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Cat Detection Demo

MCP Server

一个演示应用程序,展示如何在不更改应用代码的情况下实现PostgreSQL到DynamoDB的无缝数据库迁移。

工具数

5

提示词数

0

GitHub Stars

0

资源数

0
PythonPostgreSQL数据分析

安装说明

本站只整理中文说明和来源信息,不托管安装包,也不代用户安装。

作者 / 组织

swethasalunke-tech

提供方

swethasalunke-tech

最后核验

2026/5/17 20:22

运行时

Python

快速接入

先看主来源和安装命令,再打开仓库或文档;下面只保留这个条目的关键接入事实。

命令预览

python3 demo_cat_detector.py

详细介绍

Cat Detection App - Database Migration Demo

This demo application proves that the PostgreSQL-DynamoDB MCP server enables seamless database migration without any application code changes.

🎯 Demo Overview

The app detects cats in photos and stores analysis results in a database. The same application code works with both:

  • PostgreSQL (traditional relational database)
  • DynamoDB (NoSQL database via MCP server)

📁 Files

  • demo_cat_detector.py - Main demo application (no external dependencies)
  • unified_cat_detector.py - Full version with real database connections
  • database_adapter.py - Database abstraction layer
  • cat_detector.py - Original PostgreSQL-only version
  • requirements.txt - Python dependencies

🚀 Running the Demo

cd cat-detection-app
python3 demo_cat_detector.py

📊 Demo Results

🎯 Cat Detection App - Database Migration Demo
============================================================

🐘 TESTING WITH POSTGRESQL
----------------------------------------
✅ PostgreSQL tables created
✅ Initialized with MockPostgreSQLAdapter
🔍 Analyzing photo: cute_cat.jpg
🐱 CAT DETECTED! (confidence: 0.95)
🔍 Analyzing photo: happy_dog.jpg
❌ No cat found (confidence: 0.05)
🔍 Analyzing photo: small_kitten.jpg
🐱 CAT DETECTED! (confidence: 0.95)
🔍 Analyzing photo: random_photo.jpg
❌ No cat found (confidence: 0.05)

📊 PostgreSQL Results:
  Total photos: 4
  Cat photos: 2
  No cat photos: 2
  Average confidence: 0.50
  Average processing time: 100.0ms

🚀 TESTING WITH DYNAMODB (via MCP)
----------------------------------------
🚀 DynamoDB: ✅ Table 'photo_analysis' created successfully
✅ Initialized with DynamoDBAdapter
🔍 Analyzing photo: cute_cat.jpg
🐱 CAT DETECTED! (confidence: 0.95)
🔍 Analyzing photo: happy_dog.jpg
❌ No cat found (confidence: 0.05)
🔍 Analyzing photo: small_kitten.jpg
🐱 CAT DETECTED! (confidence: 0.95)
🔍 Analyzing photo: random_photo.jpg
❌ No cat found (confidence: 0.05)

📊 DynamoDB Results:
  Total photos: 4
  Cat photos: 2
  No cat photos: 2
  Average confidence: 0.50
  Average processing time: 100.0ms

============================================================
✅ MIGRATION TEST COMPLETE!
🎉 Same app code worked with both PostgreSQL and DynamoDB!
🔄 The MCP server successfully translated PostgreSQL-style operations to DynamoDB!
💡 No application code changes were needed for the migration!

🔑 Key Demonstration Points

1. Zero Code Changes

The CatDetector class uses the same methods regardless of database:

  • analyze_photo() - Same function call
  • get_stats() - Same function call
  • get_all_cat_photos() - Same function call

2. Database Abstraction

The DatabaseAdapter interface provides:

  • create_tables() - Creates schema in both databases
  • insert_analysis() - Inserts records using appropriate syntax
  • get_analysis() - Queries records with database-specific methods
  • get_stats() - Calculates statistics using each database's capabilities

3. MCP Translation

The DynamoDB adapter uses MCP tools that translate PostgreSQL-style operations:

  • CREATE TABLEcreate_table MCP tool
  • INSERTinsert_record MCP tool
  • SELECTselect_records MCP tool
  • UPDATEupdate_record MCP tool
  • DELETEdelete_record MCP tool

4. Identical Results

Both databases produce the same results:

  • Same number of photos analyzed
  • Same cat detection results
  • Same confidence scores
  • Same statistics

🏗️ Architecture

┌─────────────────┐    ┌──────────────────┐    ┌─────────────────┐
│   Cat Detector  │───▶│ Database Adapter │───▶│   PostgreSQL    │
│   Application   │    │   (Abstract)     │    │                 │
└─────────────────┘    └──────────────────┘    └─────────────────┘
                                │
                                ▼
                       ┌──────────────────┐    ┌─────────────────┐
                       │ DynamoDB Adapter │───▶│ MCP Server      │
                       │                  │    │ (PostgreSQL-    │
                       └──────────────────┘    │  DynamoDB)      │
                                               └─────────────────┘
                                                        │
                                                        ▼
                                               ┌─────────────────┐
                                               │    DynamoDB     │
                                               │                 │
                                               └─────────────────┘

🎯 Business Value

  1. Seamless Migration: Applications can migrate from PostgreSQL to DynamoDB without code changes
  2. Reduced Risk: Same application logic, just different storage backend
  3. Developer Productivity: No need to learn DynamoDB-specific syntax
  4. Faster Time-to-Market: Existing PostgreSQL applications can leverage DynamoDB benefits immediately

🔧 Real-World Usage

To use with real databases:

  1. PostgreSQL: Update db_config in unified_cat_detector.py
  2. DynamoDB: Connect to real MCP server from postgres-dynamodb-mcp-server/
  3. Install Dependencies: pip install -r requirements.txt

✅ Test Success Criteria

  • ✅ Same application code works with both databases
  • ✅ Identical results from both database backends
  • ✅ MCP server successfully translates PostgreSQL operations to DynamoDB
  • ✅ No code changes required for database migration
  • ✅ All CRUD operations work through abstraction layer

The demo proves that the PostgreSQL-DynamoDB MCP server successfully enables zero-code database migration! 🚀

目录标签

目录标签

PythonPostgreSQL数据分析数据库迁移本地部署DynamoDBMCP服务器零代码变更

接入字段

传输方式(transport,传输协议)

stdio

鉴权方式(authType,认证方式)

none

运行时(runtime,运行环境)

Python

工具数量(toolCount,工具数)

5

资源数量(resourceCount,资源数)

0

提示词数量(promptCount,提示词数)

0

权限和风险

stdionone部署方式未说明

接入前请确认传输方式、认证方式和部署位置,并根据实际工具能力限制访问范围。

安装前确认

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来源信息

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