Best Agentic Trading Apps in 2026
Last updated July 2026
Short answer
Agentic trading apps let an AI agent take actions on a real brokerage account, such as placing or managing orders, rather than only researching or explaining. That is the line that separates them from a chat-only tool (which just talks) and a read-only assistant (which can see your holdings but not act). Among consumer apps, Robinhood is pushing hardest toward agentic features and offers a first-party MCP, while Public (Alpha) and Webull lean toward AI research inside the app, and SoFi offers robo-style automation. Among developer and pro platforms, Alpaca is purpose-built for agent-driven and automated trading, and Interactive Brokers brings agent access to deep, global, multi-asset execution, including MCP-based and Claude-oriented integrations. Walnut is a hosted, account-connected assistant that reads your real holdings across most US brokers from Claude or ChatGPT, read-only by default, and requires your approval for any trade where a broker supports it; it is not an autonomous agent. There is no single best one: pick by your broker and how much control you want to give the AI, and keep a human approval gate on every live order. Walnut is not an investment adviser.
“Agentic” has become the word for AI that does not just answer but acts, and in investing that means an assistant that can reach a real brokerage account and place a trade, not merely describe one. The apps below sit at very different points on that spectrum. Some give you AI research next to your portfolio, some automate a model allocation, some expose real order tools to an agent, and some deliberately keep a human approval gate on every trade. This guide sorts them by what the agent can actually do and by how much control you hand over, because the safety line (read-only defaults and approval gates) matters more here than anywhere else in AI investing. For the connector-and-server angle behind a lot of this, see the best MCP servers for stock trading.
What agentic trading actually means
Agentic trading is when an AI agent can take an action on a real brokerage account: place an order, modify one, or manage a position, rather than only fetching prices or writing analysis. It is the difference between an assistant that can say “this position is up and looks stretched” and one that can actually submit the sell. That capability is powerful, and it is exactly why the guardrails matter.
There are three rungs worth keeping straight:
- Chat-only AI. A general model with no account access. It can research and explain, but it cannot see your portfolio or touch it. Useful for reasoning, blind to your real positions.
- Read-only assistant. Connected to your real account, so it can analyze your actual holdings, drift, and concentration, but it cannot place a trade. Safe by construction.
- Agentic trading. The agent can act on the account. The careful products keep that action behind an approval gate and default to read-only, so the assistant can research and propose freely but cannot move money on its own.
The single most important thing to check before enabling any of this is whether the tool defaults to read-only and requires your explicit confirmation on every order. Autonomous execution with no human step removes the check that catches a misread prompt, a stale price, or an oversized trade, and AI can be confidently wrong.
Consumer brokerage apps with AI
These are mainstream apps most people can open in minutes. Their AI ranges from in-app research and insight to a genuine agentic direction, and the amount the AI can actually do varies a lot. Each is described on the same fields: what it is, who it is best for, and one honest catch.
Robinhood
Robinhood is a popular US retail broker that has leaned hard into AI. Cortex is its in-app AI investment tool that summarizes markets, explains moves, and analyzes stocks in plain language. Beyond the app, Robinhood has released a first-party MCP that connects a Robinhood account to an AI assistant with quotes, positions, watchlist, and order tools, which is the agentic direction: an assistant that can place trades on your Robinhood account, not just talk about them.
- What the agent can do: In-app AI insights today (Cortex), with a first-party MCP and an agentic direction that can place orders on a connected Robinhood account.
- Best for: Robinhood customers who want AI insight inside the app plus an official path toward an assistant that can act on their own account.
- One honest catch: It is tied to Robinhood alone (not other brokers), some AI features sit behind Robinhood Gold, and you should confirm the current scope and any agent or third-party terms before relying on order tools.
Public
Public is a US investing app with a built-in AI assistant, Alpha, that answers questions about stocks, ETFs, and your own holdings in context, so you can ask why a position moved or what a company does without leaving the app. Alpha is oriented around research and explanation rather than acting on your behalf, so trades remain a deliberate action you place.
- What the agent can do: AI research and portfolio explanations inside the app (Alpha); execution stays a manual, you-tap action rather than an autonomous agent.
- Best for: Investors who want a context-aware AI research assistant sitting next to their portfolio in a single consumer app.
- One honest catch: Alpha is a research and explanation layer, not an autonomous agent that places orders for you, and it covers a Public account rather than spanning brokers. Confirm current capabilities before assuming it can act.
Webull
Webull is an active-trader app known for advanced charting, screeners, and market data, and it has been layering AI-driven analysis and signals into that surface. The AI helps you read a chart, scan for setups, and digest news, while order placement stays in your hands through the app's trading tools.
- What the agent can do: AI-assisted analysis and signals within a feature-rich trading app; the AI leans analytical rather than autonomously placing your orders.
- Best for: Active and technically-minded traders who want AI-assisted analysis alongside serious charting and screening.
- One honest catch: Its AI leans toward analysis and signals rather than an agent that executes for you, so confirm the current scope of any AI feature before assuming it can place or manage orders on its own.
SoFi Invest
SoFi Invest pairs self-directed trading with an automated investing option that manages a diversified model portfolio for you, and SoFi has been adding AI-assisted financial guidance across its app. The automation here is robo-style: it manages a preset allocation rather than acting as a free-form agent that places any trade you describe.
- What the agent can do: Automated (robo) portfolios that manage a model allocation for you, plus AI-assisted guidance; not a conversational agent placing arbitrary trades.
- Best for: Beginners who want hands-off automated investing plus broader money tools in one app.
- One honest catch: The automation is a robo-advisor model portfolio, not an open-ended agent, and its AI guidance is general rather than an assistant that executes specific orders. Confirm what any AI feature actually does before relying on it.
Developer and pro platforms
These platforms expose real trading APIs, which is where the most capable agentic trading lives today. They can place orders and run automated strategies, at the cost of more setup and technical comfort. Same field block.
Interactive Brokers
Interactive Brokers is a professional-grade broker with deep, global, multi-asset coverage (US and international equities, options, futures, and forex) and a powerful API. IBKR has been moving toward agentic access, including MCP-based integration and work to let AI assistants such as Claude reach its platform, so an agent can read accounts and place orders across markets few consumer apps touch.
- What the agent can do: Agent access to a powerful multi-asset, global brokerage API, including MCP-based and Claude-oriented integrations, so an assistant can read accounts and place orders.
- Best for: Experienced and professional investors who want agent access to broad, multi-asset, global execution rather than a single US equities desk.
- One honest catch: IBKR's platform is powerful but notoriously complex to set up and authenticate, and its agent and AI integrations are newer, so confirm the current scope, availability, and any terms before wiring an assistant to a live account.
Alpaca
Alpaca is an API-first broker built for developers and automated trading. Its official, open-source MCP server exposes the trading API to an AI agent as tools (real-time and historical data, account and position reads, order placement) with a full paper-trading sandbox to rehearse against. It is the closest thing to a purpose-built agentic trading platform, at the cost of being code-first.
- What the agent can do: Full programmatic and agent-driven trading via an API and an official MCP server: real orders, a paper-trading sandbox, and automated strategies.
- Best for: Developers and quant-minded builders who want agent-driven or fully automated trading and are comfortable running their own setup.
- One honest catch: It is single-broker and developer-focused: you open an Alpaca account, bring your own API keys, and run and secure the integration yourself, which is more setup than a consumer app.
Account-connected assistant (read-only by default)
The consumer-ready middle path: a hosted assistant wired to the broker you already hold, with no server to run, that keeps a human approval gate on every trade. Same field block.
Walnut
Walnut is a hosted, account-connected AI investing assistant. You connect a real broker once through a secure connection where your login stays with the broker, then read your live portfolio and use thematic-basket tools from Claude Desktop, ChatGPT, or Cursor. Access is read-only by default, and where a broker supports execution, Walnut proposes the trades and you approve each one. It is deliberately not an autonomous agentic trader that acts on its own.
- What the agent can do: Reads your real holdings across most US brokers from Claude or ChatGPT, read-only by default; where a broker supports execution, every trade requires your explicit approval. It is not an autonomous agent.
- Best for: People who want an account-connected assistant that reads their real holdings across most US brokers from Claude or ChatGPT, with a human approval gate on every trade.
- One honest catch: It connects the broker you already have rather than being one, so you need an existing account, access is read-only by default, and it will not place trades without you. Walnut is not an investment adviser.
Agentic trading apps at a glance
| App / platform | What the agent can do | Best for |
|---|---|---|
| Robinhood | In-app AI insights today (Cortex), with a first-party MCP and an agentic direction that can place orders on a connected Robinhood account. | Robinhood customers who want AI insight inside the app plus an official path toward an assistant that can act on their own account |
| Walnut | Reads your real holdings across most US brokers from Claude or ChatGPT, read-only by default; where a broker supports execution, every trade requires your explicit approval. It is not an autonomous agent. | People who want an account-connected assistant that reads their real holdings across most US brokers from Claude or ChatGPT, with a human approval gate on every trade |
| Interactive Brokers | Agent access to a powerful multi-asset, global brokerage API, including MCP-based and Claude-oriented integrations, so an assistant can read accounts and place orders. | Experienced and professional investors who want agent access to broad, multi-asset, global execution rather than a single US equities desk |
| Alpaca | Full programmatic and agent-driven trading via an API and an official MCP server: real orders, a paper-trading sandbox, and automated strategies. | Developers and quant-minded builders who want agent-driven or fully automated trading and are comfortable running their own setup |
| Public | AI research and portfolio explanations inside the app (Alpha); execution stays a manual, you-tap action rather than an autonomous agent. | Investors who want a context-aware AI research assistant sitting next to their portfolio in a single consumer app |
| Webull | AI-assisted analysis and signals within a feature-rich trading app; the AI leans analytical rather than autonomously placing your orders. | Active and technically-minded traders who want AI-assisted analysis alongside serious charting and screening |
| SoFi Invest | Automated (robo) portfolios that manage a model allocation for you, plus AI-assisted guidance; not a conversational agent placing arbitrary trades. | Beginners who want hands-off automated investing plus broader money tools in one app |
How to choose an agentic trading app
The quickest way to narrow it down is to match the app to your broker and to how much control you actually want to hand the AI.
- You want AI insight inside a mainstream app. Robinhood (Cortex), Public (Alpha), and Webull all put AI research next to your portfolio; Robinhood is furthest toward letting an assistant act on the account.
- You want hands-off automation. SoFi Invest offers a robo-style managed portfolio, which automates an allocation rather than acting as a free-form agent.
- You are a developer building automated or agent-driven strategies. Alpaca is purpose-built for it, with an official MCP server and a paper-trading sandbox you self-host.
- You need deep, global, multi-asset execution. Interactive Brokers brings agent access to equities, options, futures, and forex across many markets, at the cost of a more complex setup.
- You want a connected assistant across brokers with a human approval gate. Walnut reads your real holdings from Claude or ChatGPT, read-only by default, and places only the trades you approve.
- You care about safety first. Start read-only, use paper trading where it exists, keep a human confirmation on every live order, and scope permissions so a research tool cannot place trades.
For the consumer end of this field grouped by what the AI actually does, see the best AI investing apps guide, and for the connector options behind connected assistants, the MCP connectors for brokerages compared roundup.
Where Walnut fits
To be upfront, since this is our site: among agentic trading options, Walnut deliberately sits on the careful end, and it leads in that niche rather than overall. Walnut is a hosted, account-connected AI investing assistant that talks to the broker you already have. It lets Claude Desktop, ChatGPT, or Cursor read your real connected brokerage holdings across most US brokers, with thematic-basket tools on top. Access is read-only by default, and where a broker supports execution, every trade requires your explicit approval, so Walnut is not an autonomous agent that moves money on its own. You can use either its hosted connector or a small downloadable local shim, so there is nothing to clone or secure, and your broker login stays with the broker.
If you want fully automated, agent-driven trading and are comfortable writing and running code, a developer platform like Alpaca or Interactive Brokers will fit better than a hosted assistant. If you want AI research inside a single consumer app, Robinhood, Public, or Webull are the mainstream picks. Walnut is the option for people who want a connected assistant across brokers with a human approval gate on every order. Full per-client setup lives on the Walnut MCP connector page. Walnut is not an investment adviser.
The bottom line
Agentic trading apps sort by what the agent can actually do and by how much control you hand over. Robinhood is the consumer app pushing hardest toward an assistant that can act on the account, while Public and Webull keep their AI in research, and SoFi offers robo-style automation. For real agent-driven execution, Alpaca is the developer-first platform and Interactive Brokers brings deep, global, multi-asset reach, both with more setup. Walnut is the hosted, account-connected assistant that reads your holdings across most US brokers, read-only by default, and places only the trades you approve. There is no single best one: pick by your broker and your appetite for handing the AI control, and keep a human approval gate on every live order until you deliberately decide otherwise. Walnut is not an investment adviser.
Try Walnut on top of your broker
Walnut is a hosted assistant that lets Claude or ChatGPT read your real holdings across most US brokers through a secure connection where your login stays with your broker, with no server to run. Read-only by default; you approve every trade.
FAQ
What is agentic trading?
Agentic trading means an AI agent can take actions on a real brokerage account, such as placing, modifying, or managing orders, rather than only answering questions or showing analysis. It is a step beyond a chat-only research tool (which just talks) and beyond a read-only assistant (which can see your holdings but not act). The safest agentic setups still keep access read-only by default and require your explicit approval before any order reaches the broker. Walnut is not an investment adviser.
What is the best agentic trading app?
There is no single best one; it depends on your broker and how much control you want to give the AI. Robinhood is pushing agentic features for its own accounts and offers a first-party MCP. Interactive Brokers brings agent access to deep, global, multi-asset execution. Alpaca is the developer-first platform purpose-built for automated and agent-driven trading. Public and Webull lean toward AI research and analysis inside the app. Walnut is the account-connected, read-only assistant that reads your real holdings from Claude or ChatGPT and gates every trade behind your approval. Walnut is not an investment adviser.
How is agentic trading different from a chat-only AI or a read-only assistant?
Chat-only AI (like a general model with no account access) can research and explain but cannot see or touch your portfolio. A read-only assistant connects to your real account and can analyze your actual holdings, but cannot place a trade. Agentic trading goes one step further: the agent can take an action on the account, such as placing an order. The careful products keep that action behind an approval gate rather than letting the agent move money on its own.
Is agentic trading safe?
It can be, if the access model is sound. The safer approach defaults to read-only, never stores your broker password, scopes what the agent can do, and requires your explicit approval before any order is placed. Risks come from broad or mis-scoped permissions, autonomous execution with no human confirmation, and unmaintained code. Start read-only, use paper trading where available, and keep a human approval step on every live trade. Walnut is not an investment adviser.
Does Robinhood have agentic AI trading?
Robinhood has moved firmly in that direction. Its in-app Cortex tool provides AI insights and analysis, and Robinhood has released a first-party MCP that connects a Robinhood account to an AI assistant with quotes, positions, watchlists, and order tools. That combination points toward an assistant that can act on a Robinhood account, though it covers Robinhood alone and some features sit behind Robinhood Gold. Confirm the current scope and any agent terms before relying on order tools.
What can Public's Alpha assistant do?
Alpha is Public's built-in AI assistant. It answers questions about stocks, ETFs, and your own holdings in context, so you can ask why a position moved or what a company does without leaving the app. It is oriented toward research and explanation rather than acting for you, so placing a trade stays a deliberate action you take. Confirm current capabilities, since these features evolve quickly.
Can Interactive Brokers work with AI agents or Claude?
Interactive Brokers has been building toward agent access to its powerful, multi-asset, global platform, including MCP-based integration and work to let AI assistants such as Claude reach its API to read accounts and place orders. IBKR's coverage and tooling are among the deepest available, but the platform is complex to set up and the agent features are newer, so confirm the current scope and availability before connecting an assistant to a live account.
Is Alpaca good for agentic or automated trading?
Alpaca is one of the most direct fits. It is an API-first broker built for developers, and its official open-source MCP server exposes the trading API to an AI agent, with a full paper-trading sandbox to rehearse against before going live. The trade-off is that it is single-broker and code-first: you open an Alpaca account, bring your own API keys, and run and secure the setup yourself.
Does Walnut place trades automatically?
No. Walnut is a hosted, account-connected assistant that is read-only by default. It lets Claude or ChatGPT read your real holdings across most US brokers, and where a broker supports execution it proposes the trades and you approve each one. It is deliberately not an autonomous agent that acts on its own, which is the point: you keep a human approval gate on every order. Walnut is not an investment adviser.
What is the easiest way to try agentic-style trading on my own portfolio?
The lowest-effort path is a hosted, account-connected assistant rather than a self-hosted developer setup. Walnut needs no server to run: you connect a broker securely, with your login staying at the broker, then use it from Claude or ChatGPT, read-only by default and with trades you approve. Robinhood's first-party MCP is also no-host but covers Robinhood alone. Developer platforms like Alpaca and Interactive Brokers offer deeper control at the cost of more setup. Walnut is not an investment adviser.
Should an AI agent be allowed to trade without my approval?
For most people, no. Fully autonomous execution removes the human check that catches a misread prompt, a stale price, or an oversized order, and the AI can be confidently wrong. The safer pattern keeps the agent free to research and propose, while every order waits for your explicit confirmation. Developer platforms can enable more automation, but even there paper trading and scoped keys are the sensible starting point.
Which apps can actually act on an account versus only analyze it?
Alpaca and Interactive Brokers can place orders through their APIs and agent integrations, and Robinhood's first-party MCP exposes order tools for a Robinhood account. Public's Alpha and Webull's AI lean toward research and analysis, with execution kept as a manual action. Walnut reads your real holdings read-only by default and, where a broker supports it, places only the trades you approve. Always confirm the current scope of any AI feature before assuming it can act. Walnut is not an investment adviser.
Walnut is informational and is not an investment adviser. Broker apps, AI features, agent capabilities, and their terms change quickly; verify current capabilities on each provider's own documentation before connecting an account or enabling any trading feature. Nothing on this page is a recommendation to buy, sell, or hold any security or to use any particular product.