The Swarms Insider’s Guide
Everything we know about Swarms in one document: what it costs, its grades, getting a refund, getting help and what else to look at. Read it here, or keep a copy.
Swarms
The Insider’s Guide
Multi-agent framework, hosted API and agent marketplace
Every plan, grade, refund rule and rival among AI agents, read from Swarms’s own pages.
Made by Swarms · checked Nov 13, 2026 · toolgpa.com
Contents
- 01WelcomeWhat it is, who it suits, its grades and the ten things to know first
- 02What it costsEvery plan, the free plan, ways to pay less and how prices have moved
- 03What it doesIts main features, where it runs, what it works with and who makes it
- 04Where it standsIts grades against its category, and whether to keep it or make your own
- 05The alternativesThe tools it is most often weighed against, side by side
- 06Quick answersThe questions people ask about it, each answered in a line or two
- 07About ToolGPAWho made this guide, what else is on the site, and how to cite it
ToolGPA put this guide together from Swarms’s own pages, its app-store listings and our grades. Every fact in it is on Swarms’s page too, where it is kept up to date. Checked Nov 13, 2026.
Part 01 · Overview
Welcome
What it is, who it suits, its grades and the ten things to know first
2.2
GPA, above 81 of the 178 other AI agents we grade
Swarms is a stack for building multi-agent systems: an open-source Python framework, a Rust version, a hosted API for running agent configurations over REST, a cloud dashboard for monitoring runs, and a marketplace where agents and prompts are sold. Usage is billed by tokens, with optional monthly plans for higher limits.
To get you started, here are 9 things to know about Swarms, taken from its own pages and our grades.
Agents are built in code or through the API, with no no-code builder.
- 1
Best for multi-agent framework with a hosted API
Swarms is a multi-agent stack: an open-source Python framework, a Rust version, a hosted API and a marketplace.
- 2
Paid plans start at $19.99 a month
As its pricing page puts it: $19.99 per month.
- 3
There is a free plan
No monthly fee, sign-up credits, pay-per-use API access, 100 requests a minute, 1,200 a day and 200K tokens per agent.
- 4
It runs on Web
Web.
- 5
Multi-agent architectures
Build hierarchical, sequential and parallel agent collaborations, with agent-to-agent communication and shared memory systems.
- 6
Python and Rust frameworks
Agents are written in Swarms Python or Swarms Rust, and the vendor describes the Python framework as open source.
- 7
Hosted Swarms API
Send agent configurations and a task over REST from any language and get the result back, without running the orchestration yourself.
- 8
A 2.2 GPA, above 81 of 178
That is against the other AI agents we grade, on value, the free plan, features, ease of use and platforms.
- 9
Keep it
To replace Swarms you would be making an AI agent, with the models and the safeguards behind it. That is not a weekend's work, with an AI app builder or without one.
Swarms at a glance
- Pricing
- Free plan, from $19.99 per month
- Free plan
- Yes
- Free trial
- None stated
- Runs on
- Web
- Made by
- Swarms
- Category
- AI Agents
- Our grade
- 2.2 GPA, fair
The report card
Best for multi-agent framework with a hosted API
Swarms is a multi-agent stack: an open-source Python framework, a Rust version, a hosted API and a marketplace. The free plan has rate limits and no premium endpoints, and model tokens carry a 15% fee on top.
| Subject | Grade | Comment |
|---|---|---|
| Value for money | B | Pro is $19.99 a month, the start of the category's cheaper quarter. Usage adds a 15% service fee on model prices. |
| Free plan and trial | C | A free plan with sign-up credits, 100 requests a minute and 200K tokens per agent. Batch, reasoning agents and graph workflows are not included. |
| Features | C | Several multi-agent patterns, Python and Rust frameworks, a hosted API and monitoring. Premium endpoints sit on paid plans. |
| Ease of use | D | No rating on record. Agents are built in code or through the API, with no no-code builder. |
| Platforms and integrations | B | Web dashboard and API plus Python and Rust, with Telegram, Discord, WhatsApp and Exa connections. No desktop or phone app. |
An A is worth 4 points, a B 3, a C 2, a D 1 and an F nothing. The GPA is the average of the five.
Who Swarms is for
- Fits if you want to run several coordinating agents from Python or a REST call
- Works for developers who would rather rent the hosting than run it
Who it is not for
- Skip it if you want a no-code builder, as agents are built in code or the API
- Tight if you stay free: batch, reasoning agents and graph workflows are paid
- Watch out: tokens cost the provider price plus 15%, and each agent in a swarm adds $0.01
- Watch out: calls fail when the credit balance falls under $1.00
Good to know
Good for
- Developers building multi-agent systems in Python or Rust
- Teams that want to call hosted agent orchestration over a REST API
- Builders who want to sell agents or prompts through a marketplace
Worth knowing
- Tokens are billed at each model's provider price plus a 15% service fee, with $0.01 per agent in swarm workflows and $0.25 per image.
- Premium endpoints (batch, reasoning agents, graph workflows) are not available on the Free plan.
- Billable calls need a credit balance above $1.00 and return an error below it.
- It is a developer product: agents are built in code or through the API, not through a no-code builder.
Part 02 · Pricing
What it costs
Every plan, the free plan, ways to pay less and how prices have moved
$19.99
A month to start. There is a free plan too
Swarms has a free plan. Paid plans start at $19.99 per month.
Batch, reasoning agents and graph workflows are not included.
Free
$0
Pay-per-use credits, 100 requests a minute, 1,200 requests a day, 200K tokens per agent, marketplace access.
Pro
$19.99
per month
Adds global availability zones, extra multi-agent architectures, API telemetry, priority queue, Pro models and premium endpoints.
Premium
$100
per month ($1,020 per year)
2,000 requests a minute, 100,000 a day, 2M tokens per agent, 500 agents per batch, SOC 2 compliance and 24/7 support.
Enterprise
Custom
Custom rate limits, dedicated infrastructure, on-premise or VPC deployment, custom SLAs and white-label options.
The free plan
No monthly fee, sign-up credits, pay-per-use API access, 100 requests a minute, 1,200 a day and 200K tokens per agent.
Read from swarms.ai on Nov 13, 2026.
Ways to pay less
Annual discount
Premium billed yearly saves 15%
Premium is $100 a month, or $1,020 a year, which the pricing page describes as a 15% saving.
Stated on swarms.aiOther savings
Half-price tokens overnight
Swarm completions get 50% off token costs between 8 PM and 6 AM Pacific Time; agent fees are unchanged.
Stated on swarms.ai
Part 03 · Features
What it does
Its main features, where it runs, what it works with and who makes it
1
Place it runs: Web
Multi-agent framework, hosted API and agent marketplace. Here is what it does, as its own site describes it, and what it covers: open source, public API, workflow automation, AI agents.
Several multi-agent patterns, Python and Rust frameworks, a hosted API and monitoring.
- Multi-agent architectures
- Build hierarchical, sequential and parallel agent collaborations, with agent-to-agent communication and shared memory systems.
- Python and Rust frameworks
- Agents are written in Swarms Python or Swarms Rust, and the vendor describes the Python framework as open source.
- Hosted Swarms API
- Send agent configurations and a task over REST from any language and get the result back, without running the orchestration yourself.
- Run monitoring in Swarms Cloud
- A dashboard shows each run's logs, token use, cost and context use.
- Marketplace for agents
- Agents, prompts, tools, MCP servers and skills can be bought and sold; sellers keep 90% of each sale.
Where it runs
- Web
What it works with
- Telegram
- Discord
- Exa
Swarms is made by Swarms.
Part 04 · Standing
Where it stands
Its grades against its category, and whether to keep it or make your own
81/178
Other AI agents it is graded above
Swarms's GPA of 2.2 is higher than 81 of the 178 other AI agents we grade, and level with 41.
It stands best on value for money (B, above 135 of 178) and worst on ease of use (D, above 0).
Its paid plans start at $19.99 a month, against a middle price of $25 for the category: 25 of the 98 others that charge start lower.
On features, ease of use and platforms it scores 2.0 out of 4. 24 tools score higher and cost less.
Each grade against the category
Every bar is all 179 AI agents we grade, cut by the letter each got. Swarms’s own letter is outlined.
- BValue for moneyAbove 135 of 178
- CFree plan and trialAbove 64 of 178
- CFeaturesAbove 2 of 178
- DEase of useAbove 0 of 178
- BPlatforms and integrationsAbove 47 of 178
Price against what you get
Each dot is one of 109 AI agents. Further left costs less; higher up scores better on features, ease of use and platforms. Swarms is the marked dot.
What paid plans start at, a month (each step along is roughly double) →
Keep it, or make your own?
Whether this is something you could build for yourself with an AI app builder, and what you would give up.
Keep it
To replace Swarms you would be making an AI agent, with the models and the safeguards behind it. That is not a weekend's work, with an AI app builder or without one.
It costs $239.88 a year. Swarms is open source, so there is a third way: take its code and run it yourself.
What you could not
- An AI agent, with the models and the safeguards behind it.
- Connections to other products, each kept working as those products change.
- Sharing with other people, which means accounts and invitations.
What this rests on. Swarms’s listing: what it does, where it runs, what it plugs into and what it costs. It is a judgement about the kind of software this is. We have not built a replacement for it, and making your own means looking after it too. How we decide, and every tool’s verdict.
Part 05 · Alternatives
The alternatives
The tools it is most often weighed against, side by side
CrewAI, LangGraph, LlamaIndex and Agno
The 4 tools Swarms is most often weighed against, with where each one differs from it.
- 2.2GPA
CrewAI
Free plan
Multi-agent platform to build, run and govern AI agents.
- CrewAI also covers no-code.
- 2.6GPA
LangGraph
Free plan · from $39/mo
Open-source framework for building controllable AI agents.
- LangGraph is self-hostable, according to its own site.
- 2.2GPA
LlamaIndex
Free plan · from $500/mo
- 2.2GPA
Agno
Free plan · from $150/mo
Open-source agent runtime with a hosted control plane.
- Agno is self-hostable, according to its own site.
- Swarms also covers workflow automation.
Part 06 · Questions
Quick answers
The questions people ask about it, each answered in a line or two
14
Questions, each answered in a line or two
The short version of everything above, for when you only need the answer. Each one is told in full in its part of the guide.
Is Swarms free?
Swarms has a free plan. No monthly fee, sign-up credits, pay-per-use API access, 100 requests a minute, 1,200 a day and 200K tokens per agent.
How much does Swarms cost?
Swarms lists 4 plans. Free: $0.
What platforms does Swarms work on?
Swarms is available on Web.
Does Swarms offer any discounts?
Swarms publicly lists the following: Premium billed yearly saves 15%; Half-price tokens overnight.
Does Swarms have an Android app?
No Android app was listed when its pages were read on Nov 13, 2026. Swarms is listed for Web.
Does Swarms have an iPhone app?
No iPhone app was listed when its pages were read on Nov 13, 2026. Swarms is listed for Web.
Is Swarms open source?
Yes. Swarms is open source, according to its own site.
Does Swarms have an API?
Yes. Swarms offers a public API, according to its own site.
What does Swarms integrate with?
Swarms's listing names Telegram, Discord, WhatsApp and Exa. A listing names up to eight integrations, so it may connect to more.
Who makes Swarms?
Swarms is made by a company of the same name.
What are the alternatives to Swarms?
The closest alternatives to Swarms in our directory are CrewAI, LangGraph, LlamaIndex and Agno.
How does Swarms compare with other AI agents?
Swarms's GPA of 2.2 is higher than 81 of the 178 other AI agents we grade, and level with 41.
Is Swarms good value for money?
ToolGPA grades Swarms B for value for money. Its paid plans start at $19.99 a month, against a middle price of $25 for the category: 25 of the 98 others that charge start lower.
Could I make my own version of Swarms?
To replace Swarms you would be making an AI agent, with the models and the safeguards behind it.
Where this guide comes from
The prices, plans, platforms and features were read from Swarms’s own pages on Nov 13, 2026, and the grades were given on Nov 13, 2026. Graded from this listing, whose facts were read from Swarms's own pages on 13 November 2026. Not based on using the product, and shorter than our full reviews.
Every tool we list gets five grades, A to F, each with its reason, and a GPA that averages them. How each is decided is at toolgpa.com/grades. This guide is ToolGPA’s own work; it is not made, paid for or approved by Swarms. Prices change, so check swarms.ai before you buy.
Part 07 · About
About ToolGPA
Who made this guide, what else is on the site, and how to cite it
7,721
Tools graded, in 95 categories
ToolGPA grades software the way a school report grades a pupil: five subjects, a letter for each with the reason written beside it, and a GPA that averages them. Prices, plans and platforms are read from each maker’s own pages and dated, so you always know how fresh a figure is.
Every grade, review and ranking on ToolGPA is our own judgement. No company can pay for a grade or change one. Every tool on the site has a guide like this one, free to download and pass on. It all lives at toolgpa.com.
7,721
tools graded
95
categories
739
price changes on record
579
apps priced in 12 countries
What else is on toolgpa.com
- Swarms, kept up to dateEverything in this guide, with prices and grades as they are todaytoolgpa.com/tools/swarms
- How grades are givenThe rules behind every letter and every GPAtoolgpa.com/grades
- Value chartsWhat each tool costs against what it scores, for every categorytoolgpa.com/charts
- CompareAny two tools side by side, plan by plantoolgpa.com/compare
- Price changesEvery price rise and cut on record, each with its sourcetoolgpa.com/price-changes
- Prices by countryWhat apps cost on the App Store in 12 countriestoolgpa.com/prices-by-country
- Pay lessEvery public discount: yearly billing, students, nonprofitstoolgpa.com/save
- Keep or makeWhich tools are worth paying for, and which you could build yourselftoolgpa.com/keep-or-make
Scan for the live page
Prices and grades as they are today
Quoting this guide?
Please name ToolGPA and link to the live page, so readers can check the figures for themselves:
ToolGPA, "Swarms: The Insider's Guide", checked Nov 13, 2026. https://toolgpa.com/tools/swarms
Know someone choosing between AI agents?
Send them this guide: toolgpa.com/tools/swarms/guide
ToolGPA elsewhere: youtube.com/@toolgpa
See our other guides
The best-graded AI agents after Swarms, each with an Insider's Guide of its own.
- AI Agents Insider's GuideEvery one of the 179 AI agents we grade, compared
- Genspark Insider's GuideAI workspace with an agent for research, slides, sheets and docs3.2 GPA
- Manus Insider's GuideGeneral AI agent for research, slides, websites and browser tasks3.2 GPA
- OpenClaw Insider's GuideOpen-source personal AI agent you run yourself and message in chat3.2 GPA
Choosing software? Every tool graded, every price dated.
Compare tools at toolgpa.com ›Everything in this guide is ToolGPA’s own summary of what Swarms’s pages, its app-store listings and public reviews said on the dates shown. Grades are our judgement under the rules at toolgpa.com/grades. Every grade, review and ranking on ToolGPA is our own judgement. No company can pay for a grade or change one. Swarms is a trademark of its owner, and this guide is not made, paid for or approved by Swarms. Prices and plans change: check swarms.ai before you buy.