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Analyzing Semgrep
ASecurityUse when working with Semgrep — semgrep static application security testing (SAST). Covers code scanning, custom rule creation, CI integration, autofix capabilities, multi-language support, and vulnerability triage. Use when scanning source code for security vulnerabilities, creating custom detection rules, or integrating SAST into CI pipelines.
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- Added September 8, 2026
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Security analysis
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[](https://www.skillsdirectory.com/skills/cloudthinker-ai-analyzing-semgrep)---
name: analyzing-semgrep
description: |
Use when working with Semgrep — semgrep static application security testing
(SAST). Covers code scanning, custom rule creation, CI integration, autofix
capabilities, multi-language support, and vulnerability triage. Use when
scanning source code for security vulnerabilities, creating custom detection
rules, or integrating SAST into CI pipelines.
connection_type: semgrep
preload: false
---
# Semgrep SAST Analysis Skill
Analyze source code for security vulnerabilities, bugs, and anti-patterns using Semgrep.
## MANDATORY: Discovery-First Pattern
**Always check Semgrep version and project languages before running scans.**
### Phase 1: Discovery
```bash
#!/bin/bash
echo "=== Semgrep Version ==="
semgrep --version 2>/dev/null
echo ""
echo "=== Project Languages ==="
find . -maxdepth 3 -type f \( -name "*.py" -o -name "*.js" -o -name "*.ts" -o -name "*.java" -o -name "*.go" -o -name "*.rb" -o -name "*.php" \) 2>/dev/null | sed 's|.*\.||' | sort | uniq -c | sort -rn | head -10
echo ""
echo "=== Semgrep Config ==="
cat .semgrep.yml 2>/dev/null || cat .semgrep.yaml 2>/dev/null || echo "No local config found"
echo ""
echo "=== Available Rulesets ==="
echo " p/default - Semgrep default rules"
echo " p/security-audit - Security-focused rules"
echo " p/owasp-top-ten - OWASP Top 10"
echo " p/ci - CI-optimized rules"
```
## Core Helper Functions
```bash
#!/bin/bash
# Semgrep wrapper with JSON output
semgrep_cmd() {
semgrep "$@" --json --quiet 2>/dev/null
}
# Scan with specific ruleset
semgrep_scan() {
local ruleset="${1:-p/default}"
local target="${2:-.}"
semgrep --config "$ruleset" "$target" --json --quiet 2>/dev/null
}
# Summary extractor
semgrep_summary() {
jq '{
findings: (.results | length),
by_severity: (.results | group_by(.extra.severity) | map({severity: .[0].extra.severity, count: length})),
by_rule: (.results | group_by(.check_id) | map({rule: .[0].check_id, count: length}) | sort_by(-.count) | .[0:10])
}'
}
```
## Output Rules
- **TOKEN EFFICIENCY**: Target <=50 lines per output
- Use `--json --quiet` for structured results
- Group findings by rule and severity
- Never dump full file contents -- show finding location and context
## Common Operations
### Security Scan
```bash
#!/bin/bash
TARGET="${1:-.}"
RULESET="${2:-p/security-audit}"
echo "=== Security Scan: $RULESET ==="
semgrep --config "$RULESET" "$TARGET" --json --quiet 2>/dev/null | jq '{
total_findings: (.results | length),
files_scanned: (.paths.scanned | length),
by_severity: (.results | group_by(.extra.severity) | map({
severity: .[0].extra.severity,
count: length
}) | sort_by(.severity)),
top_findings: [.results | sort_by(.extra.severity) | .[:10][] | {
rule: .check_id,
severity: .extra.severity,
message: .extra.message,
file: .path,
line: .start.line,
fix: (.extra.fix // null)
}]
}'
```
### OWASP Top 10 Scan
```bash
#!/bin/bash
TARGET="${1:-.}"
echo "=== OWASP Top 10 Scan ==="
semgrep --config p/owasp-top-ten "$TARGET" --json --quiet 2>/dev/null | jq '{
total: (.results | length),
categories: (.results | group_by(.extra.metadata.owasp // "uncategorized") | map({
owasp: .[0].extra.metadata.owasp,
count: length,
examples: [.[:2][] | {rule: .check_id, file: .path, line: .start.line}]
}) | sort_by(-.count))
}'
```
### Custom Rule Scanning
```bash
#!/bin/bash
RULE_FILE="${1:?Rule file required}"
TARGET="${2:-.}"
echo "=== Custom Rule Scan ==="
semgrep --config "$RULE_FILE" "$TARGET" --json --quiet 2>/dev/null | jq '{
findings: (.results | length),
results: [.results[:15][] | {
rule: .check_id,
message: .extra.message,
file: .path,
line: .start.line,
code: .extra.lines
}]
}'
echo ""
echo "=== Rule Validation ==="
semgrep --validate --config "$RULE_FILE" 2>&1 | tail -5
```
### Autofix Preview
```bash
#!/bin/bash
TARGET="${1:-.}"
RULESET="${2:-p/default}"
echo "=== Autofix Available ==="
semgrep --config "$RULESET" "$TARGET" --json --quiet 2>/dev/null | jq '{
fixable: [.results[] | select(.extra.fix != null) | {
rule: .check_id,
file: .path,
line: .start.line,
original: .extra.lines,
fix: .extra.fix
}] | .[0:10],
total_fixable: ([.results[] | select(.extra.fix != null)] | length),
total_findings: (.results | length)
}'
echo ""
echo "=== To apply fixes ==="
echo "semgrep --config $RULESET $TARGET --autofix --dryrun # Preview"
echo "semgrep --config $RULESET $TARGET --autofix # Apply"
```
### CI Integration Report
```bash
#!/bin/bash
TARGET="${1:-.}"
echo "=== CI Scan Report ==="
semgrep --config p/ci "$TARGET" --json --quiet 2>/dev/null | jq '{
pass: ((.results | length) == 0),
findings: (.results | length),
errors: (.errors | length),
files_scanned: (.paths.scanned | length),
files_skipped: (.paths.skipped | length),
severity_breakdown: (.results | group_by(.extra.severity) | map({
severity: .[0].extra.severity,
count: length
})),
blocking: ([.results[] | select(.extra.severity == "ERROR")] | length)
}'
```
## Safety Rules
- **Scans are read-only** unless `--autofix` is used -- autofix modifies source files
- **Use `--autofix --dryrun` first** to preview changes before applying
- **Custom rules should be tested** with known-good and known-bad samples
- **CI integration** should use `p/ci` ruleset which is optimized for low false-positive rate
- **Semgrep App** uploads findings to cloud -- ensure compliance with data policies
## Output Format
Present results as a structured report:
```
Analyzing Semgrep Report
════════════════════════
Resources discovered: [count]
Resource Status Key Metric Issues
──────────────────────────────────────────────
[name] [ok/warn] [value] [findings]
Summary: [total] resources | [ok] healthy | [warn] warnings | [crit] critical
Action Items: [list of prioritized findings]
```
Target ≤50 lines of output. Use tables for multi-resource comparisons.
## Anti-Hallucination Rules
1. **NEVER assume resource names** — always discover via CLI/API in Phase 1 before referencing in Phase 2.
2. **NEVER fabricate metric names or dimensions** — verify against the service documentation or `--help` output.
3. **NEVER mix CLI commands between service versions** — confirm which version/API you are targeting.
4. **ALWAYS use the discovery → verify → analyze chain** — every resource referenced must have been discovered first.
5. **ALWAYS handle empty results gracefully** — an empty response is valid data, not an error to retry.
## Counter-Rationalizations
| Shortcut | Counter | Why |
|----------|---------|-----|
| "I'll skip discovery and check known resources" | Always run Phase 1 discovery first | Resource names change, new resources appear — assumed names cause errors |
| "The user only asked for a quick check" | Follow the full discovery → analysis flow | Quick checks miss critical issues; structured analysis catches silent failures |
| "Default configuration is probably fine" | Audit configuration explicitly | Defaults often leave logging, security, and optimization features disabled |
| "Metrics aren't needed for this" | Always check relevant metrics when available | API/CLI responses show current state; metrics reveal trends and intermittent issues |
| "I don't have access to that" | Try the command and report the actual error | Assumed permission failures prevent useful investigation; actual errors are informative |
## Common Pitfalls
- **Rule performance**: Complex patterns with deep nesting can be slow -- use `--timeout` and `--max-memory`
- **Language detection**: Semgrep auto-detects languages -- incorrect detection causes missed findings
- **Metavariable matching**: Metavariables in rules may match more broadly than expected -- test thoroughly
- **Taint tracking**: Taint mode rules require specific syntax -- not all rules support data flow analysis
- **Ignore files**: Use `.semgrepignore` for test files and generated code -- reduces noise
- **Rule versioning**: Ruleset updates can add new rules that fail CI -- pin ruleset versions
- **Monorepo scanning**: Large monorepos can be slow -- use `--include` to target specific directories
- **JSON output size**: Large codebases produce huge JSON output -- use `--max-target-bytes` to limit
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