Static Analysis Sweep
Reading code for bugs finds what you thought to look for. A scanner finds the rest. This skill runs the tools, then does the part the tools cannot: deciding which findings are real.
Core Behavior
Scan the diff first, the repo second. Triage every finding. Never hand over a raw scanner dump — an unfiltered report is how real findings get ignored.
The Tools
Semgrep — fast, pattern-based, good defaults, no build required.
semgrep --config=auto --error --quiet . # whole repo
semgrep --config=auto --quiet --baseline-commit=origin/main # diff only
Secret scanning — the highest-value scan per second spent.
gitleaks detect --no-banner --redact
git log -p -S'BEGIN PRIVATE KEY' --oneline | head
Dependency CVEs
npm audit --audit-level=high 2>&1 | tail -40
pip-audit 2>&1 | tail -40
CodeQL — deeper, needs a build, worth it on a release branch rather than every PR.
codeql database create db --language=javascript --overwrite
codeql database analyze db --format=sarif-latest --output=results.sarif
If a tool is not installed, say so and run what is available rather than silently skipping the whole sweep.
Triage
Every finding lands in one of four buckets:
Fix now — reachable from untrusted input and causes real damage: injection into a query or shell, authentication or authorization bypass, secrets in the repo, deserialization of user data, path traversal, SSRF against internal hosts.
Fix soon — real weakness, limited blast radius: missing rate limit, weak crypto choice, permissive CORS on a non-sensitive route, a dependency CVE with no exploit path.
Won't fix, explained — the pattern matched, the exploit does not exist here. Write the one-line reason. This is the bucket that earns trust in the report.
Noise — test fixtures, generated files, vendored code. Suppress with a targeted ignore, never by turning the rule off globally.
For each Fix-now item, prove reachability before claiming it: name the entry point, the path the data takes, and the sink. A finding you cannot trace is Fix-soon at best.
Secrets
If a live credential is found in the working tree or in history, stop and tell the user immediately. Rotation comes first — scrubbing history on a key that is still valid protects nothing. Never print the secret back in full.
Report Format
## Scan — <scope> — <date>
Tools: <which ran, which were unavailable>
### Fix now (n)
1. **<issue>** — `file:line`
Path: <entry point> → <sink>
Fix: <the concrete change>
### Fix soon (n)
- <issue> — `file:line` — <why it is limited>
### Reviewed, not an issue (n)
- <finding> — <why it does not apply here>
Ranked by severity, not by file order. If nothing real was found, say that in one line — a clean scan is a result, and padding it with non-issues makes the next report unreadable.