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Python实现AI 科技热点日报助手

  • 2026-06-29 06:08:00
Python实现AI 科技热点日报助手

AI 科技热点日报助手

每小时自动采集国内 AI 热点新闻,通过 AI 摘要整理后生成 Markdown 日报,并提供 Web 界面按年月日树形目录查看历史日报。

技术栈

  • Python 3.11+
  • Flask(Web 服务 + API)
  • feedparser(RSS 采集)
  • requests(HTTP 请求)
  • schedule(定时任务)
  • 通义千问 API(AI 摘要)

安装依赖

pip install flask feedparser requests schedule markdown

项目结构

ai-daily/├── README.md├── config.json          # 配置文件(AI key、RSS 源等)├── main.py              # 入口:启动定时任务 + Web 服务├── collector.py         # 数据采集(RSS + 网页)├── ai_processor.py      # AI 摘要、分类、打分├── report_generator.py  # 生成 Markdown 文件├── web_server.py        # Flask Web 服务├── templates/│   └── index.html       # H5 前端页面└── reports/             # 生成的日报存储目录    └── 2026/        └── 04/            └── 30/                ├── 20260430_080000.md                └── 20260430_090000.md

运行

cd ysptest/ai-dailypython main.py

启动后:

  • 每小时自动采集一次并生成日报
  • Web 界面访问: http://localhost:5001
  • 日报文件保存在 reports/ 目录下

配置说明 (config.json)

{"ai": {"api_key""你的通义千问API Key","base_url""https://dashscope.aliyuncs.com/compatible-mode/v1","model""qwen-plus"  },"sources": [    {"name""36氪AI""type""rss""url""https://36kr.com/feed"},    {"name""机器之心""type""rss""url""https://www.jiqizhixin.com/rss"},    {"name""量子位""type""rss""url""https://www.qbitai.com/feed"}  ],"schedule_interval_minutes"1,"web_port"5001,"max_articles_per_source"10}
-- coding: utf-8 --"""Web 服务模块:Flask 提供 API + H5 页面查看历史日报"""import osimport jsonfrom flask import Flask, render_template, jsonify, send_from_directoryapp = Flask(name, template_folder="templates", static_folder="reports")def get_reports_tree(reports_dir="reports"):"""扫描 reports 目录,生成年/月/日树形结构"""tree = {}if not os.path.exists(reports_dir):return treefor year in sorted(os.listdir(reports_dir), reverse=True):year_path = os.path.join(reports_dir, year)if not os.path.isdir(year_path):continuetree[year] = {}for month in sorted(os.listdir(year_path), reverse=True):month_path = os.path.join(year_path, month)if not os.path.isdir(month_path):continuetree[year][month] = {}for day in sorted(os.listdir(month_path), reverse=True):day_path = os.path.join(month_path, day)if not os.path.isdir(day_path):continuefiles = sorted([f for f in os.listdir(day_path) if f.endswith(".md")], reverse=True)tree[year][month][day] = filesreturn tree@app.route("/")def index():return render_template("index.html")@app.route("/api/tree")def api_tree():"""返回日报树形目录"""tree = get_reports_tree()return jsonify(tree)@app.route("/api/report////")def api_report(year, month, day, filename):"""返回指定日报的 Markdown 内容"""filepath = os.path.join("reports", year, month, day, filename)if os.path.exists(filepath):with open(filepath, "r", encoding="utf-8") as f:return jsonify({"content": f.read(), "filename": filename})return jsonify({"error""文件不存在"}), 404@app.route("/api/latest")def api_latest():"""返回最新一篇日报"""tree = get_reports_tree()for year in sorted(tree.keys(), reverse=True):for month in sorted(tree[year].keys(), reverse=True):for day in sorted(tree[year][month].keys(), reverse=True):files = tree[year][month][day]if files:filepath = os.path.join("reports", year, month, day, files[0])with open(filepath, "r", encoding="utf-8") as f:return jsonify({"content": f.read(), "filename": files[0], "path": f"{year}/{month}/{day}/{files[0]}"})return jsonify({"content""暂无日报""filename"""})def start_web(port=5001):"""启动 Web 服务"""app.run(host="0.0.0.0", port=port, debug=False)
-- coding: utf-8 --"""AI 处理模块:调用通义千问对新闻进行摘要、分类、打分"""import requestsimport jsondef process_articles(articles, ai_config):"""调用 AI 对文章列表进行摘要和分类"""if not articles:return {"summary""暂无数据""categories": {}}if not ai_config.get("api_key"):# 无 AI key 时,简单按来源分组返回return _fallback_process(articles)# 构建 promptarticle_text = "\n".join([f"{i+1}. [{a['source']}{a['title']}" for i, a in enumerate(articles[:30])])prompt = f"""以下是今天采集到的国内AI科技热点新闻标题列表:{article_text}请完成以下任务:用2-3句话总结今天AI领域的整体趋势将这些新闻按以下类别分类:大模型、AI应用、自动驾驶、芯片硬件、AI创业、其他每条新闻给出一句话摘要(15字以内)和热度评分(1-5星)请用以下JSON格式返回:{{"trend_summary": "今日趋势总结...","categories": {{"大模型": [{{"index": 1, "brief": "一句话摘要", "stars": 4}}],"AI应用": [...],...}}}}"""try:    headers = {"Authorization"f"Bearer {ai_config['api_key']}""Content-Type""application/json"}    data = {        "model": ai_config.get("model""qwen-plus"),        "messages": [            {"role""system""content""你是一个AI科技新闻编辑,擅长分类和摘要。只返回JSON,不要其他内容。"},            {"role""user""content": prompt}        ],        "max_tokens": ai_config.get("max_tokens"4000)    }    resp = requests.post(f"{ai_config['base_url']}/chat/completions", headers=headers, json=data, timeout=60)    if resp.status_code == 200:        content = resp.json()["choices"][0]["message"]["content"]        # 尝试解析 JSON        content = content.strip()        if content.startswith("```"):            content = content.split("\n"1)[1].rsplit("```"1)[0]        result = json.loads(content)        result["_articles"] = articles        return result    else:        print(f"[AI] API 错误: {resp.status_code}{resp.text[:200]}")        return _fallback_process(articles)except Exception as e:    print(f"[AI] 处理失败: {e}")    return _fallback_process(articles)def _fallback_process(articles):"""无 AI 时的降级处理:按来源分组"""categories = {}for a in articles:src = a["source"]if src not in categories:categories[src] = []categories[src].append({"index"len(categories[src]) + 1"brief": a["title"][:20], "stars"3})return {"trend_summary"f"共采集到 {len(articles)} 条AI相关新闻","categories": categories,"_articles": articles}

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  1. CONNECT:[ UseTime:0.000594s ] mysql:host=127.0.0.1;port=3306;dbname=f_mffb;charset=utf8mb4
  2. SHOW FULL COLUMNS FROM `fenlei` [ RunTime:0.000736s ]
  3. SELECT * FROM `fenlei` WHERE `fid` = 0 [ RunTime:0.000324s ]
  4. SELECT * FROM `fenlei` WHERE `fid` = 63 [ RunTime:0.000303s ]
  5. SHOW FULL COLUMNS FROM `set` [ RunTime:0.000574s ]
  6. SELECT * FROM `set` [ RunTime:0.003326s ]
  7. SHOW FULL COLUMNS FROM `article` [ RunTime:0.000584s ]
  8. SELECT * FROM `article` WHERE `id` = 490730 LIMIT 1 [ RunTime:0.007278s ]
  9. UPDATE `article` SET `lasttime` = 1783063279 WHERE `id` = 490730 [ RunTime:0.014767s ]
  10. SELECT * FROM `fenlei` WHERE `id` = 66 LIMIT 1 [ RunTime:0.000370s ]
  11. SELECT * FROM `article` WHERE `id` < 490730 ORDER BY `id` DESC LIMIT 1 [ RunTime:0.000641s ]
  12. SELECT * FROM `article` WHERE `id` > 490730 ORDER BY `id` ASC LIMIT 1 [ RunTime:0.003509s ]
  13. SELECT * FROM `article` WHERE `id` < 490730 ORDER BY `id` DESC LIMIT 10 [ RunTime:0.004815s ]
  14. SELECT * FROM `article` WHERE `id` < 490730 ORDER BY `id` DESC LIMIT 10,10 [ RunTime:0.008645s ]
  15. SELECT * FROM `article` WHERE `id` < 490730 ORDER BY `id` DESC LIMIT 20,10 [ RunTime:0.004312s ]
0.139065s