diff --git a/pkg/cli/compile_config.go b/pkg/cli/compile_config.go
index bcd55fc783..922a0daee9 100644
--- a/pkg/cli/compile_config.go
+++ b/pkg/cli/compile_config.go
@@ -1,5 +1,9 @@
 package cli
 
+import (
+	"regexp"
+)
+
 // CompileConfig holds configuration options for compiling workflows
 type CompileConfig struct {
 	MarkdownFiles        []string // Files to compile (empty for all files)
@@ -55,3 +59,104 @@ type ValidationResult struct {
 	Warnings     []ValidationError `json:"warnings"`
 	CompiledFile string            `json:"compiled_file,omitempty"`
 }
+
+// Regex patterns for detecting potential secret key names
+var (
+	// Match uppercase snake_case identifiers that look like secret names (e.g., MY_SECRET_KEY, GITHUB_TOKEN, API_KEY)
+	// Excludes common workflow-related keywords
+	secretNamePattern = regexp.MustCompile(`\b([A-Z][A-Z0-9]*_[A-Z0-9_]+)\b`)
+
+	// Match PascalCase identifiers ending with security-related suffixes (e.g., GitHubToken, ApiKey, DeploySecret)
+	pascalCaseSecretPattern = regexp.MustCompile(`\b([A-Z][a-z0-9]*(?:[A-Z][a-z0-9]*)*(?:Token|Key|Secret|Password|Credential|Auth))\b`)
+
+	// Common non-sensitive workflow keywords to exclude from redaction
+	commonWorkflowKeywords = map[string]bool{
+		"GITHUB":          true,
+		"ACTIONS":         true,
+		"WORKFLOW":        true,
+		"RUNNER":          true,
+		"JOB":             true,
+		"STEP":            true,
+		"MATRIX":          true,
+		"ENV":             true,
+		"PATH":            true,
+		"HOME":            true,
+		"SHELL":           true,
+		"INPUTS":          true,
+		"OUTPUTS":         true,
+		"NEEDS":           true,
+		"STRATEGY":        true,
+		"CONCURRENCY":     true,
+		"IF":              true,
+		"WITH":            true,
+		"USES":            true,
+		"RUN":             true,
+		"WORKING_DIRECTORY": true,
+		"CONTINUE_ON_ERROR": true,
+		"TIMEOUT_MINUTES": true,
+	}
+)
+
+// sanitizeErrorMessage removes potential secret key names from error messages to prevent
+// information disclosure via logs. This prevents exposing details about an organization's
+// security infrastructure by redacting secret key names that might appear in error messages.
+func sanitizeErrorMessage(message string) string {
+	if message == "" {
+		return message
+	}
+
+	// Redact uppercase snake_case patterns (e.g., MY_SECRET_KEY, API_TOKEN)
+	sanitized := secretNamePattern.ReplaceAllStringFunc(message, func(match string) string {
+		// Don't redact common workflow keywords
+		if commonWorkflowKeywords[match] {
+			return match
+		}
+		return "[REDACTED]"
+	})
+
+	// Redact PascalCase patterns ending with security suffixes (e.g., GitHubToken, ApiKey)
+	sanitized = pascalCaseSecretPattern.ReplaceAllString(sanitized, "[REDACTED]")
+
+	return sanitized
+}
+
+// sanitizeValidationResults creates a sanitized copy of validation results with all
+// error and warning messages sanitized to remove potential secret key names.
+// This is applied at the JSON output boundary to ensure no sensitive information
+// is leaked regardless of where error messages originated.
+func sanitizeValidationResults(results []ValidationResult) []ValidationResult {
+	if results == nil {
+		return nil
+	}
+
+	sanitized := make([]ValidationResult, len(results))
+	for i, result := range results {
+		sanitized[i] = ValidationResult{
+			Workflow:     result.Workflow,
+			Valid:        result.Valid,
+			CompiledFile: result.CompiledFile,
+			Errors:       make([]ValidationError, len(result.Errors)),
+			Warnings:     make([]ValidationError, len(result.Warnings)),
+		}
+
+		// Sanitize all error messages
+		for j, err := range result.Errors {
+			sanitized[i].Errors[j] = ValidationError{
+				Type:    err.Type,
+				Message: sanitizeErrorMessage(err.Message),
+				Line:    err.Line,
+			}
+		}
+
+		// Sanitize all warning messages
+		for j, warn := range result.Warnings {
+			sanitized[i].Warnings[j] = ValidationError{
+				Type:    warn.Type,
+				Message: sanitizeErrorMessage(warn.Message),
+				Line:    warn.Line,
+			}
+		}
+	}
+
+	return sanitized
+}
diff --git a/pkg/cli/compile_orchestrator.go b/pkg/cli/compile_orchestrator.go
index 5e0a7fa443..3f21fd4a2f 100644
--- a/pkg/cli/compile_orchestrator.go
+++ b/pkg/cli/compile_orchestrator.go
@@ -585,7 +585,10 @@ func CompileWorkflows(config CompileConfig) ([]*workflow.WorkflowData, error) {
 
 		// Output JSON if requested
 		if jsonOutput {
-			jsonBytes, err := json.MarshalIndent(validationResults, "", "  ")
+			// Sanitize validation results before JSON marshaling to prevent logging of sensitive information
+			// This removes potential secret key names from error messages at the output boundary
+			sanitizedResults := sanitizeValidationResults(validationResults)
+			jsonBytes, err := json.MarshalIndent(sanitizedResults, "", "  ")
 			if err != nil {
 				return workflowDataList, fmt.Errorf("failed to marshal JSON: %w", err)
 			}
@@ -980,7 +983,10 @@ func CompileWorkflows(config CompileConfig) ([]*workflow.WorkflowData, error) {
 
 	// Output JSON if requested
 	if jsonOutput {
-		jsonBytes, err := json.MarshalIndent(validationResults, "", "  ")
+		// Sanitize validation results before JSON marshaling to prevent logging of sensitive information
+		// This removes potential secret key names from error messages at the output boundary
+		sanitizedResults := sanitizeValidationResults(validationResults)
+		jsonBytes, err := json.MarshalIndent(sanitizedResults, "", "  ")
 		if err != nil {
 			return workflowDataList, fmt.Errorf("failed to marshal JSON: %w", err)
 		}