Secret detection reference: pattern, entropy, and verification approaches, formats of common credentials, gitleaks and trufflehog configuration, and false positive management. Use when setting up secret scanning or tuning its rules.
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Scanned 10/1/2026
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---
name: "secret-detection"
description: "Secret detection reference: pattern, entropy, and verification approaches, formats of common credentials, gitleaks and trufflehog configuration, and false positive management. Use when setting up secret scanning or tuning its rules."
---
# Secret Detection
> Detection patterns, tool configuration, regex patterns for common secret types, and false positive management for secret scanning.
## Knowledge Base
### Detection Approaches
**Pattern-based detection** matches known credential formats using regular expressions. This is the most reliable approach with the lowest false positive rate, but it only catches secrets with known formats.
**Entropy-based detection** identifies strings with unusually high Shannon entropy (randomness). Catches secrets without known formats but produces more false positives on minified code, UUIDs, and encoded data.
**Verification-based detection** takes a detected pattern and attempts to validate it against the issuing service's API. This eliminates false positives completely but requires network access and may trigger rate limits or security alerts.
**Contextual detection** examines variable names, configuration keys, and surrounding code to identify secrets. A random-looking string assigned to `AWS_SECRET_ACCESS_KEY` is more likely a secret than the same string in a UUID field.
### Common Secret Formats
| Secret Type | Pattern / Prefix | Length | Example (MASKED) |
|-------------|-----------------|--------|------------------|
| AWS Access Key ID | `AKIA` | 20 chars | AKIA************XXXX |
| AWS Secret Access Key | Base64-like | 40 chars | ******** (high entropy) |
| GitHub PAT (fine-grained) | `github_pat_` | 82+ chars | github_pat_******* |
| GitHub PAT (classic) | `ghp_` | 40 chars | ghp_**** |
| GitHub OAuth | `gho_` | 40 chars | gho_**** |
| GitHub App Install Token | `ghs_` | 40 chars | ghs_**** |
| GitLab PAT | `glpat-` | 20 chars | glpat-******* |
| Slack Bot Token | `xoxb-` | varies | xoxb-****-**** |
| Slack User Token | `xoxp-` | varies | xoxp-****-**** |
| Stripe Live Secret Key | `sk_live_` | varies | sk_live_******* |
| Stripe Live Publishable | `pk_live_` | varies | pk_live_******* |
| Twilio API Key | `SK` | 32 chars | SK****** |
| SendGrid API Key | `SG.` | varies | SG.******* |
| Google API Key | `AIza` | 39 chars | AIza******* |
| GCP Service Account | JSON with `private_key` | varies | {"type": "service_account", ...} |
| RSA Private Key | `-----BEGIN RSA PRIVATE KEY-----` | varies | PEM format |
| SSH Private Key | `-----BEGIN OPENSSH PRIVATE KEY-----` | varies | OpenSSH format |
| JWT | `eyJ` (Base64 of `{"`) | 3 parts dot-separated | eyJhbGci... |
| Generic password in URL | `://user:pass@host` | varies | postgres://admin:****@db:5432 |
## Patterns
### Pattern 1: gitleaks Configuration
```toml
# .gitleaks.toml -- Custom gitleaks configuration
title = "Custom Secret Detection Rules"
# Extend the default ruleset
[extend]
useDefault = true
# Custom rules for organization-specific secrets
[[rules]]
id = "internal-api-key"
description = "Internal API key pattern"
regex = '''(?i)INTERNAL[-_]?API[-_]?KEY\s*[:=]\s*['"]?([a-zA-Z0-9]{32,64})['"]?'''
entropy = 3.5
secretGroup = 1
tags = ["internal", "api-key"]
[[rules]]
id = "database-url-with-password"
description = "Database connection string with embedded password"
regex = '''(?i)(postgres(?:ql)?|mysql|mongodb(?:\+srv)?|redis|amqp)://[^:]+:([^@\s]{8,})@[^\s]+'''
secretGroup = 2
tags = ["database", "connection-string"]
[[rules]]
id = "private-key-inline"
description = "Private key material in code"
regex = '''-----BEGIN (RSA |EC |OPENSSH |DSA |ED25519 )?PRIVATE KEY-----'''
tags = ["private-key"]
# Allowlist -- known false positives
[allowlist]
description = "Global allowlist"
paths = [
'''(.*/)?\.gitleaks\.toml$''',
'''(.*/)?test[s]?/.*''',
'''(.*/)?__test__/.*''',
'''(.*/)?fixtures/.*''',
'''(.*/)?vendor/.*''',
'''(.*/)?node_modules/.*''',
]
regexTarget = "match"
regexes = [
'''EXAMPLE[_-]?KEY''',
'''test[_-]?(key|secret|token|password)''',
'''(fake|dummy|placeholder|changeme|xxx+)''',
]
# Per-rule allowlists
[[rules]]
id = "generic-api-key"
description = "Generic API Key"
regex = '''(?i)(api[_-]?key|apikey)\s*[:=]\s*['"]?([a-zA-Z0-9]{20,64})['"]?'''
secretGroup = 2
entropy = 3.5
[rules.allowlist]
regexes = [
'''(?i)example|test|fake|dummy|placeholder''',
]
paths = [
'''.*\.md$''',
'''.*\.example$''',
]
```
### Pattern 2: trufflehog with Verification
```bash
# Scan git repository with verification of live secrets
trufflehog git file://. \
--only-verified \
--json \
--concurrency 10 \
2>/dev/null | jq -r '
select(.Verified == true) |
"\(.DetectorName) | \(.SourceMetadata.Data.Git.file):\(.SourceMetadata.Data.Git.line) | \(.SourceMetadata.Data.Git.commit[:8])"
'
# Scan filesystem (no git history)
trufflehog filesystem /path/to/code --json --only-verified
# Scan a Docker image
trufflehog docker --image nginx:latest --json
# Scan a GitHub organization (all repos)
trufflehog github --org=my-org --token=$GITHUB_TOKEN --json --only-verified
```
### Pattern 3: Pre-commit Secret Prevention
```yaml
# .pre-commit-config.yaml
repos:
- repo: https://github.com/gitleaks/gitleaks
rev: v8.18.4
hooks:
- id: gitleaks
# Use custom config if it exists
args: ['--config=.gitleaks.toml']
# Backup: detect-secrets as a second layer
- repo: https://github.com/Yelp/detect-secrets
rev: v1.4.0
hooks:
- id: detect-secrets
args: ['--baseline', '.secrets.baseline']
exclude: package-lock\.json|yarn\.lock|go\.sum
```
```bash
# Initialize detect-secrets baseline (mark existing findings as reviewed)
detect-secrets scan --all-files \
--exclude-files 'package-lock\.json|yarn\.lock|\.min\.js' \
> .secrets.baseline
# Audit the baseline (interactive review of each finding)
detect-secrets audit .secrets.baseline
```
### Pattern 4: CI/CD Secret Scanning Pipeline Stage
```yaml
# GitHub Actions -- Secret scanning as first pipeline stage
secret-scan:
runs-on: ubuntu-latest
steps:
- uses: actions/checkout@v4
with:
fetch-depth: 0 # Full history for comprehensive scan
# Layer 1: gitleaks (fast, pattern-based)
- name: gitleaks scan
uses: gitleaks/gitleaks-action@v2
env:
GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
# Layer 2: trufflehog (verification-based, catches what gitleaks misses)
- name: trufflehog scan
uses: trufflesecurity/trufflehog@v3
with:
extra_args: --only-verified --results=verified
```
### Pattern 5: Regex Patterns for Manual Scanning
When tools are not available, these patterns catch common secrets:
```python
# Python regex patterns for common secret types
SECRET_PATTERNS = {
'aws_access_key': r'(?<![A-Z0-9])(AKIA[0-9A-Z]{16})(?![A-Z0-9])',
'aws_secret_key': r'(?i)aws[_\-\.]?secret[_\-\.]?access[_\-\.]?key\s*[:=]\s*[\'"]?([A-Za-z0-9/+=]{40})[\'"]?',
'github_pat': r'ghp_[0-9a-zA-Z]{36}',
'github_fine_grained': r'github_pat_[0-9a-zA-Z]{22}_[0-9a-zA-Z]{59}',
'gitlab_pat': r'glpat-[0-9a-zA-Z\-_]{20}',
'slack_token': r'xox[bpors]-[0-9a-zA-Z\-]{10,}',
'stripe_live': r'sk_live_[0-9a-zA-Z]{24,}',
'sendgrid': r'SG\.[0-9A-Za-z\-_]{22}\.[0-9A-Za-z\-_]{43}',
'twilio': r'SK[0-9a-fA-F]{32}',
'google_api': r'AIza[0-9A-Za-z\-_]{35}',
'private_key': r'-----BEGIN (RSA |EC |OPENSSH |DSA |ED25519 )?PRIVATE KEY-----',
'generic_secret': r'(?i)(password|secret|token|api[_-]?key|credential)\s*[:=]\s*[\'"]([^\'"]{8,})[\'"]',
'connection_string': r'(?i)(postgres(?:ql)?|mysql|mongodb(?:\+srv)?|redis)://[^:]+:[^@\s]+@[^\s]+',
'jwt': r'eyJ[A-Za-z0-9_-]{10,}\.[A-Za-z0-9_-]{10,}\.[A-Za-z0-9_-]{10,}',
}
```
## Anti-Patterns
- **Relying solely on entropy detection**: High entropy catches random-looking strings but also matches minified JavaScript, UUID fields, base64-encoded non-secret data, and cryptographic hashes. Always combine with pattern-based detection.
- **No allowlist management**: Without a maintained allowlist, teams either ignore all findings (too many false positives) or waste time reviewing the same false positives repeatedly. Maintain `.gitleaks.toml` and `.secrets.baseline` as part of the codebase.
- **Scanning only HEAD, not history**: `git rm secret.env` does not remove the secret from history. Always scan with `--all` or `--depth 0` for comprehensive coverage.
- **Excluding test directories from scanning**: Test fixtures sometimes contain real credentials copied from production for debugging. Exclude known-fake patterns, not entire directories.
- **Not verifying before alerting**: Unverified findings require human investigation. Verified findings require immediate rotation. The distinction matters for triage speed. Use trufflehog's `--only-verified` for the most actionable results.
- **Scanning only at commit time**: Pre-commit hooks are a prevention layer. They can be bypassed with `--no-verify`. CI/CD scanning is the enforcement layer that catches what pre-commit missed.
## References
- gitleaks: https://github.com/gitleaks/gitleaks
- trufflehog: https://github.com/trufflesecurity/trufflehog
- detect-secrets: https://github.com/Yelp/detect-secrets
- GitGuardian (research reports): https://www.gitguardian.com/state-of-secrets-sprawl
- OWASP Secrets Management Cheat Sheet: https://cheatsheetseries.owasp.org/cheatsheets/Secrets_Management_Cheat_Sheet.html
- CIS Software Supply Chain Security Guide: https://www.cisecurity.org/insights/white-papers/cis-software-supply-chain-security-guide
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