TrendHub

Official19 tools

by Zachary-1012

Agent-native trend intelligence: 21 tools, MCP Resources, evidence contract, explicit truth.

io.github.Zachary-1012/trendhub MCP Server

The MCP server io.github.Zachary-1012/trendhub provides evidence-first trend intelligence across 38 public sources. Its scope includes 19 MCP tools and includes lead benchmarks, as described in the server metadata.

🛠️ Key Features

Evidence-first trend intelligence
38 public sources
19 MCP tools
Lead benchmarks

🚀 Use Cases

Trend analysis based on evidence from public sources
Benchmarking leads against available lead benchmarks

⚡ Developer Benefits

Access to 19 MCP tools for structured interaction
Evidence-centered inputs from 38 public sources
Benchmark data included for lead-related comparisons

⚠️ Limitations

Limited to 38 public sources as stated in the description
Tool coverage is limited to the listed 19 MCP tools

Captured live from the server via tools/list.

list_platforms

列出可查询的全部热点平台（调用名、中文名、分类、数据来源）

Parameters

No parameters.

Raw schema

{
  "type": "object",
  "properties": {},
  "$schema": "http://json-schema.org/draft-07/schema#"
}

list_categories

列出平台分类与内容/模板分类

Parameters

No parameters.

Raw schema

{
  "type": "object",
  "properties": {},
  "$schema": "http://json-schema.org/draft-07/schema#"
}

get_trending

获取当下热点榜单。可按 platform（逗号分隔多个平台调用名）或 category（social/video/news/tech/dev/ai/global）查询；都不传则返回跨平台核心榜单。每次查询会在本地积累快照和有界历史，用于趋势变化、生命周期与 benchmark。

Parameters3

platform	string	optional	平台调用名，多个用逗号分隔，如 weibo,zhihu,bilibili,hackernews
category	string	optional	分类：social/video/news/tech/dev/ai/global
limit	number	optional	每个平台返回条数，默认20

Raw schema

{
  "type": "object",
  "properties": {
    "platform": {
      "description": "平台调用名，多个用逗号分隔，如 weibo,zhihu,bilibili,hackernews",
      "type": "string"
    },
    "category": {
      "description": "分类：social/video/news/tech/dev/ai/global",
      "type": "string"
    },
    "limit": {
      "description": "每个平台返回条数，默认20",
      "type": "number",
      "minimum": 5,
      "maximum": 50
    }
  },
  "$schema": "http://json-schema.org/draft-07/schema#"
}

xhs_hot_topics

小红书热点聚合（主打平台）：一次性返回官方首页『热门推荐流』笔记（含封面/作者/点赞展示值/原文链接）、由热门标题词频派生的高频话题词（非官方热搜词榜）、当前会话模式（游客/登录）。配置环境变量 XHS_COOKIE 后额外返回官方『热搜词榜』。游客零配置即可用热门推荐流。

Parameters3

limit	number	optional	热门笔记条数，默认30，最多40
topic_limit	number	optional	派生话题词数量，默认20
with_hotlist	boolean	optional	登录态下是否同时取官方热搜词榜，默认 true

Raw schema

{
  "type": "object",
  "properties": {
    "limit": {
      "description": "热门笔记条数，默认30，最多40",
      "type": "number",
      "minimum": 5,
      "maximum": 40
    },
    "topic_limit": {
      "description": "派生话题词数量，默认20",
      "type": "number",
      "minimum": 5,
      "maximum": 50
    },
    "with_hotlist": {
      "description": "登录态下是否同时取官方热搜词榜，默认 true",
      "type": "boolean"
    }
  },
  "$schema": "http://json-schema.org/draft-07/schema#"
}

cross_platform_overlap

分析某个关键词/话题当前在多少个平台同时上榜（跨平台共振），给出各平台命中条目、最佳排名与共振分。用于判断一个话题是否具备全网热度。

Parameters2

keyword	string	required	关键词或话题，如 'AI眼镜'、'英伟达'
platforms	string	optional	可选，限定平台调用名，逗号分隔

Raw schema

{
  "type": "object",
  "properties": {
    "keyword": {
      "type": "string",
      "description": "关键词或话题，如 'AI眼镜'、'英伟达'"
    },
    "platforms": {
      "description": "可选，限定平台调用名，逗号分隔",
      "type": "string"
    }
  },
  "required": [
    "keyword"
  ],
  "$schema": "http://json-schema.org/draft-07/schema#"
}

discover_trending_topics

无需关键词，自动聚类发现当前在多个平台共振的话题（基于标题相似度，结果需大模型复核归纳）。

Parameters2

min_platforms	number	optional	至少在几个平台出现，默认2
platforms	string	optional	可选，限定平台，逗号分隔

Raw schema

{
  "type": "object",
  "properties": {
    "min_platforms": {
      "description": "至少在几个平台出现，默认2",
      "type": "number",
      "minimum": 2,
      "maximum": 6
    },
    "platforms": {
      "description": "可选，限定平台，逗号分隔",
      "type": "string"
    }
  },
  "$schema": "http://json-schema.org/draft-07/schema#"
}

trend_change_alerts

对比历史快照，输出各平台新晋上榜、排名飙升(≥3位)、掉榜的话题。需要先有两次以上快照（get_trending 会自动积累，或用 take_snapshot）。

Parameters1

platforms

string

optional

可选，限定平台，逗号分隔；默认核心平台

Raw schema

{
  "type": "object",
  "properties": {
    "platforms": {
      "description": "可选，限定平台，逗号分隔；默认核心平台",
      "type": "string"
    }
  },
  "$schema": "http://json-schema.org/draft-07/schema#"
}

take_snapshot

立即对各平台落一次历史快照（也可由系统定时调用以持续监测）。

Parameters1

platforms

string

optional

可选，限定平台，逗号分隔

Raw schema

{
  "type": "object",
  "properties": {
    "platforms": {
      "description": "可选，限定平台，逗号分隔",
      "type": "string"
    }
  },
  "$schema": "http://json-schema.org/draft-07/schema#"
}

source_reliability

量化数据源稳定性：UP/DEGRADED/DOWN/AUTH_REQUIRED/RATE_LIMITED、24h/7d/30d ok/usable rate、P50/P95延迟、连续失败、schema drift 信号与历史深度。默认只读本地观测；refresh=true 时先真实刷新一次指定平台。

Parameters2

platforms	string	optional	平台调用名，逗号分隔；默认核心平台
refresh	boolean	optional	是否先联网刷新一次，默认 false

Raw schema

{
  "type": "object",
  "properties": {
    "platforms": {
      "description": "平台调用名，逗号分隔；默认核心平台",
      "type": "string"
    },
    "refresh": {
      "description": "是否先联网刷新一次，默认 false",
      "type": "boolean"
    }
  },
  "$schema": "http://json-schema.org/draft-07/schema#"
}

keyword_trend_curve

获取关键词在 Google Trends 上的相对热度时间序列（0-100，非绝对搜索量），支持1-5个关键词对比。

Parameters3

keywords	string	required	关键词，多个用逗号分隔，如 'AI眼镜,VR头显'
geo	string	optional	地区代码，US/CN/TW/HK，留空=全球
timeframe	string	optional	如 today 1-m / today 3-m / today 12-m / now 7-d，默认 today 12-m

Raw schema

{
  "type": "object",
  "properties": {
    "keywords": {
      "type": "string",
      "description": "关键词，多个用逗号分隔，如 'AI眼镜,VR头显'"
    },
    "geo": {
      "description": "地区代码，US/CN/TW/HK，留空=全球",
      "type": "string"
    },
    "timeframe": {
      "description": "如 today 1-m / today 3-m / today 12-m / now 7-d，默认 today 12-m",
      "type": "string"
    }
  },
  "required": [
    "keywords"
  ],
  "$schema": "http://json-schema.org/draft-07/schema#"
}

related_queries

获取关键词在 Google Trends 的相关搜索词：top（长期热门）与 rising（近期飙升），用于选题与 SEO/搜索流量。

Parameters2

keyword	string	required
geo	string	optional

Raw schema

{
  "type": "object",
  "properties": {
    "keyword": {
      "type": "string"
    },
    "geo": {
      "type": "string"
    }
  },
  "required": [
    "keyword"
  ],
  "$schema": "http://json-schema.org/draft-07/schema#"
}

future_signals

聚合高质量科技/AI/商业/营销信源的最新文章（未来趋势信号素材），可按分类或关键词过滤。趋势判断由调用方大模型完成。

Parameters3

category	string	optional	信源分类，可用 list_categories 查看；all=全部
keyword	string	optional	按关键词过滤标题/摘要
limit	number	optional

Raw schema

{
  "type": "object",
  "properties": {
    "category": {
      "description": "信源分类，可用 list_categories 查看；all=全部",
      "type": "string"
    },
    "keyword": {
      "description": "按关键词过滤标题/摘要",
      "type": "string"
    },
    "limit": {
      "type": "number",
      "minimum": 5,
      "maximum": 100
    }
  },
  "$schema": "http://json-schema.org/draft-07/schema#"
}

upcoming_events

查询未来 N 天的趋势节点（科技展会/财报季/政策/电商大促/节假日），含距今天数与预热等级，用于提前布局内容。

Parameters2

days_ahead	number	optional	未来天数窗口，默认90
category	string	optional	节点分类，如 tech-event/earnings/ecommerce/holiday-cn/policy

Raw schema

{
  "type": "object",
  "properties": {
    "days_ahead": {
      "description": "未来天数窗口，默认90",
      "type": "number",
      "minimum": 1,
      "maximum": 365
    },
    "category": {
      "description": "节点分类，如 tech-event/earnings/ecommerce/holiday-cn/policy",
      "type": "string"
    }
  },
  "$schema": "http://json-schema.org/draft-07/schema#"
}

analyze_topic

话题深度情报包：一次性聚合跨平台共振、搜索热度曲线与动量、相关词、未来信号、临近节点、规则情感，供大模型做定性/阶段判断/机会风险分析。

Parameters3

keyword	string	required	要分析的话题
geo	string	optional	Google Trends 地区，留空全球
timeframe	string	optional	趋势时间窗，默认 today 3-m

Raw schema

{
  "type": "object",
  "properties": {
    "keyword": {
      "type": "string",
      "description": "要分析的话题"
    },
    "geo": {
      "description": "Google Trends 地区，留空全球",
      "type": "string"
    },
    "timeframe": {
      "description": "趋势时间窗，默认 today 3-m",
      "type": "string"
    }
  },
  "required": [
    "keyword"
  ],
  "$schema": "http://json-schema.org/draft-07/schema#"
}

trend_intelligence

Trend Intelligence Engine：基于本地真实历史计算生命周期(emerging/accelerating/mainstream/saturating/declining)、排名速度、持续性、跨平台扩散、数据源可靠度和置信度。默认先刷新当前核心平台；历史不足会明确返回 insufficient_history。

Parameters3

keyword	string	required	要评估生命周期的关键词/话题
platforms	string	optional	可选平台，逗号分隔；默认核心平台
refresh	boolean	optional	是否先刷新当前数据，默认 true

Raw schema

{
  "type": "object",
  "properties": {
    "keyword": {
      "type": "string",
      "minLength": 1,
      "description": "要评估生命周期的关键词/话题"
    },
    "platforms": {
      "description": "可选平台，逗号分隔；默认核心平台",
      "type": "string"
    },
    "refresh": {
      "description": "是否先刷新当前数据，默认 true",
      "type": "boolean"
    }
  },
  "required": [
    "keyword"
  ],
  "$schema": "http://json-schema.org/draft-07/schema#"
}

benchmark_trend_lead

真实场景 Lead-time Benchmark：把 TrendHub 本地历史的最早命中，与用户提供的外部事实 reference_time 对比，计算是否提前24h/72h发现。reference_time 必须来自官方公告、主流爆发点或团队约定的外部 ground truth，TrendHub 不会自己编造基准时间。

Parameters3

keyword	string	required	Benchmark 话题/关键词
reference_time	string	required	外部 ground-truth ISO-8601 时间，例如 2026-09-20T09:00:00+08:00
platforms	string	optional	可选平台；默认核心平台

Raw schema

{
  "type": "object",
  "properties": {
    "keyword": {
      "type": "string",
      "minLength": 1,
      "description": "Benchmark 话题/关键词"
    },
    "reference_time": {
      "type": "string",
      "description": "外部 ground-truth ISO-8601 时间，例如 2026-09-20T09:00:00+08:00"
    },
    "platforms": {
      "description": "可选平台；默认核心平台",
      "type": "string"
    }
  },
  "required": [
    "keyword",
    "reference_time"
  ],
  "$schema": "http://json-schema.org/draft-07/schema#"
}

list_templates

列出内置专家内容模板（短视频分镜脚本/小红书/微博/公众号/X线程/直播脚本/营销方案/内容日历/新品发布/标题钩子）。

Parameters2

type	string	optional	script=脚本 copy=文案 plan=方案
platform	string	optional	平台，如 douyin/xiaohongshu/weibo/wechat/twitter

Raw schema

{
  "type": "object",
  "properties": {
    "type": {
      "description": "script=脚本 copy=文案 plan=方案",
      "type": "string"
    },
    "platform": {
      "description": "平台，如 douyin/xiaohongshu/weibo/wechat/twitter",
      "type": "string"
    }
  },
  "$schema": "http://json-schema.org/draft-07/schema#"
}

get_template

获取某个模板的完整结构（章节/目的/写作指引/填空位/checklist）。

Parameters1

string

required

模板 id，如 short-video-script / xiaohongshu-note / marketing-plan

Raw schema

{
  "type": "object",
  "properties": {
    "id": {
      "type": "string",
      "description": "模板 id，如 short-video-script / xiaohongshu-note / marketing-plan"
    }
  },
  "required": [
    "id"
  ],
  "$schema": "http://json-schema.org/draft-07/schema#"
}

get_content_brief

专家创作简报：围绕主题聚合真实热点证据、相关搜索词、情感信号、同平台真实爆款样本，并匹配模板，输出逐格填充指引与可直接交给大模型的 productionPrompt。脚本/文案/方案的成稿由调用方大模型完成。

Parameters6

topic	string	required	创作主题/要蹭的热点
template_id	string	optional	模板 id；不传则按 platform 自动匹配
platform	string	optional	目标平台，如 douyin/xiaohongshu/weibo/wechat/twitter/douyin-live；all=通用
goal	string	optional	目标，如涨粉/带货转化/品牌曝光/线索收集
audience	string	optional	目标人群画像
geo	string	optional	搜索趋势地区

Raw schema

{
  "type": "object",
  "properties": {
    "topic": {
      "type": "string",
      "description": "创作主题/要蹭的热点"
    },
    "template_id": {
      "description": "模板 id；不传则按 platform 自动匹配",
      "type": "string"
    },
    "platform": {
      "description": "目标平台，如 douyin/xiaohongshu/weibo/wechat/twitter/douyin-live；all=通用",
      "type": "string"
    },
    "goal": {
      "description": "目标，如 涨粉/带货转化/品牌曝光/线索收集",
      "type": "string"
    },
    "audience": {
      "description": "目标人群画像",
      "type": "string"
    },
    "geo": {
      "description": "搜索趋势地区",
      "type": "string"
    }
  },
  "required": [
    "topic"
  ],
  "$schema": "http://json-schema.org/draft-07/schema#"
}

Install

Tools (19)

list_platformslist_categoriesget_trendingxhs_hot_topicscross_platform_overlapdiscover_trending_topicstrend_change_alertstake_snapshot

Remote endpoint

Streamable HTTP

Hosted server - connect over the network, no local install.

url

https://trendhub-remote-production.up.railway.app/mcp

Add to VS Code Add to Cursor

claude_desktop_config.json

json

{
  "mcpServers": {
    "trendhub": {
      "command": "npx",
      "args": [
        "-y",
        "mcp-remote",
        "https://trendhub-remote-production.up.railway.app/mcp"
      ]
    }
  }
}

Desktop config is stdio-only; this bridges via mcp-remote. Native remote: Settings > Connectors.

io.github.Zachary-1012/trendhub MCP Server

🛠️ Key Features

🚀 Use Cases

⚡ Developer Benefits

⚠️ Limitations

list_platforms

list_categories

get_trending

xhs_hot_topics

cross_platform_overlap

discover_trending_topics

trend_change_alerts

take_snapshot

source_reliability

keyword_trend_curve

related_queries

future_signals

upcoming_events

analyze_topic

trend_intelligence

benchmark_trend_lead

list_templates

get_template

get_content_brief

Install

Remote endpoint

Related servers