Business agents · AI agent
Pentest Swarm AI: review, pricing, security and alternatives
Pentest Swarm AI is an open-source AI agent published by Armur AI, in the business agents family. Coordinates reconnaissance, classification, exploitation and reporting agents for autonomous penetration testing workflows. Its repository has 3,046 stars and its last commit is from October 23, 2026.
What Pentest Swarm AI does
Pentest Swarm AI belongs to the business agents family: agents specialised in one job: customer support, sales, finance, legal, HR, security. On our grid it ranks #20 of the 52 projects of this family listed in the directory.
Who is Pentest Swarm AI for?
It targets a specific job (customer support, sales, finance, legal…) with workflows already set up. Typical tasks people give it:
- handle first-line customer requests
- prepare standard documents
- track cases and follow up
It is a good candidate if your data must stay on your machines.
Access and human control
According to its documentation, Pentest Swarm AI can:
- call online services and APIs
We could not establish whether it asks for human approval before sensitive actions: test it first on an unimportant account or folder.
Pentest Swarm AI pricing
The code is free, under the AGPL-3.0 licence.
Getting started with Pentest Swarm AI
- Install it: the project ships as a single Go binary, downloadable from the repository releases. The exact command is in the repository README.
- Create an API key with the model provider and put it in an environment variable, never in a shared or versioned file.
- Give it a first playground with nothing at stake: a test folder, a secondary account or a throwaway project. Only open your real accounts once you have seen how it behaves.
- Give it a short, checkable task, review the result and its action log, then raise the difficulty step by step.
Security: risk level
A business agent acts on the company's behalf: define what it may promise, refund or change, and keep a record of its decisions.
Points found for Pentest Swarm AI:
- Outside content: it reads web pages or API responses, which may contain booby-trapped instructions (prompt injection).
Three habits: least privilege (minimal rights, dedicated keys), human approval for irreversible actions, a sandbox for code execution. The AI agent security check reviews your setup in a few minutes.
Project activity and releases
Created on March 26, 2024, the Armur-Ai/Pentest-Swarm-AI repository has 3,046 stars, 559 forks and 18 open issues, with 670 commits in total. It received changes this month.
Over the last 52 weeks: 625 commits, an average of 12 per week.
35 releases in total; 30 in the last twelve months. Latest release: v0.3.1, on October 23, 2026.
Pentest Swarm AI vs other business agents
GitHub stars of the best-rated open-source projects in the business agents family. Stars measure attention, not quality: a heavily promoted project collects them fast, a specialised tool will have few.
Pentest Swarm AI and other business agents at a glance
The 7 best-ranked agents in the same family, 7 of them open source. The score out of 100 only applies to open-source projects; for proprietary services we show the published entry price. A dash marks information the documentation does not state.
| Agent | Model | Score | Stars or entry price | Self-hostable | Human approval |
|---|---|---|---|---|---|
| Pentest Swarm AI | open source | 63 | 3K ★ | yes | – |
| DeepTutor | open source | 82 | 42.5K ★ | yes | – |
| Vibe-Trading | open source | 81 | 36.5K ★ | yes | – |
| PentAGI | open source | 77 | 32.3K ★ | yes | no |
| GenOffice | open source | 74 | 10.7K ★ | yes | – |
| HolmesGPT | open source | 74 | 3.7K ★ | yes | – |
| Text-to-CAD | open source | 73 | 22.9K ★ | – | – |
| YouTube Automation Agent | open source | 73 | 4.6K ★ | yes | yes |
How we rated it
Score: 63/100, computed only from public, verifiable data, with no subjective testing or partnership:
- Adoption 18/40: 3,046 stars on a log scale (40 points from about 200,000).
- Activity 30/30: last commit less than a month ago, 30 releases in six months, 625 commits in a year.
- Framework 15/30: licence, default human approval, self-hosting, model choice and documentation site.
The score does not say whether the agent will succeed at your tasks: it measures how solid the project is. The full grid is on the method page.
Verdict
Pentest Swarm AI is a serious option; check the limitations below before granting it access.
Strengths
- Very active development
- Frequent releases (30 in a year)
- Can run on your side: data under control
Alternatives
- DeepTutor42.5K ★
- Vibe-Trading36.5K ★
- PentAGI32.3K ★
- GenOffice10.7K ★
- HolmesGPT3.7K ★
- Text-to-CAD22.9K ★
Learn more
Frequently asked questions
Is Pentest Swarm AI free?
The software is free (AGPL-3.0 licence). You still pay for the model calls, unless you use a local model.
Is Pentest Swarm AI safe?
Our risk level: mid. Points found: outside content. Give it minimum rights and approve irreversible actions.
Which models does Pentest Swarm AI use?
Its documentation does not specify the supported models.
Can Pentest Swarm AI be installed on your own server?
Yes, from the Armur-Ai/Pentest-Swarm-AI repository. Data then stays with you, but security and updates are your job.
What are the alternatives to Pentest Swarm AI?
In the same family: DeepTutor, Vibe-Trading, PentAGI, and GenOffice.
Pentest Swarm AI or DeepTutor: what is the difference?
Both belong to the business agents family. Pentest Swarm AI has 3K stars against 42.5K for DeepTutor. The right choice mostly depends on the access you are willing to give it.
Related articles
- Open source or proprietary AI agent: how to decideOctober 25, 2026
- AI agent vs. chatbot: what's the difference?October 24, 2026
- Autonomous AI agents: how much should you let them do?October 12, 2026
- AI agent memory: how agents remember (and forget)October 11, 2026
Neutrality. No affiliate links. No vendor pays to be reviewed, rated or ranked. Reviews are directed by François Chollet, neutral and factual, and every data point is dated and sourced. How we score