Paperclip AI Review (2026): Free Code, Real Bills

Paperclip has racked up a crazy number of stars on GitHub (97k) in only 7 months. The first warning in its quickstart instructions is to be aware of spending real money. You can install it with a single command, then hire a CEO agent to work on a goal that you enter, and the AI providers will start charging you for each time it checks in. So I read all 12 of its Security Advisories and wrote this Paperclip AI review, as of its October 1, 2026 release.

If you’re looking for a way to run a zero-human company for free, you can install one for free. Then you get a monthly bill. Also, nothing in Paperclip asks whether anyone wants the company you hand it.

Disclosure: I sell a service to help you validate startup ideas with Preuve AI, so I tend to think you should do that before you build things. I based this review on the Paperclip AI code, docs, and advisories, plus the reviews and Reddit discussions I link to below.

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What is Paperclip AI, and who is it for?

Paperclip AI is free (MIT license) software by Paperclip Labs, Inc. to run a group of AI agents as a company with an org chart, budgets, etc. using agents you already have. As the README puts it: "If OpenClaw is an employee, Paperclip is the company."

If you want to accomplish a goal, you can hire a CEO agent, give it the goal, and approve its plan of attack. On a schedule you set (heartbeats), the agents wake up, work on tasks, and report back. Each agent is part of the org chart and has a monthly budget you set. When it reaches 100%, the agent is paused.

Paperclip doesn’t come with an agent, but you can connect your existing agent: Claude Code, Codex, Cursor, OpenClaw, or Hermes. So the choice of models is up to you. The software and records are local to your computer. Developers seem to love it. As of today (Oct 4, 2026), 96,923 people have starred its repo and 16,407 have forked it, in the seven months since it was created.

The co-founder who goes by Dotta was candid in an interview on The Startup Ideas Podcast (3/26/26) that the "zero human companies" tagline might be a bit aspirational. The Readme says that Paperclip is right for you if you have "20 simultaneous Claude Code terminals open and lose track of what everyone is doing." In other words, it’s for a developer already juggling agents.

I checked it out for my own use of agents for Preuve back in August, but it didn’t make sense for me since it’s duplicative of what I already have: a list of tasks, Github issues, agent definitions, scheduled jobs, logs, etc. If you don’t have any of that, then it could be a good place to start.

Is Paperclip AI free?

Paperclip is free, but you have to pay for the AI models. In the quickstart guide it says you need to budget $5 to $20 to play with it, and then $20 to $100 per month for a live company. In the costs page it says that Paperclip doesn't charge you anything, you pay the AI models directly.

You can set a monthly budget for each agent, and also a monthly budget cap for the whole company. Paperclip will notify you when agents reach 80% of their budget and pause them when they reach 100%.

Of course merely capping the maximum amount doesn't fix the fact that the burn rate is too high, and in fact one user in the top Reddit search result thread complained about the token burn increasing with the number of agents, which presumably is overhead for each agent, perhaps a heartbeat for each run.

Second, you need something to run it on. In an early review, a Medium article from May 2026, the author notes that if you shut your laptop Paperclip shuts down, so you need to rent a server or have a computer running all the time.

As at 4th October 2026, if you go to paperclip.ing, you can join a waitlist or install it and run it locally. There is no official paid option. There was a different legal entity called paperclip.inc OÜ who offered a hosted version for 10€ a month, but they shut down on 2nd October 2026 and are not taking any more accounts, as can be seen in the banner. There is also pclip.co who are running an independent site which is free for now. There is also Hostinger who are selling a managed version of Paperclip, but you still need to provide your own model key.

Source: Paperclip docs and sites, read October 4, 2026.

What is the Paperclip AI problem in practice?

On Reddit, the main issue seems to be token burn, due to the agents checking in with each other, and each check in is charged. Here's a quote from someone who tried to save money by hooking it up to Codex from the top Reddit result:

"Same issue: bunch of Codex credits burned; nothing tangible so far. CEO, CTO and CMO keep checking in and playing ping-pong with certain tickets." (r/aisolobusinesses)

One user said they played with it for a weekend, but that it was far inferior to claude code. Another user said the CEO took the role play thing literally and tried to hire a marketing manager. The new hire then wrote job applications, even though the user had said in the task not to hire any humans.

Someone who says they work at Hostinger replied to that and made a fair point. Unless you have lots of agents, Paperclip is just a dashboard to view the logs. When you start having lots of agents walking all over each other, then you might need it.

The people defending it seem to agree with this. One said that they're not very techy, and they're running a family office of agents on it, after about 10 days of near constant setup. Another said they had an organization with 17 agents, but that it's all in the configuration. The tool doesn't do anything magical. Another user in r/AiAutomations said they got it to work for a personal project, but that when the agents hand off jobs to each other, it's a waste of tokens.

Incidentally two of the people who seemed to be getting the most out of it said it took days to configure. One of them about 10 days.

The clearest field report I've seen is in r/AI_Agents, from a retired trader who set up a small publishing company. Their team of 5 agents had no instructions for weeks, they've just been winging it. It took them three weeks to write an 1,168 word article, due to rate limiting. The key thing here is that Paperclip will let you run agents with no instructions, and they didn't realize for a few weeks.

If you searched for paperclip problem, you may have meant the paperclip maximizer from Nick Bostrom's 2003 paper or the website paperclip.com. I've explained both in the FAQ at the end of this article.

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Is Paperclip AI secure?

If you keep an installation of Paperclip AI up to date, and run it on a machine dedicated to the job, it should be safe. However running it on a laptop you use for other things could be risky. As I write this, Paperclip has published 12 security advisories on the security section of their GitHub project, since 10 April 2026. Five are rated critical severity, four high and three medium. Ten of these are fixed in the same version, 2026.416.0, which was released on 16 April 2026 with release notes that state “All deployments should upgrade.” Since they version the software with the date, the latest release from 1 October 2026 includes all ten of those fixes.

I’d say the open disclosure counts in Paperclip’s favor.

Source: the 12 GitHub advisories and the v2026.1001.0 code, read October 4, 2026.

The 2 without a named fix matter most if you run Paperclip locally on your laptop, which is the default. The July security advisory shows how if you have Paperclip running locally, any web page can execute commands on Paperclip because in local mode Paperclip treats all requests as if they were from the admin. The October 1st release made local mode do the check the bug reporter wanted, to not accept requests from any web address besides the local machine itself.

The Gmail one is the one I’d pay attention to. The person reporting it had connected Gmail only inside ChatGPT, yet the Paperclip agent running Codex got into their Gmail account and sent a real email to an outside company. The reason this happened according to the report is that by default the Codex agents are created without the approval and fenced off work space that Codex has.

If you go into the code for the Oct 1st 2026 release, that is still how Codex agents are created, with the setting to bypass. In the source code for the codex adapter, you can see it’s set to true, and in the docs for the codex adapter it’s described as “Skip safety checks (dev only).” I didn’t check if the adapter it’s using by default even follows that setting, but the other adapter for Claude also skips the prompts by default. In the docs for running Claude with Paperclip they say that’s needed if you run it headless since there’s no one there to approve things. I’d say that’s true but if no one is there to approve things, then the agent can reach whatever its machine is signed into, like the Gmail case.

If you’re going to play with this, run it on a separate machine or server. Make sure you have the latest release. And don’t let the agents have access to things like email or payment accounts until you’ve run it for a while, maybe a week, and seen that there’s nothing surprising in the logs.

Paperclip vs Polsia: which one should you pick?

Use Paperclip if you can code and want full control over which models and data it uses. Use Polsia if you can’t code and don’t mind paying them. Dotta on the podcast said Polsia is totally automated, whereas something like Paperclip right now is designed for you to have a little bit more control over it, if you’re doing something that you need to be held accountable for. I tested Polsia for my Polsia review , and it didn’t ask me anything and within 10 minutes had picked a business and was publicly posting about it.

Source: Paperclip docs (read October 4, 2026), my Polsia review (updated September 15, 2026), Polsia fees per Castan (read September 23, 2026).

Paperclip wins if you can code, already have accounts with Claude or Codex, want to control everything, don’t want them taking a % of your revenue, and don’t want to be locked in. Polsia is easier if you can’t code, you just type in an idea and it starts building a site, sending emails, running ads, etc. That may be great if you’re not a coder and want to start a business, but they take 3% of payments and 20% of ad spend.

The last line is the key line for both of them, they’ll both start spending money to accomplish whatever goal you give them, without asking whether anyone wants it.

What is better than Paperclip AI?

Nothing is better at everything, here are 4 alternatives to Paperclip AI:

• Use 1 agent directly, 2 people in the top Reddit thread say this is better for them than Paperclip, one of them was using Claude Code.
• Use n8n if you want to set up automations, one reply on r/AiAutomations said you use n8n for automations, integrations or even AI Agents, and you use Paperclip as an Orchestrator, which can coordinate multiple sub agents amongst each other.
• A managed builder if you don’t know how to code. I believe there is a few out there now, including Polsia and similar ones that I reviewed in my NanoCorp review. For a monthly fee, they will do it all for you.
• A hosted version of Paperclip. If you don’t want to run it on your own server, you can use a hosted version of Paperclip at pclip.co or I believe Hostinger offers a managed version of Paperclip on their platform. However, you will still have to provide your own model key and, most importantly, none of the hosts will write the instructions to your agents for you.

All of the above assume you already know what you want to build. If you are still at the idea stage, check my list of AI agent startup ideas for 2026. Also, watch out for agent-washing before using AI agent in your startup pitch .

Why validate the idea before the agents start spending?

If you read the README file of Paperclip , you will see that the first step of your new company is to type in your goal. For example: build the #1 AI note-taking app to $1M MRR. MRR = monthly recurring revenue, basically the amount of money people pay you monthly for your service. The next 2 steps do not include any kind of validation. Similarly, in the podcast, the first thing that Dotta does to demonstrate Paperclip is look at Greg Isenberg’s idea browser to decide on a case study.

If you are patient and stick with your idea for a few months, you could end up like this person on r/AI_Agents who shares their experience running AI agents. They are still pre-revenue and spent around €20,000 to set everything up and it costs them around €650 per month to run.

Worked example: a year of Paperclip before the first sale

If you let Paperclip run with 1 active company for 1 year and nobody pays you, it could cost you:

Source: Paperclip quickstart and the r/AI_Agents post, read October 4, 2026. A year is the monthly figure times 12.

For the r/AI_Agents operator, the €20,000 was the biggest expense and was spent before earning any revenue. I explain why so many startups miss on market fit in this article about market fit and why startups fail.

In the Preuve benchmark study of July 2026 (3rd edition with 6,000+ analyses), only 17.5% of the ideas analyzed scored 70 or more and the top risk was an idea still too early-stage to judge (36.9% of the time).

By my reading, the idea of building the #1 AI note-taking app would fall in this category as it doesn’t specify who you are targeting and why they would switch from their current note-taking app. However, this won’t stop Paperclip from spinning up a CEO that will build a strategy to achieve your goal, start hiring and every check-in after that is billed.

Before using Paperclip, I’d recommend validating your idea by analyzing the demand for it, the size of your market and who your competitors are. Preuve can do this by scanning 60+ data sources live on the internet. It will take less than a minute to get your free Reality Check. This won’t replace the 10-15 interviews you need to do with potential buyers to understand their willingness to pay for your solution. For that, check my guide on how to validate a business idea.