docs: 优化文档

README-EN.md

@@ -4,7 +4,7 @@
   <img src="/_image/banner.webp" alt="TrendRadar Banner" width="80%">
 </a>
 
-🚀 Deploy in <strong>30 seconds</strong> — Say goodbye to endless scrolling, only see the news you truly care about
+Deploy in <strong>30 seconds</strong> — Say goodbye to endless scrolling, only see the news you truly care about
 
 <a href="https://trendshift.io/repositories/14726" target="_blank"><img src="https://trendshift.io/api/badge/repositories/14726" alt="sansan0%2FTrendRadar | Trendshift" style="width: 250px; height: 55px;" width="250" height="55"/></a>
 
@@ -43,16 +43,24 @@
 
 > This project is designed to be lightweight and easy to deploy
 
+<br>
+
 ## 📑 Quick Navigation
 
+> 💡 **Click the links below** to jump to the corresponding section. Start with "**Quick Start**" for deployment, see "**Configuration Guide**" for detailed customization
+
 <div align="center">
 
-| [🚀 Quick Start](#-quick-start) | [🤖 AI Analysis](#-ai-analysis) | [⚙️ Configuration Guide](#configuration-guide) | [📝 Changelog](#-changelog) | [❓ FAQ & Support](#-faq--support) |
-|:---:|:---:|:---:|:---:|:---:|
-| [🐳 Docker Deployment](#6-docker-deployment) | [🔌 MCP Clients](#-mcp-clients) | [📚 Related Projects](#-related-projects) | | |
+|   |   |   |
+|:---:|:---:|:---:|
+| [🚀 **Quick Start**](#-quick-start) | [AI Analysis](#-ai-analysis) | [⚙️ **Configuration Guide**](#configuration-guide) |
+| [Docker Deployment](#6-docker-deployment) | [MCP Clients](#-mcp-clients) | [Related Projects](#-related-projects) |
+| | [❓ **FAQ & Support**](#-faq--support) | |
 
 </div>
 
+<br>
+
 - Thanks to **bug reporters**, your feedback makes this project better 😉
 - Thanks to **stargazers**, your stars and forks are the best support for open source 😍
 - Thanks to **followers**, your interactions make the content more meaningful 😎
@@ -124,7 +132,7 @@ After communication, the author indicated no concerns about server pressure, but
 
 [![Mac Download](https://img.shields.io/badge/Mac-Free_Download-FF6B6B?style=for-the-badge&logo=apple&logoColor=white)](https://shandianshuo.cn) [![Windows Download](https://img.shields.io/badge/Windows-Free_Download-FF6B6B?style=for-the-badge&logo=lightning&logoColor=white)](https://shandianshuo.cn)
 <a href="https://shandianshuo.cn" target="_blank">
-  <img src="_image/banner-shandianshuo.png" alt="FlashSpeak" width="700"/>
+  <img src="_image/banner-shandianshuo.png" alt="FlashSpeak" width="600"/>
 </a>
 </div>
 
@@ -143,6 +151,17 @@ After communication, the author indicated no concerns about server pressure, but
 - **Can't Write Regex?** README now includes AI prompt guide - just tell ChatGPT/Claude/DeepSeek what you want to match
 
 
+### 2025/12/30 - mcp-v2.0.0
+
+- **Architecture Refactoring**: Removed TXT support, unified to SQLite database
+- **RSS Query**: Added `get_latest_rss`, `search_rss`, `get_rss_feeds_status`
+- **Unified Search**: `search_news` supports `include_rss` parameter to search both trending and RSS
+
+
+<details>
+<summary>👉 Click to expand: <strong>Historical Updates</strong></summary>
+
+
 ### 2026/01/01 - v4.6.0
 
 - **Fix RSS HTML Display**: Merged RSS content into trending HTML page, grouped by source
@@ -157,17 +176,6 @@ After communication, the author indicated no concerns about server pressure, but
 - **Config Structure Refactoring**: `config.yaml` reorganized into 7 logical groups (app, report, notification, storage, platforms, rss, advanced) with clearer config paths
 
 
-### 2025/12/30 - mcp-v2.0.0
-
-- **Architecture Refactoring**: Removed TXT support, unified to SQLite database
-- **RSS Query**: Added `get_latest_rss`, `search_rss`, `get_rss_feeds_status`
-- **Unified Search**: `search_news` supports `include_rss` parameter to search both trending and RSS
-
-
-<details>
-<summary>👉 Click to expand: <strong>Historical Updates</strong></summary>
-
-
 ### 2025/12/26 - mcp-v1.2.0
 
   **MCP Module Update - Optimized toolset, added aggregation & comparison features, merged redundant tools:**
@@ -701,19 +709,9 @@ Default monitoring of 11 mainstream platforms, with support for adding custom pl
 
 Supports RSS/Atom feed crawling, keyword-based grouping and statistics (consistent with trending format):
 
-- 📰 **Unified Format**: RSS and trending use the same keyword matching and display format
-- ⚙️ **Simple Config**: Add RSS sources directly in `config.yaml`
-- 🔄 **Merged Push**: Trending and RSS are merged into a single notification
-
-```yaml
-# config/config.yaml example
-rss:
-  enabled: true
-  feeds:
-    - id: "hacker-news"
-      name: "Hacker News"
-      url: "https://hnrss.org/frontpage"
-```
+- **Unified Format**: RSS and trending use the same keyword matching and display format
+- **Simple Config**: Add RSS sources directly in `config.yaml`
+- **Merged Push**: Trending and RSS are merged into a single notification
 
 > 💡 RSS uses the same `frequency_words.txt` for keyword filtering as trending
 
@@ -728,9 +726,9 @@ rss:
 | **Incremental Monitor** (incremental) | Traders/Investors | Push only new content, zero duplication |
 
 > 💡 **Quick Selection Guide:**
-> - 🔄 Don't want duplicate news → Use `incremental`
-> - 📊 Want complete ranking trends → Use `current`
-> - 📝 Need daily summary reports → Use `daily`
+> - Don't want duplicate news → Use `incremental`
+> - Want complete ranking trends → Use `current`
+> - Need daily summary reports → Use `daily`
 >
 > For detailed comparison and configuration, see [Configuration Guide - Push Mode Details](#3-push-mode-details)
 
@@ -748,22 +746,6 @@ rss:
 
 Set personal keywords (e.g., AI, BYD, Education Policy) to receive only relevant trending news, filtering out noise.
 
-**Basic Syntax** (7 types):
-- Normal words: Basic matching
-- Required words `+`: Narrow scope
-- Filter words `!`: Exclude noise
-- Count limit `@`: Control display count (v3.2.0 new)
-- Global filter `[GLOBAL_FILTER]`: Globally exclude specified content (v3.5.0 new)
-- Regex `/pattern/`: Precise pattern matching (v4.7.0 new)
-- Display name `=> alias`: Custom display text (v4.7.0 new)
-
-**Advanced Features** (v3.2.0 new):
-- 🔢 **Keyword Sorting Control**: Sort by popularity or config order
-- 📊 **Display Count Limit**: Global config + individual override for flexible control
-
-**Group-based Management**:
-- Separate with blank lines, independent statistics for different topics
-
 > 💡 **Basic Configuration**: [Keyword Configuration - Basic Syntax](#keyword-basic-syntax)
 >
 > 💡 **Advanced Configuration**: [Keyword Configuration - Advanced Settings](#keyword-advanced-settings)
@@ -785,45 +767,22 @@ Real-time tracking of news popularity changes helps you understand not just "wha
 
 ### **Personalized Trending Algorithm**
 
-No longer controlled by platform algorithms, TrendRadar reorganizes all trending searches:
-
-- **Prioritize High-Ranking News** (60%): Top-ranked news from each platform appears first
-- **Focus on Persistent Topics** (30%): Repeatedly appearing news is more important
-- **Consider Ranking Quality** (10%): Not just frequent, but consistently top-ranked
+No longer controlled by platform algorithms, TrendRadar reorganizes all trending searches
 
 > 💡 Weight adjustment guide: [Configuration Guide - Advanced Configuration](#4-advanced-configuration---hotspot-weight-adjustment)
 
-### **Multi-Channel Real-Time Push**
+### **Multi-Channel Multi-Account Push**
 
 Supports **WeWork** (+ WeChat push solution), **Feishu**, **DingTalk**, **Telegram**, **Email**, **ntfy**, **Bark**, **Slack** — messages delivered directly to phone and email.
 
-**📌 Multi-Account Push Notes (v3.5.0 New Feature):**
-
-- ✅ **Multi-Account Configuration Support**: All push channels (Feishu, DingTalk, WeWork, Telegram, ntfy, Bark, Slack) support configuring multiple accounts
-- ✅ **Configuration Method**: Use English semicolon `;` to separate multiple account values
-- ✅ **Example**: Set `FEISHU_WEBHOOK_URL` Secret value to `https://webhook1;https://webhook2`
-- ⚠️ **Paired Configuration**: Telegram and ntfy require paired parameter quantities to match (e.g., token and chat_id both have 2 values)
-- ⚠️ **Quantity Limit**: Default maximum 3 accounts per channel, exceeded values will be truncated
+> 💡 For detailed configuration, see [Configuration Guide - Multi-Account Push Configuration](#10-multiple-account-push-configuration)
 
 ### **Flexible Storage Architecture (v4.0.0 Major Update)**
 
 **Multi-Backend Support**:
-- ☁️ **Remote Cloud Storage**: GitHub Actions environment default, supports S3-compatible protocols (R2/OSS/COS, etc.), data stored in cloud, keeping repository clean
-- 💾 **Local SQLite**: Traditional SQLite database, stable and efficient (Docker/local deployment)
-- 🔀 **Auto Selection**: Auto-selects appropriate backend based on runtime environment
-
-**Data Format Hierarchy**:
-
-| Format | Role | Description |
-|--------|------|-------------|
-| **SQLite** | Primary storage | Complete data with statistics information |
-| **TXT** | Human-readable backup | Optional text records for manual viewing |
-| **HTML** | Web report | Beautiful visual report (GitHub Pages) |
-
-**Data Management Features**:
-- Auto data cleanup (configurable retention period)
-- Timezone support (configurable IANA time zone)
-- Cloud/local seamless switching
+- **Remote Cloud Storage**: GitHub Actions environment default, supports S3-compatible protocols (R2/OSS/COS, etc.), data stored in cloud, keeping repository clean
+- **Local SQLite**: Traditional SQLite database, stable and efficient (Docker/local deployment)
+- **Auto Selection**: Auto-selects appropriate backend based on runtime environment
 
 > 💡 For storage configuration details, see [Configuration Details - Storage Configuration](#11-storage-configuration-v400-new)
 
@@ -837,16 +796,8 @@ Supports **WeWork** (+ WeChat push solution), **Feishu**, **DingTalk**, **Telegr
 
 AI conversational analysis system based on MCP (Model Context Protocol), enabling deep data mining with natural language.
 
-- **Conversational Query**: Ask in natural language, like "Query yesterday's Zhihu trending" or "Analyze recent Bitcoin popularity trends"
-- **17 Analysis Tools**: Basic query, smart search, trend analysis, data insights, sentiment analysis, RSS query, etc.
-- **Multi-Client Support**: Cherry Studio (GUI config), Claude Desktop, Cursor, Cline, etc.
-- **Deep Analysis Capabilities**:
-  - Topic trend tracking (popularity changes, lifecycle, viral detection, trend prediction)
-  - Cross-platform data comparison (activity stats, keyword co-occurrence)
-  - Smart summary generation, similar news finding, historical correlation search
-
 > **💡 Usage Tip**: AI features require local news data support
-> - Project includes **December 21-27** test data for immediate experience
+> - Project includes test data for immediate feature experience
 > - Recommend deploying the project yourself to get more real-time data
 >
 > See [AI Analysis](#-ai-analysis) for details
@@ -917,14 +868,6 @@ Transform from "algorithm recommendation captivity" to "actively getting the inf
    - **DO NOT Create Custom Names**: The Secret Name must **strictly use** the names listed below (e.g., `WEWORK_WEBHOOK_URL`, `FEISHU_WEBHOOK_URL`, etc.). Do not modify or create new names arbitrarily, or the system will not recognize them
    - **Can Configure Multiple Platforms**: The system will send notifications to all configured platforms
 
-   **📌 Multi-Account Push Notes (v3.5.0 New Feature):**
-
-   - ✅ **Multi-Account Configuration Support**: All push channels (Feishu, DingTalk, WeWork, Telegram, ntfy, Bark, Slack) support configuring multiple accounts
-   - ✅ **Configuration Method**: Use English semicolon `;` to separate multiple account values
-   - ✅ **Example**: Set `FEISHU_WEBHOOK_URL` Secret value to `https://webhook1;https://webhook2`
-   - ⚠️ **Paired Configuration**: Telegram and ntfy require paired parameter quantities to match (e.g., token and chat_id both have 2 values)
-   - ⚠️ **Quantity Limit**: Default maximum 3 accounts per channel, exceeded values will be truncated
-
    **Configuration Example:**
 
    <img src="_image/secrets.png" alt="GitHub Secrets Configuration Example"/>
@@ -2914,6 +2857,24 @@ Cron is a time-based job scheduler format, consisting of 5 parts: `minute hour d
 >   - **Docker Users** → Use [`.env` file configuration](#6-docker-deployment) (`.env` is in `.gitignore` and won't be committed)
 > - **Local Development Users**: Can configure in `config.yaml` (ensure it won't be pushed to public repositories)
 
+#### Multi-Account Push Notes (v3.5.0 New Feature)
+
+- **Multi-Account Configuration Support**: All push channels (Feishu, DingTalk, WeWork, Telegram, ntfy, Bark, Slack) support configuring multiple accounts
+- **Configuration Method**: Use English semicolon `;` to separate multiple account values
+- **Example**: Set `FEISHU_WEBHOOK_URL` Secret value to `https://webhook1;https://webhook2`
+- **Paired Configuration**: Telegram and ntfy require paired parameter quantities to match (e.g., token and chat_id both have 2 values)
+- **Quantity Limit**: Default maximum 3 accounts per channel, exceeded values will be truncated
+
+**Multi-Account Configuration Examples**:
+
+| Name | Secret (Value) Example |
+|------|------------------------|
+| `FEISHU_WEBHOOK_URL` | `https://webhook1;https://webhook2;https://webhook3` |
+| `TELEGRAM_BOT_TOKEN` | `token1;token2` |
+| `TELEGRAM_CHAT_ID` | `chatid1;chatid2` |
+| `NTFY_TOPIC` | `topic1;topic2` |
+| `NTFY_TOKEN` | `;token2` (leave empty for first if no token needed) |
+
 #### Supported Channels
 
 | Channel | Configuration Item | Pairing Required | Description |
@@ -3380,16 +3341,10 @@ Cherry Studio provides GUI config interface, 5-minute quick deployment, complex
 
 **Question Effect**:
 
-<details>
-<summary>👉 Click to expand: <strong>View AI Conversation Example</strong></summary>
-<br>
-
 > 💡 **Tip**: Actually not recommended to ask multiple questions at once. If your chosen AI model cannot even sequentially call as shown below, suggest switching models.
 
 <img src="/_image/ai2.png" alt="MCP usage effect" width="600">
 
-</details>
-
 <br>
 
 ## 🔌 MCP Clients
@@ -3817,57 +3772,6 @@ Any client supporting Model Context Protocol can connect to TrendRadar:
 - https://github.com/sansan0/bilibili-comment-analyzer
 
 
-### Project Workflow Diagram
-
-```mermaid
-flowchart TD
-    A[👤 User Start] --> B{🚀 Choose Deployment}
-
-    B -->|Cloud Deployment| C1[🍴 Fork to GitHub]
-    B -->|Local Deployment| C2[🐳 Docker Deploy]
-
-    C1 --> D[⚙️ Configure Notification<br/>Multiple channels supported]
-    C2 --> D
-
-    D --> E[Choose method:<br/>📱WeWork 💬Feishu 🔔DingTalk<br/>📟Telegram 📧Email]
-
-    E --> F[🔑 Fill notification params<br/>GitHub Secrets or Env Vars]
-
-    F --> G[📝 Configure keywords<br/>config/frequency_words.txt<br/>Normal/Required+/Filter!]
-
-    G --> H[🎯 Choose mode<br/>config/config.yaml]
-
-    H --> H1[📋 daily - Daily summary<br/>Scheduled push all matches]
-    H --> H2[📰 current - Current rankings<br/>Scheduled push latest]
-    H --> H3[📈 incremental - Incremental<br/>Push only new content]
-
-    H1 --> I[Optional: Push time window<br/>⏰ Limit push time range]
-    H2 --> I
-    H3 --> I
-
-    I --> J[✅ Config Complete]
-
-    J --> K[🤖 Auto Run]
-
-    K --> L[🕷️ Crawl 11+ platforms]
-    L --> M[🔍 Keyword filtering]
-    M --> N[⚖️ Weight sorting<br/>Rank 60% + Freq 30% + Hot 10%]
-    N --> O[📊 Generate reports<br/>HTML + Push messages]
-    O --> P[📱 Multi-channel push]
-
-    P --> Q[🎉 Receive precise push<br/>Say goodbye to info overload]
-
-    style A fill:#e3f2fd
-    style B fill:#f3e5f5
-    style D fill:#fff3e0
-    style F fill:#fff9c4
-    style G fill:#e8f5e9
-    style H fill:#e0f2f1
-    style I fill:#fce4ec
-    style O fill:#e1bee7
-    style Q fill:#c8e6c9
-```
-
 [![Star History Chart](https://api.star-history.com/svg?repos=sansan0/TrendRadar&type=Date)](https://www.star-history.com/#sansan0/TrendRadar&Date)
 
 <br>

README.md

@@ -4,7 +4,7 @@
   <img src="/_image/banner.webp" alt="TrendRadar Banner" width="80%">
 </a>
 
-🚀 最快<strong>30秒</strong>部署的热点助手 —— 告别无效刷屏，只看真正关心的新闻资讯
+最快<strong>30秒</strong>部署的热点助手 —— 告别无效刷屏，只看真正关心的新闻资讯
 
 <a href="https://trendshift.io/repositories/14726" target="_blank"><img src="https://trendshift.io/api/badge/repositories/14726" alt="sansan0%2FTrendRadar | Trendshift" style="width: 250px; height: 55px;" width="250" height="55"/></a>
 
@@ -43,16 +43,24 @@
 
 > 本项目以轻量，易部署为目标
 
+<br>
+
 ## 📑 快速导航
 
+> 💡 **点击下方链接**可快速跳转到对应章节。部署推荐从「**快速开始**」入手，需要详细自定义请看「**配置详解**」
+
 <div align="center">
 
-| [🚀 快速开始](#-快速开始) | [🤖 AI 智能分析](#-ai-智能分析) | [⚙️ 配置详解](#配置详解) | [📝 更新日志](#-更新日志) | [❓ 答疑与交流](#问题答疑与交流) |
-|:---:|:---:|:---:|:---:|:---:|
-| [🐳 Docker部署](#6-docker-部署) | [🔌 MCP客户端](#-mcp-客户端) | [📚 项目相关](#-项目相关) | | |
+|   |   |   |
+|:---:|:---:|:---:|
+| [🚀 **快速开始**](#-快速开始) | [AI 智能分析](#-ai-智能分析) | [⚙️ **配置详解**](#配置详解) |
+| [Docker部署](#6-docker-部署) | [MCP客户端](#-mcp-客户端) | [项目相关](#-项目相关) |
+| | [❓ **答疑与交流**](#问题答疑与交流) | |
 
 </div>
 
+<br>
+
 - 感谢**耐心反馈 bug** 的贡献者，你们的每一条反馈让项目更加完善😉;  
 - 感谢**为项目点 star** 的观众们，**fork** 你所欲也，**star** 我所欲也，两者得兼😍是对开源精神最好的支持; 
 - 感谢**关注[公众号](#问题答疑与交流)** 的读者们，你们的留言、点赞、分享和推荐等积极互动让内容更有温度😎。 
@@ -173,7 +181,7 @@
 
 [![Mac下载](https://img.shields.io/badge/Mac-免费下载-FF6B6B?style=for-the-badge&logo=apple&logoColor=white)](https://shandianshuo.cn) [![Windows下载](https://img.shields.io/badge/Windows-免费下载-FF6B6B?style=for-the-badge&logo=lightning&logoColor=white)](https://shandianshuo.cn)
 <a href="https://shandianshuo.cn" target="_blank">
-  <img src="_image/banner-shandianshuo.png" alt="闪电说" width="700"/>
+  <img src="_image/banner-shandianshuo.png" alt="闪电说" width="600"/>
 </a>
 </div>
 
@@ -192,6 +200,17 @@
 - **不会写正则？** README 新增 AI 生成正则的引导，告诉 ChatGPT/Claude/DeepSeek 你想匹配什么，让 AI 帮你写
 
 
+### 2025/12/30 - mcp-v2.0.0
+
+- **架构调整**：移除 TXT 支持，统一使用 SQLite 数据库
+- **RSS 查询**：新增 `get_latest_rss`、`search_rss`、`get_rss_feeds_status`
+- **统一搜索**：`search_news` 支持 `include_rss` 参数同时搜索热榜和 RSS
+
+
+<details>
+<summary>👉 点击展开：<strong>历史更新</strong></summary>
+
+
 ### 2026/01/01 - v4.6.0
 
 - **修复 RSS HTML 显示**：将 RSS 内容合并到热榜 HTML 页面，按源分组显示
@@ -206,17 +225,6 @@
 - **配置结构重构**：`config.yaml` 重新组织为 7 个逻辑分组（app、report、notification、storage、platforms、rss、advanced），配置路径更清晰
 
 
-### 2025/12/30 - mcp-v2.0.0
-
-- **架构调整**：移除 TXT 支持，统一使用 SQLite 数据库
-- **RSS 查询**：新增 `get_latest_rss`、`search_rss`、`get_rss_feeds_status`
-- **统一搜索**：`search_news` 支持 `include_rss` 参数同时搜索热榜和 RSS
-
-
-<details>
-<summary>👉 点击展开：<strong>历史更新</strong></summary>
-
-
 ### 2025/12/26 - mcp-v1.2.0
 
   **MCP 模块更新 - 优化工具集，新增聚合对比功能，合并冗余工具:**
@@ -738,19 +746,9 @@ frequency_words.txt 文件增加了一个【必须词】功能，使用 + 号
 
 支持 RSS/Atom 订阅源抓取，按关键词分组统计（与热榜格式一致）：
 
-- 📰 **统一格式**：RSS 与热榜使用相同的关键词匹配和显示格式
-- ⚙️ **简单配置**：直接在 `config.yaml` 中添加 RSS 源
-- 🔄 **合并推送**：热榜和 RSS 合并为一条消息推送
-
-```yaml
-# config/config.yaml 示例
-rss:
-  enabled: true
-  feeds:
-    - id: "hacker-news"
-      name: "Hacker News"
-      url: "https://hnrss.org/frontpage"
-```
+- **统一格式**：RSS 与热榜使用相同的关键词匹配和显示格式
+- **简单配置**：直接在 `config.yaml` 中添加 RSS 源
+- **合并推送**：热榜和 RSS 合并为一条消息推送
 
 > 💡 RSS 使用与热榜相同的 `frequency_words.txt` 进行关键词过滤
 
@@ -765,9 +763,9 @@ rss:
 | **增量监控** (incremental) | 投资者/交易员 | 仅推送新增内容，零重复 |
 
 > 💡 **快速选择指南：**
-> - 🔄 不想看到重复新闻 → 用 `incremental`（增量监控）
-> - 📊 想看完整榜单趋势 → 用 `current`（当前榜单）
-> - 📝 需要每日汇总报告 → 用 `daily`（当日汇总）
+> - 不想看到重复新闻 → 用 `incremental`（增量监控）
+> - 想看完整榜单趋势 → 用 `current`（当前榜单）
+> - 需要每日汇总报告 → 用 `daily`（当日汇总）
 >
 > 详细对比和配置教程见 [配置详解 - 推送模式详解](#3-推送模式详解)
 
@@ -785,22 +783,6 @@ rss:
 
 设置个人关键词（如：AI、比亚迪、教育政策），只推送相关热点，过滤无关信息
 
-**基础语法**（7种）：
-- 普通词：基础匹配
-- 必须词 `+`：限定范围
-- 过滤词 `!`：排除干扰
-- 数量限制 `@`：控制显示数量（v3.2.0 新增）
-- 全局过滤 `[GLOBAL_FILTER]`：全局排除指定内容（v3.5.0 新增）
-- 正则表达式 `/pattern/`：精确匹配模式（v4.7.0 新增）
-- 显示名称 `=> 备注`：自定义显示文本（v4.7.0 新增）
-
-**高级功能**（v3.2.0 新增）：
-- 🔢 **关键词排序控制**：按热度优先 or 配置顺序优先
-- 📊 **显示数量精准限制**：全局配置 + 单独配置，灵活控制推送长度
-
-**词组化管理**：
-- 空行分隔，独立统计不同主题热点
-
 > 💡 **基础配置教程**：[关键词配置 - 基础语法](#关键词基础语法)
 >
 > 💡 **高级配置教程**：[关键词配置 - 高级配置](#关键词高级配置)
@@ -821,45 +803,24 @@ rss:
 
 ### **个性化热点算法**
 
-不再被各个平台的算法牵着走，TrendRadar 会重新整理全网热搜：
+不再被各个平台的算法牵着走，TrendRadar 会重新整理全网热搜
 
-- **看重排名高的新闻**（占60%）：各平台前几名的新闻优先显示
-- **关注持续出现的话题**（占30%）：反复出现的新闻更重要
-- **考虑排名质量**（占10%）：不仅多次出现，还经常排在前列
+> 💡 三个比例可以调整，详见 [配置详解 - 热点权重调整](#4-热点权重调整)
 
-> 💡 这三个比例可以调整，详见 [配置详解 - 热点权重调整](#4-热点权重调整)
-
-### **多渠道实时推送**
+### **多渠道多账号推送**
 
 支持**企业微信**(+ 微信推送方案)、**飞书**、**钉钉**、**Telegram**、**邮件**、**ntfy**、**Bark**、**Slack**，消息直达手机和邮箱
 
-**📌 多账号推送说明（v3.5.0 新增）：**
-
-- ✅ **支持多账号配置**：所有推送渠道（飞书、钉钉、企业微信、Telegram、ntfy、Bark、Slack）均支持配置多个账号
-- ✅ **配置方式**：使用英文分号 `;` 分隔多个账号值
-- ✅ **示例**：`FEISHU_WEBHOOK_URL` 的 Secret 值填写 `https://webhook1;https://webhook2`
-- ⚠️ **配对配置**：Telegram 和 ntfy 需要保证配对参数数量一致（如 token 和 chat_id 都是 2 个）
-- ⚠️ **数量限制**：默认每个渠道最多 3 个账号，超出会被截断
+> 💡 详细配置教程见 [配置详解 - 多账号推送配置](#10-多账号推送配置)
 
 ### **灵活存储架构**（v4.0.0 重大更新）
 
 **多存储后端支持**：
-- ☁️ **远程云存储**：GitHub Actions 环境默认，支持 S3 兼容协议（R2/OSS/COS 等），数据存储在云端，不污染仓库
-- 💾 **本地 SQLite 数据库**：Docker/本地环境默认，数据完全可控
-- 🔄 **自动后端选择**：根据运行环境智能切换存储方式
+- **远程云存储**：GitHub Actions 环境默认，支持 S3 兼容协议（R2/OSS/COS 等），数据存储在云端，不污染仓库
+- **本地 SQLite 数据库**：Docker/本地环境默认，数据完全可控
+- **自动后端选择**：根据运行环境智能切换存储方式
 
-**数据格式**：
-| 格式 | 用途 | 说明 |
-|------|------|------|
-| **SQLite** | 主存储 | 单文件数据库，查询快速，支持 MCP AI 分析 |
-| **TXT** | 可选快照 | 可读文本格式，方便直接查看 |
-| **HTML** | 报告展示 | 精美可视化页面，PC/移动端适配 |
-
-**数据管理**：
-- ✅ 自动清理过期数据（可配置保留天数）
-- ✅ 时区配置支持（全球时区）
-
-> 💡 详细说明见 [配置详解 - 存储配置](#9-存储配置)
+> 💡 详细说明见 [配置详解 - 存储配置](#11-存储配置)
 
 ### **多端部署**
 - **GitHub Actions**：定时自动爬取 + 远程云存储（需签到续期）
@@ -871,16 +832,8 @@ rss:
 
 基于 MCP (Model Context Protocol) 协议的 AI 对话分析系统，让你用自然语言深度挖掘新闻数据
 
-- **对话式查询**：用自然语言提问，如"查询昨天知乎的热点"、"分析比特币最近的热度趋势"
-- **17 种分析工具**：涵盖基础查询、智能检索、趋势分析、数据洞察、情感分析、RSS 查询等
-- **多客户端支持**：Cherry Studio（GUI 配置）、Claude Desktop、Cursor、Cline 等
-- **深度分析能力**：
-  - 话题趋势追踪（热度变化、生命周期、爆火检测、趋势预测）
-  - 跨平台数据对比（活跃度统计、关键词共现）
-  - 智能摘要生成、相似新闻查找、历史关联检索
-
 > **💡 使用提示**：AI 功能需要本地新闻数据支持
-> - 项目自带 **11月1-15日** 测试数据，可立即体验
+> - 项目自带测试数据，可立即体验功能
 > - 建议自行部署运行项目，获取更实时的数据
 >
 > 详见 [AI 智能分析](#-ai-智能分析)
@@ -951,24 +904,6 @@ GitHub 一键 Fork 即可使用，无需编程基础。
    - **严禁自创名称**：Secret 的 Name（名称）必须**严格使用**下方列出的名称（如 `WEWORK_WEBHOOK_URL`、`FEISHU_WEBHOOK_URL` 等），不能自己随意修改或创造新名称，否则系统无法识别
    - **可以同时配置多个平台**：系统会向所有配置的平台发送通知
 
-   **📌 多账号推送说明（v3.5.0 新增）：**
-
-   - **支持多账号配置**：所有推送渠道（飞书、钉钉、企业微信、Telegram、ntfy、Bark、Slack）均支持配置多个账号
-   - **配置方式**：使用英文分号 `;` 分隔多个账号值
-   - **示例**：`FEISHU_WEBHOOK_URL` 的 Secret 值填写 `https://webhook1;https://webhook2`
-   - **配对配置**：Telegram 和 ntfy 需要保证配对参数数量一致（如 token 和 chat_id 都是 2 个）
-   - **数量限制**：默认每个渠道最多 3 个账号，超出部分被截断
-
-   **多账号配置示例**：
-
-   | Name（名称） | Secret（值）示例 |
-   |-------------|-----------------|
-   | `FEISHU_WEBHOOK_URL` | `https://webhook1;https://webhook2;https://webhook3` |
-   | `TELEGRAM_BOT_TOKEN` | `token1;token2` |
-   | `TELEGRAM_CHAT_ID` | `chatid1;chatid2` |
-   | `NTFY_TOPIC` | `topic1;topic2` |
-   | `NTFY_TOKEN` | `;token2`（第一个无 token 时留空占位） |
-
    **配置示例：**
 
    <img src="_image/secrets.png" alt="GitHub Secrets 配置示例"/>
@@ -2950,6 +2885,24 @@ Cron 是一种定时任务格式，由 5 个部分组成：`分 时 日 月 周`
 >   - **Docker 用户** → 使用 [`.env` 文件配置](#6-docker-部署)（`.env` 已在 `.gitignore` 中，不会被提交）
 > - **本地开发用户**：可以在 `config.yaml` 中配置（确保不会 push 到公开仓库）
 
+#### 多账号推送说明（v3.5.0 新增）
+
+- **支持多账号配置**：所有推送渠道（飞书、钉钉、企业微信、Telegram、ntfy、Bark、Slack）均支持配置多个账号
+- **配置方式**：使用英文分号 `;` 分隔多个账号值
+- **示例**：`FEISHU_WEBHOOK_URL` 的 Secret 值填写 `https://webhook1;https://webhook2`
+- **配对配置**：Telegram 和 ntfy 需要保证配对参数数量一致（如 token 和 chat_id 都是 2 个）
+- **数量限制**：默认每个渠道最多 3 个账号，超出部分被截断
+
+**多账号配置示例**：
+
+| Name（名称） | Secret（值）示例 |
+|-------------|-----------------|
+| `FEISHU_WEBHOOK_URL` | `https://webhook1;https://webhook2;https://webhook3` |
+| `TELEGRAM_BOT_TOKEN` | `token1;token2` |
+| `TELEGRAM_CHAT_ID` | `chatid1;chatid2` |
+| `NTFY_TOPIC` | `topic1;topic2` |
+| `NTFY_TOKEN` | `;token2`（第一个无 token 时留空占位） |
+
 #### 支持的渠道
 
 | 渠道 | 配置项 | 是否需要配对 | 说明 |
@@ -3324,16 +3277,10 @@ Cherry Studio 提供 GUI 配置界面，5 分钟快速部署，复杂的部分
 
 **详细对话教程**：[README-MCP-FAQ.md](README-MCP-FAQ.md)
 
-<details>
-<summary>👉 点击展开：<strong>查看 AI 对话示例图</strong></summary>
-<br>
-
 > 💡 **提示**：实际不建议一次性问多个问题。如果你选择的 AI 模型连下图的按顺序调用都无法做到，建议换一个。
 
 <img src="/_image/ai2.png" alt="mcp 使用效果图" width="600">
 
-</details>
-
 <br>
 
 ## 🔌 MCP 客户端
@@ -3763,57 +3710,6 @@ MCP Inspector 是官方调试工具，用于测试 MCP 连接：
 - https://github.com/sansan0/bilibili-comment-analyzer
 
 
-### 本项目流程图
-
-```mermaid
-flowchart TD
-    A[👤 用户开始] --> B{🚀 选择部署方式}
-    
-    B -->|云端部署| C1[🍴 Fork 项目到 GitHub]
-    B -->|本地部署| C2[🐳 Docker 部署]
-    
-    C1 --> D[⚙️ 配置通知渠道<br/>可同时配置多个]
-    C2 --> D
-    
-    D --> E[选择通知方式：<br/>📱企业微信 💬飞书 🔔钉钉<br/>📟Telegram 📧邮件]
-    
-    E --> F[🔑 填写通知参数<br/>GitHub Secrets 或环境变量]
-    
-    F --> G[📝 配置关键词<br/>config/frequency_words.txt<br/>普通词/必须词+/过滤词!]
-    
-    G --> H[🎯 选择运行模式<br/>config/config.yaml]
-    
-    H --> H1[📋 daily - 当日汇总<br/>定时推送所有匹配新闻]
-    H --> H2[📰 current - 当前榜单<br/>定时推送最新榜单]
-    H --> H3[📈 incremental - 增量监控<br/>仅推送新增内容]
-    
-    H1 --> I[可选：推送时间窗口控制<br/>⏰ 限制推送时间范围]
-    H2 --> I
-    H3 --> I
-    
-    I --> J[✅ 配置完成]
-    
-    J --> K[🤖 系统自动运行]
-    
-    K --> L[🕷️ 爬取11+平台热点]
-    L --> M[🔍 关键词筛选]
-    M --> N[⚖️ 权重算法排序<br/>排名60% + 频次30% + 热度10%]
-    N --> O[📊 生成报告<br/>HTML网页 + 推送消息]
-    O --> P[📱 多渠道推送通知]
-    
-    P --> Q[🎉 持续接收精准推送<br/>告别信息过载]
-    
-    style A fill:#e3f2fd
-    style B fill:#f3e5f5
-    style D fill:#fff3e0
-    style F fill:#fff9c4
-    style G fill:#e8f5e9
-    style H fill:#e0f2f1
-    style I fill:#fce4ec
-    style O fill:#e1bee7
-    style Q fill:#c8e6c9
-```
-
 [![Star History Chart](https://api.star-history.com/svg?repos=sansan0/TrendRadar&type=Date)](https://www.star-history.com/#sansan0/TrendRadar&Date)
 
 <br>