前,请同时核对日期和覆盖率。

Sources, dates and missing data来源、时间与缺失数据

DatasetSource and interpretation
Prices and company metricsYahoo Finance — quote times, reporting periods and adjusted historical series can differ; cached prices may remain after the market closes.
Market breadthComputed from constituent closes and moving averages. Universe dates, counted constituents and missing histories affect coverage; current-roster historical analysis has survivorship bias.
Macro and ratesFRED / Federal Reserve — observation dates and publication frequency differ across series; a recent retrieval does not make an old observation current.
Institutional holdingsSEC EDGAR 13F — quarter-end holdings disclosed later; not a live portfolio or a complete record of trading.
ETF holdings and NAVState Street / Invesco — issuer-dated holdings and NAV; estimated values have additional coverage and model assumptions.
AI-generated conclusionsDerived analysis of supplied evidence, with model and generation metadata; it is not an independent primary data source.
数据来源与口径
行情与公司指标Yahoo Finance — 报价时间、财报期间与复权历史序列可能不同;休市后保留最近缓存。
市场宽度根据成分股收盘价与均线计算。名单日期、有效样本数与缺失历史影响覆盖;按当前名单回看历史存在幸存者偏差。
宏观与利率FRED / Federal Reserve — 各序列的观测日期与发布频率不同;刚刚抓取不代表观测本身是最新的。
机构持仓SEC EDGAR 13F — 延后披露的季末持仓,不是实时组合,也不等于完整交易记录。
ETF持仓与净值State Street / Invesco — 以发行商标注的持仓及净值日期为准;估算另受覆盖率和模型假设约束。
AI生成结论对输入证据的衍生分析,附模型和生成信息;不属于独立的一手数据源。

A dash means missing, not zero. “Warming” means the cache is being prepared; “stale” means a previous observation is retained. For a research decision, keep the observation date, publication date, cache timestamp and model generation time separate.

“—”表示缺失,不是零。“准备中”表示缓存尚未就绪;“过期”表示仍在展示较早观测。做研究时,应分别记录观测日期、发布日期、缓存时间和模型生成时间。

What a run produces一次分析产出什么

  • A report written as a conversation — one turn per role, in the order the desk spoke, each with its own link.
  • A decision — exactly one of Buy, Overweight, Hold, Underweight or Sell, with the portfolio manager's reasoning and the price levels and sizing behind it.
  • A PDF of the whole report, charts included, and an email to you when the run finishes.
  • A link you can share with somebody who has no account; it expires after 30 days.
  • 一份以对话形式呈现的报告——每个角色一轮发言,按投研台的发言顺序排列,每一轮都有独立链接。
  • 一个决策——在买入、增持、持有、减持、卖出中五选一,附投资组合经理的理由,以及背后的价位与仓位建议。
  • 一份 PDF,包含完整报告与图表;分析完成后还会发邮件通知你。
  • 一个可分享的链接,对方无需账号即可打开,30 天后失效。

Boundaries边界

TradeAgents is built for research. It places no orders, connects to no brokerage account and holds no money. A report is a model's argument, not investment advice: it can be wrong, and it can be confidently wrong. Nothing here is a recommendation to buy or sell anything — the rating a run ends on is the desk's conclusion, and the decision is yours.

TradeAgents 为研究而生。它不下单、不连接任何券商账户,也不持有任何资金。报告是模型的论证,而不是投资建议:它可能出错,而且可能错得很自信。本站的任何内容都不构成买入或卖出任何资产的建议——一次分析最后给出的评级只是投研台的结论,决定权在你。

Core capabilities核心能力

  • 6 analysts on every run — market, sentiment, news, earnings, quality and valuation — and 9 for China A-shares, which add policy, hot-money and lock-up specialists.
  • Structured debate — 3 bull-versus-bear rounds and 3 risk rounds by default, each argued from the analysts' reports.
  • Dated to the run — the data tools are asked for what was known on the run's date, so a report dated in the past is written from that day's information, as far as each source can supply it.
  • Streams as it works — each section appears on the page the moment its author finishes, so a long run can be read while it is still going.
  • Your choice of model and thinking depth, recorded on every report so a cheap-tier run never passes for the most capable one.
  • English or Chinese — the report, its PDF and the completion email are written in the language the run was started in.
  • 每次分析 6 位分析师——市场、情绪、新闻、盈利、质量与估值;A 股分析为 9 位,额外加入政策、游资与解禁三位专项分析师。
  • 结构化辩论——默认进行 3 轮多空辩论与 3 轮风险辩论,每一轮都以分析师报告为依据。
  • 以分析日期为准——数据工具只被询问在分析日期当天已知的信息,因此一份日期在过去的报告,会在各数据源所能提供的范围内,基于当天的信息写成。
  • 边写边看——每个章节在作者写完的那一刻就出现在页面上,耗时较长的分析也可以边运行边阅读。
  • 可自选模型与思考深度,并记录在每份报告上,低价档位的分析不会被误认为最高档位。
  • 中文或英文——报告、PDF 和完成通知邮件都使用发起分析时选择的语言。

Where to go next接下来读什么