Security-Review
Security-Review是一款code方向的AI技能,核心价值是AI-powered codebase security scanner that reasons about code like a security researcher — tracing data flows, understanding component interactions, and catching vulnerabilities that pattern-matching t,可用于解决开发者在code领域的实际问题,帮助用户提升效率、自动化重复任务或优化工作流。
AI-powered codebase security scanner that reasons about code like a security researcher — tracing data flows, understanding component interactions, and catching vulnerabilities that pattern-matching t
mkdir -p ./skills/security-review && curl -sfL https://raw.githubusercontent.com/github/awesome-copilot/main/skills/security-review/SKILL.md -o ./skills/security-review/SKILL.md Run in terminal / PowerShell. Requires curl (Unix) or PowerShell 5+ (Windows).
Skill Content
# Security Review
An AI-powered security scanner that reasons about your codebase the way a human security
researcher would — tracing data flows, understanding component interactions, and catching
vulnerabilities that pattern-matching tools miss.
When to Use This Skill
Use this skill when the request involves:
- Scanning a codebase or file for security vulnerabilities
- Running a security review or vulnerability check
- Checking for SQL injection, XSS, command injection, or other injection flaws
- Finding exposed API keys, hardcoded secrets, or credentials in code
- Auditing dependencies for known CVEs
- Reviewing authentication, authorization, or access control logic
- Detecting insecure cryptography or weak randomness
- Performing a data flow analysis to trace user input to dangerous sinks
- Any request phrasing like "is my code secure?", "scan this file", or "check my repo for vulnerabilities"
- Running `/security-review` or `/security-review <path>`
How This Skill Works
Unlike traditional static analysis tools that match patterns, this skill:
1. **Reads code like a security researcher** — understanding context, intent, and data flow
2. **Traces across files** — following how user input moves through your application
3. **Self-verifies findings** — re-examines each result to filter false positives
4. **Assigns severity ratings** — CRITICAL / HIGH / MEDIUM / LOW / INFO
5. **Proposes targeted patches** — every finding includes a concrete fix
6. **Requires human approval** — nothing is auto-applied; you always review first
Execution Workflow
Follow these steps **in order** every time:
Step 1 — Scope Resolution
Determine what to scan:
- If a path was provided (`/security-review src/auth/`), scan only that scope
- If no path given, scan the **entire project** starting from the root
- Identify the language(s) and framework(s) in use (check package.json, requirements.txt,
go.mod, Cargo.toml, pom.xml, Gemfile, composer.json, etc.)
- Read `references/language-patterns.md` to load language-specific vulnerability patterns
Step 2 — Dependency Audit
Before scanning source code, audit dependencies first (fast wins):
- **Node.js**: Check `package.json` + `package-lock.json` for known vulnerable packages
- **Python**: Check `requirements.txt` / `pyproject.toml` / `Pipfile`
- **Java**: Check `pom.xml` / `build.gradle`
- **Ruby**: Check `Gemfile.lock`
- **Rust**: Check `Cargo.toml`
- **Go**: Check `go.sum`
- Flag packages with known CVEs, deprecated crypto libs, or suspiciously old pinned versions
- Read `references/vulnerable-packages.md` for a curated watchlist
Step 3 — Secrets & Exposure Scan
Scan ALL files (including config, env, CI/CD, Dockerfiles, IaC) for:
- Hardcoded API keys, tokens, passwords, private keys
- `.env` files accidentally committed
- Secrets in comments or debug logs
- Cloud credentials (AWS, GCP, Azure, Stripe, Twilio, etc.)
- Database connection strings with credentials embedded
- Read `references/secret-patterns.md` for regex patterns and entropy heuristics to apply
Step 4 — Vulnerability Deep Scan
This is the core scan. Reason about the code — don't just pattern-match.
Read `references/vuln-categories.md` for full details on each category.
**Injection Flaws**
- SQL Injection: raw queries with string interpolation, ORM misuse, second-order SQLi
- XSS: unescaped output, dangerouslySetInnerHTML, innerHTML, template injection
- Command Injection: exec/spawn/system with user input
- LDAP, XPath, Header, Log injection
**Authentication & Access Control**
- Missing authentication on sensitive endpoints
- Broken object-level authorization (BOLA/IDOR)
- JWT weaknesses (alg:none, weak secrets, no expiry validation)
- Session fixation, missing CSRF protection
- Privilege escalation paths
- Mass assignment / parameter pollution
**Data Handling**
- Sensitive data in logs, error messages, or API responses
- Missing encryption at rest or in transit
- Insecure deserialization
- Path traversa
🎯 Best For
- Engineering teams doing code reviews
- Open source maintainers
- Security auditors
- DevSecOps teams
- Compliance officers
💡 Use Cases
- Reviewing pull requests for security vulnerabilities
- Checking code style consistency
- Auditing dependencies for known CVEs
- Scanning API endpoints for auth gaps
📖 How to Use This Skill
- 1
Install the Skill
Copy the install command from the Terminal tab and run it. The SKILL.md file downloads to your local skills directory.
- 2
Load into Your AI Assistant
Open Claude or GitHub Copilot and reference the skill. Paste the SKILL.md content or use the system prompt tab.
- 3
Apply Security-Review to Your Work
Open your project in the AI assistant and ask it to apply the skill. Start with a small module to verify the output quality.
- 4
Review and Refine
Review AI suggestions before committing. Run tests, check for regressions, and iterate on the skill output.
❓ Frequently Asked Questions
Does this skill check for OWASP Top 10?
Security-focused review skills often include OWASP checks. Check the skill content for specific vulnerability categories covered.
Can this replace a dedicated SAST tool?
AI-based security review is complementary to SAST tools. Use it as a first-pass filter, not a replacement.
Is Security-Review compatible with Cursor and VS Code?
Yes — this skill works with any AI coding assistant including Cursor, VS Code with Copilot, and JetBrains IDEs.
Do I need specific dependencies for Security-Review?
Check the install command and Works With section. Most code skills only require the AI assistant and your codebase.
How do I install Security-Review?
Copy the install command from the Terminal tab and run it. The skill downloads to ./skills/security-review/SKILL.md, ready to use.
⚠️ Common Mistakes to Avoid
Blindly accepting AI suggestions
Always verify AI-generated review comments. Some suggestions may not apply to your specific codebase conventions.
Only scanning surface-level issues
Deep security review requires understanding your app architecture, not just regex patterns.
Skipping validation
Always test AI-generated code changes, even for simple refactors.
Missing dependency updates
Check if the skill requires updated dependencies or new packages.