auditing-code-for-vulnerabilities

auditing-code-for-vulnerabilities is a skill for Claude Code from trilwu/secskills. It costs 67 tokens per session (3,041 once invoked), scanned A, original, MIT.

A method for reviewing source code to find security weaknesses that attackers could exploit. It models how the code should behave, traces untrusted data, and checks where security guarantees fail.

In plain words
What is it for?
Use it to audit a repository, code change, pull request, or suspected bug, and to investigate specific vulnerability types across a codebase.
Why use it?
It helps distinguish real vulnerabilities from superficial scanner warnings by following how data and control flow through the code.

Skill for Claude Code

Written for Claude Code: shipped in a Claude Code plugin.

Part of the secskills-core plugin — 30 skills shipped together

Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

agentmods
npx agentmods add skills/trilwu/secskills/auditing-code-for-vulnerabilities
Any agent
npx skills add trilwu/secskills --skill auditing-code-for-vulnerabilities
Clone the repo
git clone --depth 1 https://github.com/trilwu/secskills

Made for: Claude Code.

Or install secskills-core, the plugin that ships this one along with the rest of its 30 skills.

Wrote 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.

agentmods badge for auditing-code-for-vulnerabilities

README.md
[![agentmods](https://agentmods.dev/badge/skills/trilwu/secskills/auditing-code-for-vulnerabilities.svg)](https://agentmods.dev/skills/trilwu/secskills/auditing-code-for-vulnerabilities)
Your own site
<a href="https://agentmods.dev/skills/trilwu/secskills/auditing-code-for-vulnerabilities"><img src="https://agentmods.dev/badge/skills/trilwu/secskills/auditing-code-for-vulnerabilities.svg" alt="Measured on agentmods" height="20"></a>
Per session 67 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 3,041 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 1 finding. Scan, not verified.
Origin original No closer match found in the catalogue.
Token cost

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.

ModelPer sessionOnce invoked
Fable 5.1 $0.00067 $0.03041
Opus 5 $0.00034 $0.01520
Sonnet 5 $0.00013 $0.00608
Haiku 4.5 $0.00007 $0.00304

Measured 6d ago against content hash 5a4c6148e71b, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-05, from the pricing page.

Security

Grade A, and why

auditing-code-for-vulnerabilities scanned grade A with 1 finding 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 6d 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.

Runs shell commandslowCapability

Expected in a hook, worth knowing in a rule or an instructions file.

rg -n 'os\.system|subprocess.*shell\s*=\s*True|child_process\.exec\(|execSync|Statement\.execute|\.raw\(|fmt\.Sprintf.*SELECT'
Origin

Copies of this mod

1 near-identical copy found in the catalogue:

secskills-core/skills/auditing-code-for-vulnerabilities/SKILL.md · 270 lines

How it starts

The opening of the file, as written. The whole thing — 270 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Auditing Code for Vulnerabilities

Finding real bugs in source code is a different job from running a scanner. A scanner matches patterns; an auditor builds a model of what the code is supposed to guarantee and then hunts for the paths where that guarantee breaks. This skill is the methodology for the second job.

When to Use

  • Auditing a repository, service, or library for security defects
  • Reviewing a diff, branch, or pull request for introduced vulnerabilities
  • Hunting for a specific bug class across a large codebase
  • Validating whether a scanner finding or a reported vulnerability is real
  • Building an audit plan and coverage report for a client engagement

When NOT to Use

  • Black-box testing of a running app — use testing-web-applications or testing-apis
  • A PHP codebase specifically (type juggling, unserialize/phar POP chains, php:// wrappers) — this methodology plus auditing-php-applications
  • Hunting a planted webshell or backdoor rather than a vulnerability — use hunting-web-backdoors
  • Binary-only targets — use analyzing-binaries
  • Dependency and build-pipeline risk — use auditing-supply-chain
  • Cryptographic construction review — use reviewing-cryptography
  • Writing up finished findings — use reporting-security-findings
  • Running a multi-agent discovery campaign across a whole target with builder/critic separation and iteration — use orchestrating-vulnerability-research, which dispatches this skill as the per-slice hunter

The Loop

Auditing is four passes, not one. Do not skip to pass 3.

1. Context      → what does this system protect, and from whom?
2. Attack surface → where does untrusted input enter, and what does it reach?
3. Hunt          → trace specific bug classes along those paths
4. Verify        → prove exploitability before you write a word

Pass 1: Build context before reading code

Do not open files at random. Spend the first block of effort answering:

Read the full file on GitHub · 270 lines

Files

What ships with it

1 file beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.

Changes

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.

  1. 6d ago First seen · 270 lines · 67 tokens per session scan A 5a4c6148e71b

Subscribe to this mod's changes

auditing-code-for-vulnerabilities is a skill published in the GitHub repository trilwu/secskills (134 stars, last pushed yesterday), licensed MIT. It adds 67 tokens to every session and 3,041 once invoked, about $0.0003 per session on Opus 5. A static security scan graded it A with 1 finding (runs shell commands). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.

Related

Other skills, from other repositories

claude-md-improver

Audit and improve CLAUDE.md files in repositories. Use when user asks to check, audit, update, improve, or fix CLAUDE.md files. Scans for all CLAUDE.md files, evaluates quality against templates, outputs quality report, then makes targeted updates. Also use when the user mentions "CLAUDE.md maintenance" or "project…

anthropics/claude-plugins-official · 82 tokens

agent-platform-rag-engine-management

Manage and query Agent Platform RAG Engine Corpora and retrieve grounded contexts using the Google GenAI SDK. Use when listing RAG corpora or files, inspecting a corpus, retrieving contexts, or generating content grounded in a RAG corpus. Do not use for standard database queries (use SQL/Spanner skills), Google…

google/skills · 85 tokens

gke-reliability

Improves GKE workload reliability, using PDBs, health probes, and topology spread constraints. Use when configuring GKE workload reliability, setting up PDBs, or configuring GKE health probes (liveness, readiness, startup). Don't use for disaster recovery setup or full cluster backups (use gke-backup-dr instead).

google/skills · 73 tokens

gke-workload-security

Audits, configures, and hardens workload-level security controls for Google Kubernetes Engine (GKE) applications and namespaces. Covers running cluster security audits (auditcluster.sh), configuring Workload Identity Federation (impersonation, KSA/GSA binding, and pod setup), enforcing Network Policies (default-deny…

google/skills · 181 tokens

agent-platform-model-registry

Agent Platform Model Registry Management. Use when you need to upload, list, describe, update, or delete machine learning models (and their versions) in the Agent Platform Model Registry. Don't use for model training, model deployment to endpoints, or managing non-Agent Platform models.

google/skills · 60 tokens

google-cloud-solution-agentic-analytics-spark-knowledge-catalog

Discovers requirements and generates guidance to design and deploy a governed, secure agentic-analytics solution for data that's distributed across Google Cloud, other cloud providers, or on-premises. Data that's outside Google Cloud (such as data from Databricks, Snowflake, Salesforce, SAP, or Oracle systems) is…

google/skills · 138 tokens