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Cloud Service Mapper & Decision Advisor

多云端服务映射与决策顾问:接收工作负载描述、优先级、行业、团队规模等参数,经外部托管 API 分析,返回 AWS、Azure、Google Cloud 的服务映射、置信度、决策因素与迁移建议,并提供服务类别与厂商元数据查询端点。

krishnakumarmahadevan-cmd
krishnakumarmahadevan-cmd
热度 35.14
最近更新 2026-05-11 17:39:39
分类:数据依赖:第三方 API应用场景:报告撰写 / 推荐 / 研究

安装技能

复制下面的话术发给你的 Agent,它会通过 secure-skills 检索并安装该技能。

执行命令安装此 skill: npx secure-skills-cli add toolweb-cloud-service-mapper-decision-advisor
Metadata
name
Multi-Cloud Service Mapper & Decision Advisor
description
AI-powered cloud service mapping and provider recommendation across Azure, AWS, and Google Cloud.

Overview

The Multi-Cloud Service Mapper & Decision Advisor is an intelligent API that analyzes workload requirements and recommends optimal cloud services and providers. Built for organizations evaluating multi-cloud strategies, this tool uses AI to map business needs to Azure, AWS, and Google Cloud offerings—helping teams make data-driven infrastructure decisions.

Key capabilities include workload analysis with custom priorities, service category discovery, and provider metadata retrieval. The API considers team size, industry context, current cloud environment, and business priorities to deliver tailored recommendations. Ideal for cloud architects, DevOps teams, and organizations undergoing cloud migration or multi-cloud transformation initiatives.

Whether you're migrating from on-premises infrastructure, evaluating a second cloud platform, or optimizing service selection across providers, this tool reduces analysis time and ensures alignment with organizational constraints and goals.

Usage

Request: Analyze a microservices workload running on Kubernetes with cost and performance priorities.

{
  "workload_description": "Kubernetes-based microservices platform handling 10,000 requests per second with relational and NoSQL data stores",
  "selected_services": ["container-orchestration", "database", "api-gateway"],
  "current_cloud": "AWS",
  "priorities": ["cost-optimization", "performance", "security"],
  "team_size": "12",
  "industry": "fintech",
  "sessionId": "sess_12345abcde",
  "userId": 1001,
  "timestamp": "2025-01-15T14:30:00Z"
}

Response:

{
  "analysis_id": "analysis_67890xyz",
  "workload_summary": {
    "description": "Kubernetes-based microservices platform handling 10,000 requests per second with relational and NoSQL data stores",
    "services_analyzed": 3,
    "priorities_considered": 3
  },
  "recommendations": [
    {
      "provider": "AWS",
      "primary_services": [
        {
          "service_name": "EKS",
          "category": "container-orchestration",
          "rationale": "Native Kubernetes service with deep AWS integration and cost optimization tools",
          "confidence_score": 0.95
        },
        {
          "service_name": "RDS + DynamoDB",
          "category": "database",
          "rationale": "Relational and NoSQL hybrid approach with managed scaling",
          "confidence_score": 0.92
        }
      ],
      "overall_match_score": 0.94
    },
    {
      "provider": "Google Cloud",
      "primary_services": [
        {
          "service_name": "GKE",
          "category": "container-orchestration",
          "rationale": "Kubernetes-native platform with strong observability",
          "confidence_score": 0.91
        }
      ],
      "overall_match_score": 0.87
    }
  ],
  "decision_factors": {
    "cost_optimization": "AWS and GCP offer sustained-use discounts; GCP has aggressive pricing",
    "performance": "All three providers support low-latency Kubernetes deployments",
    "security": "Fintech compliance (SOC2, ISO27001) supported across all providers"
  },
  "migration_insights": "Migrating from AWS to multi-cloud is low-risk; GCP GKE provides strong alternative"
}

Endpoints

POST /api/cloud-mapper/analyze

Analyze Workload

Generate multi-cloud service mapping and decision analysis for a given workload.

Parameters:

Name Type Required Description
workload_description string Yes Detailed description of the workload, infrastructure, and technical requirements
selected_services array[string] No List of cloud service categories to analyze (e.g., "container-orchestration", "database", "api-gateway")
current_cloud string | null No Current cloud provider if migrating ("AWS", "Azure", "GCP")
priorities array[string] No Business and technical priorities such as "cost-optimization", "performance", "security", "compliance"
team_size string | null No Team size managing the infrastructure (e.g., "5-10", "10-20", "20+")
industry string | null No Industry vertical (e.g., "fintech", "healthcare", "retail", "manufacturing")
sessionId string Yes Unique session identifier for tracking and audit purposes
userId integer | null No User ID for multi-tenant tracking and personalization
timestamp string Yes ISO 8601 timestamp of the request

Response: Returns analysis object containing recommendations from each provider with confidence scores, service mappings, decision factors, and migration insights.


GET /api/cloud-mapper/services

Get Services

Retrieve all supported cloud service categories available for analysis.

Parameters: None

Response: Returns array of service categories (e.g., "compute", "container-orchestration", "database", "storage", "networking", "security", "analytics", "ai-ml", "serverless", "api-gateway").


GET /api/cloud-mapper/providers

Get Providers

Retrieve provider metadata including name, region availability, and supported services.

Parameters: None

Response: Returns array of provider objects containing metadata for AWS, Azure, and Google Cloud (name, logo, regions, supported_services, documentation_url).


GET /

Root

Service health check and API metadata endpoint.

Parameters: None

Response: Returns service status and basic API information.

Pricing

Plan Calls/Day Calls/Month Price
Free 5 50 Free
Developer 20 500 $39/mo
Professional 200 5,000 $99/mo
Enterprise 100,000 1,000,000 $299/mo

About

ToolWeb.in - 200+ security APIs, CISSP & CISM, platforms: Pay-per-run, API Gateway, MCP Server, OpenClaw, RapidAPI, YouTube.

References