Followin MCP

Followin MCP

Enables personalized discovery of crypto news, trending topics, and project insights from the Followin platform with intelligent search, content normalization, and recommendation explanations.

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README

followin-mcp

一个面向 crypto 场景的 Followin MCP 原型，当前重点是：

  • 内容归一化
  • 事件聚类
  • 用户个性化推荐排序
  • 推荐解释与调试

目录结构

  • followin_mcp/ Python 包入口
  • followin_mcp/core/ 核心业务逻辑：adapter、model、normalizer、ranking、service
  • followin_mcp/mcp/ MCP server 入口
  • followin_mcp/demo/ 测试 agent 和 Web demo
  • scripts/debug_recommendation.py 推荐调试脚本
  • scripts/start_dev.sh 本地一键启动脚本
  • web/ 前端静态资源

核心模块

  • followin_mcp/core/adapters.py Followin API 适配层
  • followin_mcp/core/models.py 数据模型
  • followin_mcp/core/normalizer.py 原始内容标准化、实体抽取、事件类型识别
  • followin_mcp/core/clustering.py 事件聚类
  • followin_mcp/core/ranking.py 用户推荐排序与解释
  • followin_mcp/core/digest.py 简报生成
  • followin_mcp/core/service.py 面向 MCP / 应用层的服务入口

运行调试脚本

python3 scripts/debug_recommendation.py

Web Demo

如果你想更直观地测试“随机用户画像 + 多轮对话”，可以启动一个 Web demo：

python3 -m followin_mcp.demo.webapp

或者安装后：

followin-mcp-web

然后打开：

http://127.0.0.1:8000

这个 demo 支持：

  • 随机生成用户画像
  • 为当前画像创建一个 LangChain agent session
  • 在同一个 session 里保留多轮聊天上下文
  • 展示每轮实际发生的一个或多个 tool 调用
  • 展示 tool 参数和返回结果卡片

运行前请确保 .env 中已经配置：

FOLLOWIN_API_KEY=your_api_key
OPENAI_API_KEY=your_openai_api_key

MCP Server

当前已经把以下能力暴露成 MCP tools：

  • get_latest_headlines
  • get_trending_feeds
  • get_project_feed
  • get_project_opinions
  • get_trending_topics
  • search_content

启动方式：

python3 -m followin_mcp.mcp.server

或者安装后使用：

followin-mcp-server

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