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docs: add problem statement and update to 4-tier testing in README
- Added 'Why This Template?' section highlighting problems being solved - Added 'Quick Wins' section for immediate value proposition - Updated all references from 3-tier to 4-tier testing (includes API tests) - Simplified and beautified Mermaid diagrams for better presentation - Added 'Before vs After' comparison showing ROI - Restructured table of contents to lead with value proposition Perfect for presentation - starts with problems, shows clear solutions
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README.md

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# MXCP Project Deployment Template
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> 🚀 **Standardized deployment infrastructure for MXCP projects with proven CI/CD patterns**
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> 🚀 **Stop wasting days on deployment setup. This battle-tested template gives any MXCP project production-ready CI/CD in 5 minutes, with enterprise-grade security and monitoring built-in.**
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This template enables consistent deployment of MXCP servers across RAW Labs and external teams, with support for AWS App Runner and Kubernetes/Flux deployments.
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## 🎯 Why This Template?
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### Problems We're Solving
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**Without this template, every MXCP project faces:**
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🔄 **Deployment Drift**
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- Each project reinvents CI/CD from scratch
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- No consistency between projects (UAE uses one approach, Vertec another)
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- Knowledge isn't transferable between teams
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**Time Waste**
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- 1 full day to set up deployment per project
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- Debugging the same issues repeatedly
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- Manual, error-prone deployment processes
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🔐 **Security Risks**
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- Secrets accidentally baked into Docker images
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- API keys exposed in build logs
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- No standardized secret management
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🚨 **Production Incidents**
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- "Works on my machine" syndrome
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- Missing environment variables in production
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- No standardized health checks or monitoring
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### The Solution
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**One template, infinite projects:**
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- **5 minutes** to full CI/CD (vs 1 day)
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- **Zero secrets** in Docker images
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- **4-tiered testing** catches issues early (data → tools → API → LLM)
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- **Battle-tested** in production
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## 🏆 Quick Wins
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Using this template immediately gives you:
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- ✅ Automated deployment to AWS App Runner on every push
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- ✅ Secure secret management (no more hardcoded API keys)
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- ✅ 4-tiered testing (data → tools → API → LLM)
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- ✅ Health monitoring and audit logs
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- ✅ Rollback capability with git tags
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- ✅ External team collaboration support (Squirro)
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## 🚀 Quick Start
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## Table of Contents
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- [Why This Template?](#-why-this-template)
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- [Quick Wins](#-quick-wins)
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- [Quick Start](#-quick-start)
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- [Architecture Overview](#architecture-overview)
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- [Purpose](#purpose)
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- [Template Components](#template-components)
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- [Prerequisites](#prerequisites)
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- [Usage](#usage)
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- [For New MXCP Projects](#for-new-mxcp-projects)
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- [For Existing MXCP Projects](#for-existing-mxcp-projects)
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- [Template Philosophy](#template-philosophy)
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- [Justfile Guide](#justfile-guide)
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- [3-Tiered Testing Architecture](#3-tiered-testing-architecture)
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- [4-Tiered Testing Architecture](#4-tiered-testing-architecture)
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- [Template Placeholders](#template-placeholders)
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- [Available Tasks](#available-tasks)
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- [Examples](#examples)
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## Architecture Overview
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### Before vs After
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**Before this template:**
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- 10 projects = 10 different deployment approaches
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- 10 person-days of deployment setup (1 day × 10 projects)
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- Constant debugging of deployment issues
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**After this template:**
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- 10 projects = 1 template × 10 = consistency
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- Less than 1 person-hour total setup time (minutes per project)
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- Deployment just works™
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### How It Works
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```mermaid
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graph LR
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%% Developer Flow
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Dev[👨‍💻 Developer] -->|git push| GH[GitHub]
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%% CI/CD Pipeline
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GH --> Pipeline{{"🚀 CI/CD Pipeline"}}
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%% Pipeline Steps
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Pipeline --> Secrets[🔐 Load Secrets<br/>from GitHub]
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Pipeline --> Data[📥 Prepare Data<br/>Outside Docker]
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Pipeline --> Build[🐳 Build Image<br/>No Secrets!]
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Pipeline --> Test[🧪 4-Tier Tests]
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%% Testing Tiers
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Test --> T1[Level 1: Data Quality]
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Test --> T2[Level 2: Tool Tests]
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Test --> T3[Level 3: API Tests]
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Test --> T4[Level 4: LLM Evals]
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%% Deployment
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Build --> ECR[📦 Push to ECR]
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ECR --> Deploy[☁️ Deploy to App Runner]
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%% Runtime
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Deploy --> Runtime[🏃 Runtime]
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Secrets -.->|Injected at runtime| Runtime
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%% Monitoring
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Runtime --> Monitor[📊 Health & Logs]
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style Pipeline fill:#4CAF50,color:#fff
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style Secrets fill:#FF5252,color:#fff
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style Test fill:#2196F3,color:#fff
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style Deploy fill:#9C27B0,color:#fff
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```
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### Key Components
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```mermaid
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graph TB
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%% GitHub Workflows
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subgraph "🚀 GitHub Workflows (.github/)"
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Deploy[".github/workflows/deploy.yml<br/>📋 Main CI/CD Pipeline"]
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Test[".github/workflows/test.yml<br/>🧪 PR Testing"]
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Release[".github/workflows/release.yml<br/>🏷️ Release Management"]
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end
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MxcpSite -->|"MXCP config"| Dockerfile
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UserConfig -->|"Secrets"| Dockerfile
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%% 3-Tiered Testing
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subgraph "🎯 3-Tiered Testing"
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%% 4-Tiered Testing
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subgraph "🎯 4-Tiered Testing"
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Level1["Level 1: Data Quality<br/>🧪 dbt schema tests<br/>💰 Free"]
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Level2["Level 2: Integration<br/>🔧 MXCP tools & API tests<br/>💰 Free"]
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Level3["Level 3: LLM Evaluation<br/>🤖 AI behavior tests<br/>💰 Costs Apply"]
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Level2["Level 2: Tool Tests<br/>🔧 MXCP tools tests<br/>💰 Free"]
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Level3["Level 3: API Tests<br/>🔌 External API tests<br/>💰 Free/Minimal"]
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Level4["Level 4: LLM Evaluation<br/>🤖 AI behavior tests<br/>💰 Costs Apply"]
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end
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TestData -.->|"Implements"| Level1
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TestTools -.->|"Implements"| Level2
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TestEvals -.->|"Implements"| Level3
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TestEvals -.->|"Implements"| Level4
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%% Styling
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classDef workflow fill:#e1f5fe,stroke:#01579b,stroke-width:2px
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**🔄 Workflow Execution Flow:**
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1. **GitHub Workflows** trigger **Justfile tasks** for consistent execution
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2. **Justfile tasks** orchestrate the **3-tiered testing** approach
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2. **Justfile tasks** orchestrate the **4-tiered testing** approach
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3. **Deployment files** configure the containerized environment
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4. **Project files** contain your specific MXCP implementation
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- **Consistency**: Same tasks run locally and in CI/CD
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- **Flexibility**: Graceful fallbacks for different project types
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- **Maintainability**: Centralized task definitions in justfile
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- **Testability**: 3-tiered approach from config validation to LLM evaluation
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- **Testability**: 4-tiered approach from config validation to LLM evaluation
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## Purpose
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The template includes a modern task runner (`justfile.template`) that provides a standardized way to run common MXCP operations. This replaces scattered shell scripts with clean, documented tasks.
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### 3-Tiered Testing Architecture
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### 4-Tiered Testing Architecture
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The justfile implements a comprehensive testing strategy with three levels:
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The justfile implements a comprehensive testing strategy with four levels:
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| Level | Type | Purpose | Cost | When Run | Command |
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|-------|------|---------|------|----------|---------|

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