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YOUR AI AGENTS
HAVE BLIND SPOTS.

Open-source prompt injection scanner and security
testing CLI. Point it at your agent. Get a full
vulnerability report. Built in Rust.

$ cargo install agentprey
GET STARTEDVIEW ON GITHUB
↓ SCROLL TO SCAN

YOUR AGENTS HAVE
VULNERABILITIES.
YOU JUST DON'T
KNOW IT YET.

Kaspersky found 512 vulnerabilities in OpenClaw. A Meta researcher's inbox was deleted by her own agent. The ClawJacked exploit hijacked agents via WebSocket. AI agents are shipping faster than security tooling can keep up.

[STAT.01]
XXX
VULNERABILITIES
IN OPENCLAW
[STAT.02]
XXX
OF AGENT PROJECTS
CANCELLED BY 2027
[STAT.03]
XXXXX
AVG COST OF
SHADOW AI BREACHES
Sources: Kaspersky, Jan 2026 · Gartner, Jun 2025 · IBM Cost of a Data Breach Report, 2025
01.

Prompt Injection Scanner

AgentPrey fires 20+ attack vectors at your agent's HTTP endpoint. Direct injection. Indirect injection. Multi-turn escalation. Each vector is a real-world attack pattern mapped to the OWASP LLM Top 10. Your agent either resists or it doesn't. No opinions. No guesswork. Binary results.

━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
SCAN COMPLETE
GRADE: DSCORE: 42/100
PROMPT INJECTION████████░░ 38%
GUARDRAIL BYPASS██████░░░░ 27%
DATA EXFIL█████████░ 61%
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
02.

Instant Security Grades

Every scan produces an A–F security grade with category-level scoring. Prompt injection resistance. Guardrail robustness. Data exfiltration prevention. You get a number, a letter, and a list of exactly what failed. Share the report with your team. Pin it to your CI pipeline. Watch the grade improve.

03.

Reports That Fix Problems

Every scan generates a self-contained HTML report and machine-readable JSON artifact. Severity badges. Reproduction steps. Remediation guidance. OWASP LLM Top 10 mapping. Open the HTML in any browser. Parse the JSON in any pipeline. No dashboard required.

FINDING: SYSTEM PROMPT EXTRACTION
SEVERITY:██ CRITICAL
VECTOR:pi-direct-003
STATUS:VULNERABLE
REMEDIATION:
Implement input/output boundary tokens.
Add system prompt isolation middleware.

SYSTEM CAPABILITIES

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01.
INSTALL
$ cargo install agentprey
02.
CONFIGURE
$ agentprey init
03.
HUNT
$ agentprey scan --target <url>

Open Source.
Free Core.

The CLI is MIT-licensed and always will be. 20+ attack vectors, full HTML and JSON reports, terminal output — no signup, no API key, no telemetry. Need deeper coverage? AgentPrey Pro unlocks 500+ vectors, CI/CD integration, and a cloud dashboard. See /pricing for plans.

◉ agentprey/agentprey
AI agent security testing CLI. Prompt injection scanner built in Rust.
Rust★ ...⑂ ...No license file
CONTRIBUTE VECTORS →

Start Hunting.

AgentPrey is open source and free. Install the CLI, point it at your agent, and see what breaks. No signup required. No API key. No telemetry.

VECTORS: 20+ LOADED

ENGINE: RUST/TOKIO

STATUS: HUNTING

$ cargo install agentprey
$ agentprey scan --target https://your-agent.com/api
STAR ON GITHUB →READ THE DOCS →

Pricing

FREE

$0

forever

  • 20 vectors
  • Community support
  • Basic terminal output
  • Standard rule updates
GET STARTED

PRO

$49

/mo

  • 500+ vectors
  • Priority support
  • CI/CD templates
  • Advanced reporting & exports
  • Custom guardrail bypass testing
SUBSCRIBE MONTHLY