diff --git a/backend/app/services/agent/agents/analysis.py b/backend/app/services/agent/agents/analysis.py
index 1933ae3..08337d9 100644
--- a/backend/app/services/agent/agents/analysis.py
+++ b/backend/app/services/agent/agents/analysis.py
@@ -664,7 +664,7 @@ Final Answer: {{"findings": [...], "summary": "..."}}"""
                     await self.emit_llm_decision("继续分析", "LLM 需要更多分析")
                     self._conversation_history.append({
                         "role": "user",
-                        "content": "请继续分析。你输出了 Thought 但没有输出 Action。请**立即**选择一个工具执行，或者如果分析完成，输出 Final Answer 汇总所有发现。",
+                        "content": "如果分析已经完成了，请立即输出 Final Answer 汇总所有发现。如果分析未完成，请继续分析：你输出了 Thought 但没有输出 Action。请**立即**选择一个工具执行。",
                     })
             
             # 🔥 如果循环结束但没有发现，强制 LLM 总结
diff --git a/frontend/src/pages/AgentAudit/components/LogEntry.tsx b/frontend/src/pages/AgentAudit/components/LogEntry.tsx
index 0b0dad0..18e42af 100644
--- a/frontend/src/pages/AgentAudit/components/LogEntry.tsx
+++ b/frontend/src/pages/AgentAudit/components/LogEntry.tsx
@@ -244,9 +244,74 @@ export const LogEntry = memo(function LogEntry({ item, isExpanded, onToggle }: L
                   )}
                 </div>
                 {/* Content */}
-                <pre className="p-4 text-sm font-mono text-foreground/85 max-h-64 overflow-y-auto custom-scrollbar whitespace-pre-wrap break-words">
-                  {item.content}
-                </pre>
+                {(() => {
+                  // Try to parse JSON content
+                  let parsedContent: any = null;
+                  let isJson = false;
+                  try {
+                    if (item.content && (item.content.trim().startsWith('{') || item.content.trim().startsWith('['))) {
+                      // Remove any "Output:" prefix if present for parsing
+                      const cleanContent = item.content.replace(/^Output:\s*/, '').trim();
+                      parsedContent = JSON.parse(cleanContent);
+                      isJson = true;
+                    }
+                  } catch (e) {
+                    // Not JSON
+                  }
+
+                  // 1. Findings View (if it looks like a findings list or object)
+                  if (isJson && (
+                    (Array.isArray(parsedContent) && parsedContent.length > 0 && parsedContent[0].title && parsedContent[0].severity) ||
+                    (parsedContent.findings && Array.isArray(parsedContent.findings))
+                  )) {
+                    const findingsList = Array.isArray(parsedContent) ? parsedContent : parsedContent.findings;
+
+                    return (
+                      <div className="flex flex-col gap-2 p-3 bg-muted/30">
+                        <div className="flex items-center justify-between mb-1">
+                          <span className="text-xs font-bold uppercase text-muted-foreground tracking-wider">Findings Summary ({findingsList.length})</span>
+                        </div>
+                        {findingsList.map((finding: any, idx: number) => (
+                          <div key={idx} className="bg-card border border-border rounded p-3 flex flex-col gap-1.5 shadow-sm">
+                            <div className="flex items-start justify-between gap-3">
+                              <span className="text-sm font-semibold text-foreground">{finding.title || 'Unknown Vulnerability'}</span>
+                              <Badge className={`uppercase text-[10px] px-1.5 py-0 h-5 ${SEVERITY_COLORS[finding.severity as keyof typeof SEVERITY_COLORS] || SEVERITY_COLORS.info}`}>
+                                {finding.severity || 'unknown'}
+                              </Badge>
+                            </div>
+                            <div className="text-xs text-muted-foreground font-mono truncate">
+                              {finding.file_path}:{finding.line_start || '?'}
+                            </div>
+                            {finding.description && (
+                              <div className="text-sm text-foreground/85 mt-1 border-t border-border/50 pt-2">
+                                {finding.description}
+                              </div>
+                            )}
+                          </div>
+                        ))}
+                        <div className="mt-2 text-xs text-center text-muted-foreground font-mono opacity-50">
+                          Raw Details Hidden (Toggle not impl yet)
+                        </div>
+                      </div>
+                    );
+                  }
+
+                  // 2. Generic JSON View (Pretty Print)
+                  if (isJson) {
+                    return (
+                      <pre className="p-4 text-sm font-mono text-blue-600 dark:text-blue-400 max-h-96 overflow-y-auto custom-scrollbar whitespace-pre-wrap break-words bg-slate-50 dark:bg-slate-950/50">
+                        {JSON.stringify(parsedContent, null, 2)}
+                      </pre>
+                    );
+                  }
+
+                  // 3. Fallback: Raw Text
+                  return (
+                    <pre className="p-4 text-sm font-mono text-foreground/85 max-h-96 overflow-y-auto custom-scrollbar whitespace-pre-wrap break-words">
+                      {item.content}
+                    </pre>
+                  );
+                })()}
               </div>
             </div>
           )}
diff --git a/frontend/src/pages/AgentAudit/utils.ts b/frontend/src/pages/AgentAudit/utils.ts
index 01e2f20..5ce0f24 100644
--- a/frontend/src/pages/AgentAudit/utils.ts
+++ b/frontend/src/pages/AgentAudit/utils.ts
@@ -128,7 +128,7 @@ export function cleanThinkingContent(content: string): string {
 /**
  * Truncate output string
  */
-export function truncateOutput(output: string, maxLength: number = 1000): string {
+export function truncateOutput(output: string, maxLength: number = 50000): string {
   if (output.length <= maxLength) return output;
   return output.slice(0, maxLength) + '\n... (truncated)';
 }