APM, error tracking, and dashboards for modern web apps. Ten-minute setup, transparent flat pricing, and support from engineers who actually use the product. Learn more →
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beelzebub discussion
beelzebub reviews and mentions
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Show HN: Beelzebub (OSS) – MCP "canary tools" for AI agents
We’re open-sourcing a simple way to add “canary tools” to AI agents via MCP honeypots. These are functions your agent should never call during normal operation. If a canary is invoked, you get a high-fidelity signal of prompt-injection, tool hijacking, or lateralization—no heuristics, no extra model calls.
What it is:
- Go framework exposing decoy tools over MCP that look legitimate (names/params/descriptions), return safe dummy output, and emit telemetry when invoked.
- Runs alongside your real tools; ship events to stdout/webhook or your pipeline (Prometheus/Grafana, ELK).
Why it helps:
Agent logs show what happened; canaries mark what must not happen. A single tripwire is an immediate, low-noise indicator of compromise.
Real-world relevance (Nx attack):
Recent reporting on the Nx npm supply-chain incident (“s1ngularity”) shows malicious versions exfiltrated SSH keys, tokens, and other secrets—and notably abused AI developer tools like Claude/Gemini in the workflow, one of the first documented cases of AI assistants being weaponized in a software supply-chain attack. If your IDE agent (Claude Code or Gemini Code/CLI) had a canary tool registered—e.g., a fake “export secrets” or “repo exfil” action—any unauthorized tool call from the agent side would have triggered a deterministic alert during that incident.
Links:
GitHub: https://github.com/mariocandela/beelzebub
- Show HN: Open-source project that use LLM as deception system
- Open-source project that use LLM as deception system
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Securing Kubernetes Using Honeypots to Detect and Prevent Lateral Movement Attacks
Clone Beelzebub repository: $ git clone https://github.com/mariocandela/beelzebub.git
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How cybercriminals make money with cryptojacking
For more information, refer to the Beelzebub documentation: https://github.com/mariocandela/beelzebub
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SSH LLM Honeypot caught a real threat actor
If you want to help us with our work, please make a donation to the Beelzebub project or contribute to the code ❤️
- Beelzebub Honeypot
- mariocandela/beelzebub
- A secure honeypot framework low code, with a layer system virtualization using GPT-3
- A secure honeypot framework low code, extremely easy to configure by yaml 🚀
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A note from our sponsor - AppSignal
www.appsignal.com | 9 Aug 2026
Stats
beelzebub-labs/beelzebub is an open source project licensed under GNU General Public License v3.0 only which is an OSI approved license.
The primary programming language of beelzebub is Go.