Walnut vs Alpaca: Which Is Better in 2026?
Last updated October 2026
Short answer
Walnut is an AI investing app; Alpaca is a brokerage API for people building their own AI agent. Best for a keep, trim or exit read on the stocks you already own, and placing the trades you approve: Walnut (free; Walnut Unlimited $9.99/mo on the web; no fee on assets). Best for developers building AI agents: Alpaca (free (open source)). Alpaca is built for developers who write code, whereas Walnut is a no-code app that sits on top of your broker.
Both Walnut and Alpaca get grouped under “AI investing tools,” which is why people compare them. Below is what each one does, whether it reads the brokerage you already use, how each is priced, and who each fits, checked in October 2026. Walnut publishes this page, so the strengths of the other product come first in each section where it leads.
Walnut vs Alpaca at a glance
| Walnut | Alpaca | |
|---|---|---|
| Category | Connected AI investing apps | For builders: connect a broker to an AI agent |
| What the AI does | Reads your real holdings, rates each one against the S&P 500, builds baskets and drafts trades | Official MCP server (data + execution) |
| Connects your broker | Yes (the brokerage you already use, read-only by default) | Alpaca accounts |
| Read vs trade | Places the trades you approve at Public and eight other brokers | Read + trade + paper |
| Cost | Free; Walnut Unlimited $9.99/mo on the web; no fee on assets | Free (open source) |
| Best for | A keep, trim or exit read on the stocks you already own, and placing the trades you approve | Developers building AI agents |
| One limitation | It has no cost basis or tax lots, so returns are one-year price returns rather than profit and loss, and it is read-only at Schwab, Fidelity and Vanguard. | Developer-first; requires code and self-hosting. |
Prices checked October 2026. A price marked (Oct 2026) was read on the vendor's own pricing page; others are described without a number because we could not verify one.
What is Walnut?
The AI that knows your portfolio. Ask anything in plain English, research any stock or fund, and get an honest second opinion, on the broker you already use. Read-only by default, you approve every trade, and it never holds your money. Walnut is not an investment adviser.
How it works: You connect the brokerage you already use, read-only by default, so your login stays with your broker and your money never moves. Walnut gives each holding a keep, trim or exit read from its one-year price return against the S&P 500, its momentum and its size, and flags any position above a quarter of the portfolio. You ask follow-up questions in Walnut's own assistant, or inside Claude or ChatGPT through its connector, which only reads. You can turn a thesis into a basket with target weights, and when you decide to act Walnut drafts the trades and places the ones you approve at Public plus eight other brokers including E*Trade, tastytrade and Webull.
In practice, Walnut’s AI reads your real holdings, rates each one against the S&P 500, builds baskets and drafts trades. It is an AI investing app that connects the brokerage you already use, best suited to a keep, trim or exit read on the stocks you already own, and placing the trades you approve. On connecting an account: yes (the brokerage you already use, read-only by default). On execution: places the trades you approve at Public and eight other brokers. Cost: free; Walnut Unlimited $9.99/mo on the web; no fee on assets.
One honest limitation: It has no cost basis or tax lots, so returns are one-year price returns rather than profit and loss, and it is read-only at Schwab, Fidelity and Vanguard.
What is Alpaca?
A developer-first brokerage with an official MCP server for real-time data, paper trading, and execution by AI agents. Best for people who code.
How it works: Alpaca is a brokerage you talk to through code: a REST and websocket API exposes market data, paper trading, and live commission-free execution, and its official MCP server lets an AI agent pull data, test in a paper account, and place real orders programmatically. You build (or wire up an agent against) that API rather than tapping buttons in an app.
In practice, Alpaca’s AI official MCP server (data + execution). It is a brokerage API for people building their own AI agent, best suited to developers building AI agents. On connecting an account: alpaca accounts. On execution: read + trade + paper. Cost: free (open source).
One honest limitation: Developer-first; requires code and self-hosting.
Walnut vs Alpaca: how they actually differ
The honest framing: Alpaca is about developer-level, programmatic control for building your own AI agent, while Walnut is about a no-code experience across most US brokers. Alpaca is built for developers who write code, whereas Walnut is a no-code app that sits on top of your broker.
Walnut vs Alpaca: strengths and trade-offs
Every tool gives something up for what it does well. Here is the honest give-and-take on each, so you can weigh the specific strengths against the limitations that come with them rather than judging on the headline category alone.
Walnut
Where it is strong
- Your money stays at the broker you already use; nothing has to move
- A keep, trim or exit read on every holding against the S&P 500, with any position over a quarter of the portfolio flagged
- Its own AI assistant, plus a read-only connector for Claude and ChatGPT with no API key to paste
- Places the trades you approve, and runs recurring buys into a basket from cash already at your broker
What to watch out for
- No cost basis or tax lots, so it shows one-year price returns rather than profit and loss, and it does not harvest tax losses
- Read-only at Robinhood, Schwab, Fidelity and Vanguard; trades go through at Public, and at E*Trade, tastytrade, Webull, moomoo, Questrade, Wealthsimple, Trading 212 and Stake
Alpaca
Where it is strong
- An official MCP server purpose-built for AI agents
- Robust REST and websocket API with a full paper-trading sandbox
- Commission-free US equities and crypto for developers
What to watch out for
- Developer-first: it assumes you can write code and self-host an agent
- Your money lives in an Alpaca account, not the broker you may already use
The key divider: does it read your real holdings?
For AI investing tools, the distinction that matters most is whether the tool works from your actual, connected positions or reasons from something else: a separate account it manages for you, or the tickers and numbers you feed it. It decides how personal the answers can be, and where your money physically lives.
- Walnut: reads your real connected holdings. Walnut connects your real brokerage (Yes (the brokerage you already use, read-only by default)) and works from your actual positions, so its answers reflect what you genuinely own rather than a generic model.
- Alpaca: connects specific supported accounts. Alpaca connects a defined set of accounts (Alpaca accounts), so whether it can see your holdings depends on whether your money is at one of them.
This is where they diverge most. One works from your real, connected account while the other does not, so if you want an assistant grounded in the exact positions you already hold, that gap is the thing to weigh first. This holdings-aware angle is the one Walnut is built around: it connects the brokerage you already use and reasons from your live positions, read-only by default, with any trades left for you to approve.
Walnut vs Alpaca: which should you choose?
Each one wins a different job, so the answer is committed per job rather than overall.
- Choose Walnut if you want a keep, trim or exit read on the stocks you already own, and placing the trades you approve. Its AI reads your real holdings, rates each one against the S&P 500, builds baskets and drafts trades, and it costs free; Walnut Unlimited $9.99/mo on the web; no fee on assets. It is built for investors who already own stocks at a broker and want an AI investing app to tell them which to keep, trim or exit, without moving their money. Keep in mind: it has no cost basis or tax lots, so returns are one-year price returns rather than profit and loss, and it is read-only at Schwab, Fidelity and Vanguard.
- Choose Alpaca if you want developers building AI agents. Its AI official MCP server (data + execution), and it costs free (open source). It is built for developers building their own automated or AI-driven trading systems. Keep in mind: developer-first; requires code and self-hosting.
Because they sit in different categories, this is not strictly either-or: some investors use one for a keep, trim or exit read on the stocks you already own, and placing the trades you approve and the other for developers building AI agents, and watch for overlapping costs.
Walnut vs Alpaca: pricing and cost model
Cost is easy to misread when two tools charge in different shapes, so compare the model, not just the number. Walnut: free; Walnut Unlimited $9.99/mo on the web; no fee on assets. Alpaca: free (open source). A percentage-of-assets fee scales with your balance, a flat subscription does not, and a “free” tier usually earns elsewhere (on cash, order flow, or premium upgrades), so the cheapest headline is not always the cheapest outcome for your situation.
Prices checked October 2026. Pricing and tiers change, so confirm the current numbers on each provider’s own site before you decide.
Try Walnut on top of your broker
Free. Connect the broker you already use, and ask anything about what you own.
FAQ
Is Walnut or Alpaca better?
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Walnut is better for a keep, trim or exit read on the stocks you already own, and placing the trades you approve (free; Walnut Unlimited $9.99/mo on the web; no fee on assets). Alpaca is better for developers building AI agents (free (open source)). Walnut is an AI investing app that connects the brokerage you already use and Alpaca is a brokerage API for people building their own AI agent, so the right pick is the one whose job you want done.
What is the difference between Walnut and Alpaca?
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Walnut is an AI investing app that connects the brokerage you already use: it reads your real holdings, rates each one against the S&P 500, builds baskets and drafts trades. Alpaca is a brokerage API for people building their own AI agent: it official MCP server (data + execution). Walnut suits a keep, trim or exit read on the stocks you already own, and placing the trades you approve; Alpaca suits developers building AI agents.
Is Walnut or Alpaca better for beginners?
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Walnut is the more beginner-friendly of the two (a keep, trim or exit read on the stocks you already own, and placing the trades you approve). The other is better once you know what you want from it. Neither replaces understanding what you own.
Does Walnut connect to my brokerage?
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Walnut: yes (the brokerage you already use, read-only by default) (reads your real connected holdings). Alpaca: alpaca accounts (connects specific supported accounts). If keeping your current broker matters, that distinction is often the deciding factor.
Does Walnut see my real holdings?
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Walnut connects your real brokerage (Yes (the brokerage you already use, read-only by default)) and works from your actual positions, so its answers reflect what you genuinely own rather than a generic model. By contrast, Alpaca connects specific supported accounts: Alpaca connects a defined set of accounts (Alpaca accounts), so whether it can see your holdings depends on whether your money is at one of them.
Walnut vs Alpaca: which is cheaper?
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Walnut: free; Walnut Unlimited $9.99/mo on the web; no fee on assets. Alpaca: free (open source). A percentage of assets grows with your balance and a flat subscription does not, so compare in dollars at your balance. Prices marked (Oct 2026) were checked on the vendor's own site in October 2026.
Can I use Walnut and Alpaca together?
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Often yes, because they do different things: one for a keep, trim or exit read on the stocks you already own, and placing the trades you approve and the other for developers building AI agents. Watch for overlapping subscription costs, and remember that trades settle in whatever account actually holds your money.
Who is Walnut best for, and who is Alpaca best for?
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Walnut best fits investors who already own stocks at a broker and want an AI investing app to tell them which to keep, trim or exit, without moving their money. Alpaca best fits developers building their own automated or AI-driven trading systems. If you see yourself in one description more than the other, that is usually the clearer signal than any single feature or price.
What are the main trade-offs between Walnut and Alpaca?
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With Walnut, watch for this: no cost basis or tax lots, so it shows one-year price returns rather than profit and loss, and it does not harvest tax losses. With Alpaca: developer-first: it assumes you can write code and self-host an agent. Pick the trade-off you can live with given the job you want done.
Related comparisons
Walnut is informational, not investment advice. Competitor features and pricing are point-in-time and change; verify the current details on each provider's site before deciding. Nothing here is a recommendation to use any particular product or security.