head to head · open source

AiSOC vs beelzebub

AiSOC has 7,029 GitHub stars, 723 forks, 26 open issues and last shipped yesterday. beelzebub has 2,230 stars, 220 forks, 5 open issues and last shipped 2 days ago. AiSOC leads on adoption by 215% (7,029 vs 2,230 stars). AiSOC is written in Python under MIT; beelzebub is written in Go under GPL-3.0. AiSOC has attracted 10% as many forks as stars, beelzebub 10%. AiSOC was the more recently maintained of the two, and both are self-hostable with no licence fee. The two share 1 topic tag (cybersecurity), so they are genuine substitutes rather than adjacent tools.

Two open source projects, one decision. Both are free and self-hostable — the differences are community size, license terms, language stack and release pace.

AiSOC ★ 7.0K beelzebub ★ 2.2K category AI & Machine Learning

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Side by side

AiSOC beelzebub
GitHub stars ★ 7.0K ★ 2.2K
License MIT GPL-3.0
Written in Python Go
Last push 2026-11-04 2026-11-03
Forks ⑂ 723 ⑂ 220
Self-hosting Yes Yes
Data ownership Your server Your server

pick AiSOC if

  • You weight community size — 7.0K stars and counting
  • You want the MIT license terms
  • Your stack matches Python
  • You value the larger contributor base for long-term maintenance

full AiSOC profile →

pick beelzebub if

  • You want the beelzebub feature set and don't need the biggest community
  • You prefer the GPL-3.0 license terms
  • Your stack matches Go
  • You evaluated both and beelzebub fits your workflow better

full beelzebub profile →

About AiSOC

AiSOC An open source, self hostable AI SOC. The agent's prompts, tool calls, and rationale are logged step by step and replayable. MIT licensed. The community maintained demo at tryaisoc.com runs on Fly.io and can go offline; see docs/operations/live demo runbook.md and use Codespaces as the always on fallback. 90 second walkthrough — agent investigates the seeded LockBit 3.0 case end to end. The rendered .mp4 + hero.gif land with the v8.0 launch; the brief is in docs/demo/SCREENCAST SHOTLIST.md . Try AiSOC in 60 seconds One command — no clone, no Docker, no keys ( npx aisoc lands on npm with the v8.0 launch…

read the full AiSOC overview →

About beelzebub

Beelzebub Open source deception framework. Deploy realistic decoys. Observe attacker behavior. Turn interactions into security evidence. Explore Beelzebub Platform · Documentation · Quick start Beelzebub gives security teams a configurable way to study activity directed at decoy services. Define the environment an attacker encounters, choose how it responds, and capture the interaction for investigation. Run the framework independently or connect it to Beelzebub Platform. Why Beelzebub Deploy decoys that fit your environment. Define services, routes, and response rules in YAML. Use static handlers for…

read the full beelzebub overview →

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Frequently asked questions

Is AiSOC or beelzebub more popular?

AiSOC has 7,029 GitHub stars and beelzebub has 2,230. AiSOC has the larger community by that measure.

Are AiSOC and beelzebub free?

Both are open source. AiSOC is licensed under MIT and beelzebub under GPL-3.0. Neither carries a licence fee.

What is the difference between AiSOC and beelzebub?

AiSOC is written in Python and beelzebub in Go. The practical differences are community size, licence terms, language stack and release cadence — all compared in the table above.

Which should I choose, AiSOC or beelzebub?

Choose AiSOC if you want the larger community (7,029 stars) or its MIT licence terms. Choose beelzebub if its feature set, stack or GPL-3.0 licence fits better. Both are self-hostable.