Strix is an open-source penetration-testing tool that uses autonomous AI agents to inspect applications, exploit vulnerabilities, and validate findings with working proofs of concept. Developers and security teams use it for application security testing, bug-bounty research, remediation guidance, reporting, and automated checks in development pipelines.
Getting it into your agent
It runs from inside its repository, so the clone comes first — what it calls does not travel with the file alone.
git clone --depth 1 https://github.com/usestrix/strixnpx agentmods add skills/usestrix/strix/find-security-vulnerabilities-in-codeWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/skills/usestrix/strix/find-security-vulnerabilities-in-code)<a href="https://agentmods.dev/skills/usestrix/strix/find-security-vulnerabilities-in-code"><img src="https://agentmods.dev/badge/skills/usestrix/strix/find-security-vulnerabilities-in-code/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/skills/usestrix/strix/find-security-vulnerabilities-in-code"><img src="https://agentmods.dev/badge/skills/usestrix/strix/find-security-vulnerabilities-in-code.svg" alt="Reviewed on agentmods" width="80" height="20"></a>- Socket warn
- Snyk warn
- NVIDIA SkillSpector pass
What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00129 | $0.00988 |
| Opus 5.5 | $0.00052 | $0.00395 |
| Sonnet 5.5 | $0.00026 | $0.00198 |
| Haiku 4.5 | $0.00013 | $0.00099 |
Grade A, and why
find-security-vulnerabilities-in-code scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 1mo ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
How it starts
The opening of the file, as written. The whole thing — 63 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Find security vulnerabilities in code
White-box security review with Strix: the agents read the source to build a model of routes, sinks, and authorization checks, then attempt real exploitation. Findings come with a proof-of-concept, so the output is a short list of proven issues rather than the hundreds of "potential" hits a pattern-matching scanner produces.
Install, LLM setup, all flags, and the managed-cloud path are in the penetration-testing-with-strix skill. For a run with no Docker and no LLM key, the same binary drives the managed platform: strix cloud login, then strix cloud scans start ... (details in managed-pentesting-with-strix).
Run it
# Local working tree
strix -n -t ./ --scan-mode standard --max-budget 15
# A GitHub repo directly
strix -n -t https://github.com/org/app --max-budget 15
# Monorepo: point at the service that matters, not the whole tree
strix -n -t ./services/checkout --max-budget 20
# Only what a branch changed (whole-repo review is wasteful on a large repo)
strix -n -t ./ --scope-mode diff --diff-base origin/main --max-budget 10
A local path is mounted into the sandbox writable, so the agents can modify it. Run against a clean checkout.
Two things sharply improve results:
- Add a running instance of the app.
-t ./ -t http://host.docker.internal:3000lets the agents confirm exploitability against live behavior instead of reasoning about it statically — this is the difference between "this looks unsafe" and a validated finding. If nothing is running, static-only findings should be described as unconfirmed. - Scope the review. Point at the risky subtree and say what matters:
Tenancy model, trust boundaries, and which inputs are attacker-controlled are things the agents cannot infer reliably — tell them.strix -n -t ./services/api --max-budget 15 \ --instruction "Focus on the authorization layer in src/auth and every route under src/routes/admin. Multi-tenant app: tenant id comes from the JWT. Flag any query that filters by object id without also filtering by tenant."
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 1mo ago Changed e7c25f1a0aea
- 1mo ago First seen · 63 lines · 129 tokens per session scan A 2633d6b57540
find-security-vulnerabilities-in-code is a skill published in the GitHub repository usestrix/strix (68,829 stars, last pushed today), licensed Apache-2.0. It adds 129 tokens to every session and 988 once invoked, about $0.0005 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.
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