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package inspect
import (
"context"
"fmt"
"strings"
)
// LLMSecurityScanner enhances traditional SAST with LLM-based analysis.
// Research shows LLM+SAST hybrid reduces false positives by 91%
// (SAST-Genius, IEEE S&P 2025).
type LLMSecurityScanner struct {
checks []SecurityCheck
}
// SecurityCheck represents a security check.
type SecurityCheck struct {
ID string
Name string
Description string
Category string // "injection", "auth", "crypto", "config", "data"
Severity string // "critical", "high", "medium", "low"
Check func(ctx context.Context, source string, filePath string) []SecurityFinding
}
// SecurityFinding represents a security finding.
type SecurityFinding struct {
CheckID string `json:"check_id"`
Rule string `json:"rule"`
Message string `json:"message"`
File string `json:"file"`
Line int `json:"line"`
Severity string `json:"severity"`
Confidence float64 `json:"confidence"` // 0-1
CWE string `json:"cwe"` // CWE ID if applicable
Evidence string `json:"evidence"`
Suggestion string `json:"suggestion"` // how to fix
}
// NewLLMSecurityScanner creates a security scanner with built-in checks.
func NewLLMSecurityScanner() *LLMSecurityScanner {
s := &LLMSecurityScanner{}
s.registerBuiltinChecks()
return s
}
// Scan runs all security checks on the given source code.
func (s *LLMSecurityScanner) Scan(ctx context.Context, source string, filePath string) []SecurityFinding {
var findings []SecurityFinding
for _, check := range s.checks {
results := check.Check(ctx, source, filePath)
findings = append(findings, results...)
}
return findings
}
// BuildEnhancedPrompt builds a prompt that combines SAST findings with
// LLM analysis capabilities. This is the key innovation from SAST-Genius.
func (s *LLMSecurityScanner) BuildEnhancedPrompt(findings []SecurityFinding, source string) string {
var prompt strings.Builder
prompt.WriteString("## Security Analysis Request\n\n")
prompt.WriteString("You are a security expert reviewing code. The following static analysis ")
prompt.WriteString("findings were detected. Your job is to:\n")
prompt.WriteString("1. Verify each finding (many are false positives)\n")
prompt.WriteString("2. Identify additional security issues SAST missed\n")
prompt.WriteString("3. Provide actionable remediation advice\n\n")
if len(findings) > 0 {
prompt.WriteString(fmt.Sprintf("### SAST Findings (%d detected)\n\n", len(findings)))
for _, f := range findings {
prompt.WriteString(fmt.Sprintf("- **%s** [%s] at %s:%d\n %s\n CWE: %s\n Evidence: `%s`\n\n",
f.Rule, f.Severity, f.File, f.Line, f.Message, f.CWE, truncateStr(f.Evidence, 100)))
}
} else {
prompt.WriteString("### No SAST Findings\n\n")
prompt.WriteString("No static analysis issues detected. Focus on logic vulnerabilities.\n\n")
}
prompt.WriteString("### Source Code\n\n")
prompt.WriteString("```go\n")
prompt.WriteString(source)
prompt.WriteString("\n```\n")
return prompt.String()
}
// registerBuiltinChecks adds common security checks.
func (s *LLMSecurityScanner) registerBuiltinChecks() {
// SQL Injection
s.checks = append(s.checks, SecurityCheck{
ID: "sql-injection",
Name: "SQL Injection",
Category: "injection",
Severity: "critical",
Check: func(ctx context.Context, source, filePath string) []SecurityFinding {
var findings []SecurityFinding
lines := strings.Split(source, "\n")
for i, line := range lines {
if strings.Contains(line, "fmt.Sprintf") && strings.Contains(line, "SELECT") {
findings = append(findings, SecurityFinding{
CheckID: "sql-injection",
Rule: "SQL Injection",
Message: "Potential SQL injection via fmt.Sprintf",
File: filePath,
Line: i + 1,
Severity: "critical",
Confidence: 0.7,
CWE: "CWE-89",
Evidence: strings.TrimSpace(line),
Suggestion: "Use parameterized queries instead of string formatting",
})
}
}
return findings
},
})
// Command Injection
s.checks = append(s.checks, SecurityCheck{
ID: "command-injection",
Name: "Command Injection",
Category: "injection",
Severity: "critical",
Check: func(ctx context.Context, source, filePath string) []SecurityFinding {
var findings []SecurityFinding
lines := strings.Split(source, "\n")
for i, line := range lines {
if strings.Contains(line, "exec.Command") && strings.Contains(line, "+") {
findings = append(findings, SecurityFinding{
CheckID: "command-injection",
Rule: "Command Injection",
Message: "Potential command injection via string concatenation",
File: filePath,
Line: i + 1,
Severity: "critical",
Confidence: 0.6,
CWE: "CWE-78",
Evidence: strings.TrimSpace(line),
Suggestion: "Use exec.Command with separate arguments, not string concatenation",
})
}
}
return findings
},
})
// Path Traversal
s.checks = append(s.checks, SecurityCheck{
ID: "path-traversal",
Name: "Path Traversal",
Category: "injection",
Severity: "high",
Check: func(ctx context.Context, source, filePath string) []SecurityFinding {
var findings []SecurityFinding
lines := strings.Split(source, "\n")
for i, line := range lines {
if strings.Contains(line, "../") && (strings.Contains(line, "Open") || strings.Contains(line, "ReadFile")) {
findings = append(findings, SecurityFinding{
CheckID: "path-traversal",
Rule: "Path Traversal",
Message: "Potential path traversal with ../",
File: filePath,
Line: i + 1,
Severity: "high",
Confidence: 0.5,
CWE: "CWE-22",
Evidence: strings.TrimSpace(line),
Suggestion: "Validate and sanitize file paths, use filepath.Clean",
})
}
}
return findings
},
})
// Weak Crypto
s.checks = append(s.checks, SecurityCheck{
ID: "weak-crypto",
Name: "Weak Cryptography",
Category: "crypto",
Severity: "high",
Check: func(ctx context.Context, source, filePath string) []SecurityFinding {
var findings []SecurityFinding
lines := strings.Split(source, "\n")
weakPatterns := []string{"md5", "sha1", "DES", "RC4"}
for i, line := range lines {
lower := strings.ToLower(line)
for _, pattern := range weakPatterns {
if strings.Contains(lower, strings.ToLower(pattern)) {
findings = append(findings, SecurityFinding{
CheckID: "weak-crypto",
Rule: "Weak Cryptography",
Message: fmt.Sprintf("Weak cryptographic algorithm: %s", pattern),
File: filePath,
Line: i + 1,
Severity: "high",
Confidence: 0.6,
CWE: "CWE-327",
Evidence: strings.TrimSpace(line),
Suggestion: "Use SHA-256 or stronger algorithms",
})
}
}
}
return findings
},
})
// Hardcoded Credentials
s.checks = append(s.checks, SecurityCheck{
ID: "hardcoded-creds",
Name: "Hardcoded Credentials",
Category: "auth",
Severity: "critical",
Check: func(ctx context.Context, source, filePath string) []SecurityFinding {
var findings []SecurityFinding
lines := strings.Split(source, "\n")
credPatterns := []string{"password", "secret", "api_key", "apikey", "token", "private_key"}
for i, line := range lines {
lower := strings.ToLower(line)
for _, pattern := range credPatterns {
if strings.Contains(lower, pattern) && strings.Contains(line, "=") && strings.Contains(line, "\"") {
if !strings.Contains(lower, "test") && !strings.Contains(lower, "example") {
findings = append(findings, SecurityFinding{
CheckID: "hardcoded-creds",
Rule: "Hardcoded Credentials",
Message: fmt.Sprintf("Potential hardcoded %s", pattern),
File: filePath,
Line: i + 1,
Severity: "critical",
Confidence: 0.5,
CWE: "CWE-798",
Evidence: strings.TrimSpace(line),
Suggestion: "Use environment variables or a secrets manager",
})
}
}
}
}
return findings
},
})
// Missing Error Handling
s.checks = append(s.checks, SecurityCheck{
ID: "missing-error-check",
Name: "Missing Error Check",
Category: "data",
Severity: "medium",
Check: func(ctx context.Context, source, filePath string) []SecurityFinding {
var findings []SecurityFinding
lines := strings.Split(source, "\n")
for i, line := range lines {
trimmed := strings.TrimSpace(line)
if strings.Contains(trimmed, "(") && strings.Contains(trimmed, ")") &&
!strings.Contains(trimmed, ":=") && !strings.Contains(trimmed, "=") &&
!strings.HasPrefix(trimmed, "//") && !strings.HasPrefix(trimmed, "defer") &&
!strings.HasPrefix(trimmed, "go ") && !strings.HasPrefix(trimmed, "if ") &&
!strings.HasPrefix(trimmed, "for ") && !strings.HasPrefix(trimmed, "return ") &&
!strings.HasPrefix(trimmed, "func ") && len(trimmed) > 10 {
findings = append(findings, SecurityFinding{
CheckID: "missing-error-check",
Rule: "Missing Error Check",
Message: "Possible unchecked error return",
File: filePath,
Line: i + 1,
Severity: "medium",
Confidence: 0.3,
CWE: "CWE-252",
Evidence: trimmed,
Suggestion: "Check error return values",
})
}
}
return findings
},
})
// Prompt Injection
s.checks = append(s.checks, SecurityCheck{
ID: "prompt-injection",
Name: "Prompt Injection",
Category: "injection",
Severity: "critical",
Check: func(ctx context.Context, source, filePath string) []SecurityFinding {
var findings []SecurityFinding
lines := strings.Split(source, "\n")
injectionPatterns := []string{
"ignore previous instructions",
"ignore all previous instructions",
"disregard previous instructions",
"forget your instructions",
"you are now",
"new instructions:",
"system prompt:",
"act as ",
"pretend you are",
"override your instructions",
"bypass your safety",
}
lower := strings.ToLower(source)
for _, pattern := range injectionPatterns {
if strings.Contains(lower, pattern) {
// Find the line number
for i, line := range lines {
if strings.Contains(strings.ToLower(line), pattern) {
findings = append(findings, SecurityFinding{
CheckID: "prompt-injection",
Rule: "Prompt Injection",
Message: fmt.Sprintf("Potential prompt injection detected: %q", pattern),
File: filePath,
Line: i + 1,
Severity: "critical",
Confidence: 0.8,
CWE: "CWE-77",
Evidence: strings.TrimSpace(line),
Suggestion: "Sanitize user input before passing to LLM; use input/output guardrails",
})
}
}
}
}
return findings
},
})
// Jailbreak Detection
s.checks = append(s.checks, SecurityCheck{
ID: "jailbreak",
Name: "Jailbreak Attempt",
Category: "injection",
Severity: "critical",
Check: func(ctx context.Context, source, filePath string) []SecurityFinding {
var findings []SecurityFinding
lines := strings.Split(source, "\n")
jailbreakPatterns := []string{
"do anything now",
"dan mode",
"developer mode",
"jailbreak",
"unrestricted mode",
"no rules mode",
"evil mode",
"god mode",
"without any restrictions",
"without limitations",
"remove all filters",
"disable content filter",
"bypass content policy",
}
lower := strings.ToLower(source)
for _, pattern := range jailbreakPatterns {
if strings.Contains(lower, pattern) {
for i, line := range lines {
if strings.Contains(strings.ToLower(line), pattern) {
findings = append(findings, SecurityFinding{
CheckID: "jailbreak",
Rule: "Jailbreak Attempt",
Message: fmt.Sprintf("Potential jailbreak attempt detected: %q", pattern),
File: filePath,
Line: i + 1,
Severity: "critical",
Confidence: 0.85,
CWE: "CWE-77",
Evidence: strings.TrimSpace(line),
Suggestion: "Block jailbreak attempts; implement content safety filters",
})
}
}
}
}
return findings
},
})
// Data Exfiltration / System Prompt Extraction
s.checks = append(s.checks, SecurityCheck{
ID: "data-exfiltration",
Name: "Data Exfiltration",
Category: "data",
Severity: "critical",
Check: func(ctx context.Context, source, filePath string) []SecurityFinding {
var findings []SecurityFinding
lines := strings.Split(source, "\n")
exfilPatterns := []string{
"show me your system prompt",
"reveal your system prompt",
"what are your instructions",
"repeat your instructions",
"print your instructions",
"output your system message",
"dump your configuration",
"show me the prompt",
"what is your initial prompt",
"repeat the above",
"repeat everything above",
"ignore the above and",
}
lower := strings.ToLower(source)
for _, pattern := range exfilPatterns {
if strings.Contains(lower, pattern) {
for i, line := range lines {
if strings.Contains(strings.ToLower(line), pattern) {
findings = append(findings, SecurityFinding{
CheckID: "data-exfiltration",
Rule: "Data Exfiltration",
Message: fmt.Sprintf("Potential system prompt extraction attempt: %q", pattern),
File: filePath,
Line: i + 1,
Severity: "critical",
Confidence: 0.75,
CWE: "CWE-200",
Evidence: strings.TrimSpace(line),
Suggestion: "Never expose system prompts; use output filtering to prevent leakage",
})
}
}
}
}
return findings
},
})
}
func truncateStr(s string, maxLen int) string {
if len(s) <= maxLen {
return s
}
return s[:maxLen] + "..."
}