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AgentHound

Offensive security framework for AI agent infrastructure - recon, credential looting, model exfiltration, poisoning, and attack-path analysis across MCP, A2A, gateways, and AI…

Install

$brew install adithyan-ak/agenthound/agenthound

Install command taken from the project's README or registry entry. Always review code before running it.

The offensive security framework for agentic infrastructure

MCP · A2A · agent clients · model gateways · inference servers · vector stores · MLOps · notebooks

Quickstart · Capabilities · Attack surface · Attack paths · Docs · Safety

Authorized use only. AgentHound performs active credential validation, model invocation, and reversible mutation when their prerequisites are present. Run it only against systems you own or are authorized to assess.

AgentHound is an open-source offensive security framework for agentic infrastructure. Drop one static collector onto a compromised host and run one scan. AgentHound captures local credentials and agent configuration, discovers reachable AI services, fingerprints and inventories them, reuses compatible credentials, verifies concrete access, and preserves everything in one continuously checkpointed JSON artifact.

The default scan is active because foothold access may disappear at any moment. --stealth switches the same workflow to read-only collection when OPSEC requires it.

The optional analysis server turns the artifact into a queryable attack graph with credential chains, execution and exfiltration paths, cross-protocol pivots, evidence-backed findings, risk scoring, history, and triage.

one foothold → one scan → secrets + services + proof → one artifact → full attack graph

⚡ Offensive capabilities

🎯 Foothold-first autonomous collection Local agent configs, instruction files, environment-backed secrets, loopback services, active interfaces, configured endpoints, and optional network scope all feed the same scan. No database or server connection is required on the compromised host.

🔑 Raw credential capture and reuse Concrete secrets are saved as usable material, deduplicated by value hash, and associated with every observed source. Newly discovered bearer tokens, API keys, master keys, and Jupyter tokens immediately unlock compatible same-scan collection and validation candidates.

🧪 Proof instead of reachability guesses For an eligible MCP resource, AgentHound first performs an anonymous control read. If that exact read succeeds, it records public access without presenting a credential. Otherwise, it follows with an authenticated read; a denied control plus an allowed credentialed read becomes Verified During Scan evidence tied to that credential and resource.

☠️ Reversible active validation Against eligible ContextForge-managed tools, the planner writes a scan-specific description marker, observes it through MCP, restores the original immediately, and independently confirms restoration before any other work continues.

🌐 Full-spectrum agentic attack surface AgentHound maps MCP, A2A, twelve agent-client configuration formats, model gateways, inference servers, vector stores, model registries, notebooks, and web interfaces as one connected target set.

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