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Michael "Mike" K. Saleme
Michael "Mike" K. Saleme

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Red-Team Your AI Agents: A 10-Min Harness Setup for Protocol Attacks

5 Protocol Attacks Your AI Agents Aren't Ready For (And How to Test Them)

CVE-2026-25253 exposed 135K agent instances to gateway attacks—don't let yours be next. As someone who's published 5 DOI-citable papers on agent governance (e.g., zenodo.19343034), I've seen these vectors in production. Here's a quick-hit list of top threats, with test code from our open-source harness (PyPI: agent-security-harness). Run them in 5 min to audit your setup.

One: Tool Poisoning: When Your Agent's Tools Turn Against It
The Risk: Malicious payloads in tool outputs hijack the agent's next action (e.g., injecting ransomware via a "summarize" tool). 12% of marketplaces are contaminated per CVE data.

Test It:

pip install agent-security-harness
harness run --target your-agent-endpoint --category mcp --test output-poisoning
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Fix: Enforce output sanitization + constitutional constraints (our CSG paper: zenodo.19162104).

TWO: Auth Bypass: Faking Permissions Without Cracking Keys
The Risk: Protocol downgrade tricks (e.g., MCP binding spoof) let unauthorized calls slip through. Hits 87% of untested A2A agents.

Test It:

   from agent_security_harness import ProtocolTester
   tester = ProtocolTester("your-endpoint")
   result = tester.run("auth-bypass", params={"binding": "mcp"})
   print(result.score)  # <0.8 = vulnerable
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Fix: Use x402 for paid auth + our attestation checks.

THREE: Context Smuggling: Leaking Data Across Sessions
The Risk: Nested payloads smuggle sensitive context (e.g., API keys) into unrelated agent runs. Fails AIUC-1 reliability 100% without guards.

Test It:

harness run --target your-agent-endpoint --category a2a --test context-smuggling
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Fix: Session isolation + anomaly detection (see our NoD paper: zenodo.19195516 for drift baselines).

FOUR: Speaker Selection Poisoning: Hijacking Multi-Agent Conversations
The Risk: In AutoGen-like systems, forged messages reroute the conversation flow, escalating privileges.

Test It:

harness run --target your-autogen-group --category autogen --test speaker-poisoning
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Fix: Validate sources with OATR attestation—our harness covers 15/20 AIUC-1 reqs.

FIVE. Payment Primitive Abuse: Billing Your Agent to Death
The Risk: x402/MCP loops that rack up fees without value (e.g., infinite micro-transactions).

Test It:

   harness run --target your-x402-endpoint --category x402 --test payment-loop
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Fix: Rate limits + budget guards; integrate with our full suite for end-to-end coverage.

These tests are from our 300+ test framework (github.com/msaleme/red-team-blue-team-agent-fabric)—validated by independents on live infra. Scored 100% on security/reliability in AIUC-1 mapping.

Quiz Yourself: Run one test above—what's your score? Contribute a new test for a $20 BTC bounty (max $100/mo): github.com/msaleme/red-team-blue-team-agent-fabric/discussions/19.

Thoughts? Drop a comment—what attack worries you most in 2026?

ai #security #agents #devops

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