ARKLINKIndependent AI Security & CyberOps research lab
Trust isthe attacksurface.
Security tooling for AI agents, MCP servers and cyber deception. We watch what attackers actually do - not what scanners report.
Track record - every number links to its record
Autonomous agents read tool descriptions, decide what to call, and act - faster than any human reviewer, with broader credentials, and almost no audit trail designed for what they just did. Traditional security tooling was built for humans behind human-paced UIs. That model is collapsing. We build for the boundary that just moved.
Exploitability over noise.
A finding that is not reachable is not a finding. We optimise for issues a real attacker can actually use.
Deception as ground truth.
If a real attacker touched it, it matters. Telemetry from honeypots beats signature heuristics.
Research, not theatre.
We publish methodology, not vibes. Findings come with reproductions, corpora, and provenance.
honeymcp
An open-source honeypot for MCP-native AI agents. One Rust binary - 15 MB, SQLite on disk, 256 MiB of RAM.
Speaks Streamable HTTP (MCP spec 2025-06-18) and legacy HTTP+SSE side by side, ships four production personas, and tags every request with MITRE ATT&CK / ATLAS technique IDs at write time. Releases are SLSA Level 3 build-provenance signed and exportable to STIX 2.1.
- initializeclient unknown-agent/0.4 · MCP-Protocol-Version: 2025-06-18+0.0s
- tools/list - recon + tool_enumerationread 14 tool defs · detectors: T1592, AML.T0040+1.4s
- prompt_injection - tool description echo“ignore previous” planted via tool description+12s
- secret_exfil - tools/call get_envtarget AWS_SECRET_ACCESS_KEY · CVE-2025-59536-class hook injection co-fires+24s
- session closeSTIX 2.1 export ready · ATT&CK / ATLAS tagged at write time+97s
The same people who did the research above, on your system. Scope and price agreed in writing before work starts.
We work with teams building AI agents, MCP servers and security products that need high-signal research - not generic checklists.
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