diff --git a/FFAI/__pycache__/analyzer.cpython-313.pyc b/FFAI/__pycache__/analyzer.cpython-313.pyc
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diff --git a/FFAI/analyzer.py b/FFAI/analyzer.py
new file mode 100644
index 0000000..19b68d5
--- /dev/null
+++ b/FFAI/analyzer.py
@@ -0,0 +1,39 @@
+import re
+from collections import Counter
+
+class PureAnalyzer:
+    @staticmethod
+    def search_in_cache(query: str, cache_dir="cache") -> list:
+        """在缓存中检索历史记录"""
+        if not os.path.exists(cache_dir):
+            return []
+        
+        related_files = []
+        safe_query = query.lower()
+        for filename in os.listdir(cache_dir):
+            if safe_query in filename.lower():
+                with open(f"{cache_dir}/{filename}", "r", encoding="utf-8") as f:
+                    content = f.read()
+                related_files.append({
+                    "query": filename.replace(".txt", ""),
+                    "content": content
+                })
+        return related_files
+    
+    @staticmethod
+    def analyze(data: list, query: str) -> dict:
+        # 先检查缓存中的相关记录
+        history = PureAnalyzer.search_in_cache(query)
+        
+        # 合并新旧数据
+        all_text = " ".join(d.get("text", "") for d in data)
+        if history:
+            all_text += " " + " ".join(h["content"] for h in history)
+        
+        # ...（保持原有的分析逻辑）...
+        return {
+            "summary": summary,
+            "keywords": keywords,
+            "sources": [d["url"] for d in data],
+            "related_history": [h["query"] for h in history]
+        }
\ No newline at end of file
diff --git a/FFAI/crawlers.py b/FFAI/crawlers.py
new file mode 100644
index 0000000..e0130b2
--- /dev/null
+++ b/FFAI/crawlers.py
@@ -0,0 +1,71 @@
+import urllib.request
+import os
+import time
+from urllib.parse import quote
+from html.parser import HTMLParser
+
+class PureHTMLParser(HTMLParser):
+    # ...（保持之前的HTML解析器代码不变）...
+
+ class PureCrawler:
+    def __init__(self, cache_dir="cache"):
+        self.user_agent = "Mozilla/5.0"
+        self.parser = PureHTMLParser()
+        self.cache_dir = cache_dir
+        os.makedirs(cache_dir, exist_ok=True)
+    
+    def _get_cache_path(self, query: str) -> str:
+        """生成缓存文件名"""
+        safe_query = "".join(c if c.isalnum() else "_" for c in query)
+        return f"{self.cache_dir}/{safe_query}.txt"
+    
+    def _save_to_cache(self, query: str, data: list):
+        """保存搜索结果到缓存"""
+        with open(self._get_cache_path(query), "w", encoding="utf-8") as f:
+            for item in data:
+                f.write(f"URL: {item['url']}\n")
+                f.write(f"Text: {item['text']}\n")
+                f.write("="*50 + "\n")
+    
+    def _load_from_cache(self, query: str) -> list:
+        """从缓存加载数据"""
+        cache_file = self._get_cache_path(query)
+        if not os.path.exists(cache_file):
+            return None
+        
+        with open(cache_file, "r", encoding="utf-8") as f:
+            content = f.read()
+        
+        # 解析缓存文件
+        items = []
+        for block in content.split("="*50):
+            if not block.strip():
+                continue
+            url = text = ""
+            for line in block.split("\n"):
+                if line.startswith("URL: "):
+                    url = line[5:]
+                elif line.startswith("Text: "):
+                    text = line[6:]
+            if url:
+                items.append({"url": url, "text": text})
+        return items
+    
+    def fetch(self, query: str, force_update=False) -> list:
+        """优先读取缓存，不存在时爬取"""
+        if not force_update:
+            cached = self._load_from_cache(query)
+            if cached:
+                print("📂 从缓存加载数据")
+                return cached
+        
+        print("🌐 正在爬取网络数据...")
+        # ...（保持原有的爬取逻辑）...
+        data = [{"url": link, "text": self.extract_text(link)} for link in self.parser.links[:5]]
+        
+        self._save_to_cache(query, data)
+        return data
+    
+    def extract_text(self, url: str) -> str:
+        # ...（保持原有的正文提取逻辑）..
+        return extracted_text
\ No newline at end of file
diff --git a/FFAI/main.py b/FFAI/main.py
new file mode 100644
index 0000000..10121fc
--- /dev/null
+++ b/FFAI/main.py
@@ -0,0 +1,59 @@
+from crawlers import PureHTMLParser # type: ignore
+from analyzer import PureAnalyzer # type: ignore
+
+class PureInfoHunter:
+    def __init__(self):
+        self.crawler = PureHTMLParser()
+        self.analyzer = PureAnalyzer()
+    
+    def run(self, query: str):
+        # 1. 获取数据（优先缓存）
+        data = self.crawler.fetch(query)
+        
+        # 2. 分析（自动检索历史缓存）
+        result = self.analyzer.analyze(data, query)
+        
+        # 3. 生成报告
+        report = "="*40 + "\n"
+        report += f"搜索词: {query}\n"
+        
+        if result.get("related_history"):
+            report += f"关联历史记录: {', '.join(result['related_history'])}\n"
+        
+        report += "\n分析结果:\n" + result["summary"] + "\n"
+        report += "数据来源:\n"
+        for url in result["sources"]:
+            report += f"- {url}\n"
+        
+        # 保存本次报告
+        self._save_report(query, report)
+        return report
+    
+    def _save_report(self, query: str, content: str):
+        """保存分析报告"""
+        safe_query = "".join(c if c.isalnum() else "_" for c in query)
+        with open(f"reports/{safe_query}_report.txt", "w", encoding="utf-8") as f:
+            f.write(content)
+        print(f"报告已保存到 reports/{safe_query}_report.txt")
+
+if __name__ == "__main__":
+    import sys
+    import os
+    os.makedirs("reports", exist_ok=True)
+    
+    if len(sys.argv) < 2:
+        print("使用方法: python pure_main.py '搜索关键词' [force_update]")
+        print("示例: python pure_main.py '人工智能' true")
+        # sys.exit(1)
+    
+    force_update = len(sys.argv) > 2 and sys.argv[2].lower() == "true"
+    hunter = PureInfoHunter()
+    
+    if force_update:
+        print("强制更新模式（忽略缓存）")
+        data = hunter.crawler.fetch(sys.argv[1], force_update=True)
+        result = hunter.analyzer.analyze(data, sys.argv[1])
+    else:
+        result = hunter.run(sys.argv[1])
+    
+    print(result)
\ No newline at end of file
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