Generierung eines vollständigen Datenbankschemas für SQL-Datenbanken mit Claude Multi-Agent-System

• •PostgreSQL-Datenbankverbindungsdaten
• •Anthropic API Key

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        "model": {
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          "mode": "list",
          "value": "claude-sonnet-4-5-20250929",
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      "name": "Agent 1: Datenbankarchitekt",
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      "position": [
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      ],
      "parameters": {
        "text": "=Database Requirements:\n- What they're building: {{ $json.form_data['What are you building?'] }}\n- Database Technology: {{ $json.form_data['Database Technology'] }}\n- Industry: {{ $json.form_data['Industry/Niche'] }}\n- Data to track: {{ $json.form_data['What data do you need to track?'] }}\n- Team size: {{ $json.form_data['Team Size'] }}\n- Expected scale: {{ $json.form_data['Expected Scale'] }}\n- Key workflows: {{ $json.form_data['Key Workflows'] }}\n- Integrations: {{ $json.form_data['Any integrations needed?'] }}\n- Special requirements: {{ $json.form_data['Special Requirements'] }}\n\n{{ $json.previous_feedback ? '⚠️ PREVIOUS DESIGN HAD ISSUES - ITERATION ' + ($json.iteration_count + 1) + '/3:\\n\\nPrevious Feedback:\\n' + $json.previous_feedback + '\\n\\nPlease redesign the schema addressing ALL the concerns mentioned above. Focus especially on CRITICAL and HIGH priority items.\\n\\n' : '' }}\n\nPlease design a complete {{ $json.form_data['Database Technology'] }} database schema for this use case. Output your design as structured JSON.",
        "options": {
          "systemMessage": "=You are a senior {{ $json.form_data['Database Technology'] }} database architect with 15+ years experience.\nYou design production-grade schemas that are scalable, normalized, and follow best practices. You consider performance, indexing, and future growth.\n\nOutput your design as structured JSON with:\n- tables: Array of table objects with:\n  - name: string\n  - columns: Array of {name, type, constraints, description}\n  - primary_key: string or array\n  - indexes: Array of {name, columns, type}\n  - foreign_keys: Array of {column, references_table, references_column}\n- enums: Array of {name, values}\n- extensions: Array of extension names needed\n- relationships: Description of how tables relate\n- reasoning: Explanation for key design decisions\n\nBe thorough and production-ready. Consider the scale and requirements carefully."
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      "position": [
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      "parameters": {
        "text": "=Original Requirements:\n{{ JSON.stringify($('Initialize Variables').item.json.form_data, null, 2) }}\n\nProposed Schema from Agent 1:\n{{ $('Agent 1: Database Architect').item.json.output }}\n\nPlease conduct a thorough review of this database schema design. Check for issues in normalization, indexing, data types, constraints, performance, scalability, and security.\n\nOutput structured feedback with severity levels: CRITICAL, HIGH, MEDIUM, LOW",
        "options": {
          "systemMessage": "You are a {{ $('Initialize Variables').item.json.form_data['Database Technology'] }} code reviewer and database optimization expert.\nYour job is to find issues, enforce best practices, and ensure production-readiness.\n\nReview checklist:\n- Normalization (3NF minimum, appropriate denormalization)\n- Indexing strategy (missing indexes? over-indexing?)\n- Data types (appropriate choices for the database type)\n- Constraints (missing NOT NULL? need CHECK constraints?)\n- Performance (N+1 query risks? missing composite indexes?)\n- Scalability (will this work at 10x, 100x scale?)\n- Security (sensitive data? need encryption? row-level security?)\n- Missing common fields (created_at, updated_at, soft deletes)\n- Relationships properly defined\n\nOutput structured feedback in this format:\n\nCRITICAL Issues:\n- [Issue 1]\n- [Issue 2]\n\nHIGH Priority:\n- [Issue 1]\n\nMEDIUM Priority:\n- [Issue 1]\n\nLOW Priority / Suggestions:\n- [Issue 1]\n\nPositive Aspects:\n- [Good thing 1]\n\nBe thorough but fair. If the design is solid, say so."
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      ],
      "parameters": {
        "text": "=Original Requirements:\n{{ JSON.stringify($('Initialize Variables').item.json.form_data, null, 2) }}\n\nProposed Schema:\n{{ $('Agent 1: Database Architect').item.json.output }}\n\nReview Feedback:\n{{ $('Agent 2: Schema Reviewer').item.json.output }}\n\nPlease:\n1. Apply final polish and optimizations to the schema\n2. Add advanced features (materialized views, helper functions, useful views)\n3. Provide monitoring recommendations\n4. Create a comprehensive score card\n5. Generate implementation guidance\n\nScore each dimension 0-10 with justification. Be honest but constructive.",
        "options": {
          "systemMessage": "You are a {{ $('Initialize Variables').item.json.form_data['Database Technology'] }} performance optimizer and database strategist.\nApply final polish, add advanced features, and score the design holistically.\n\nAdd:\n- Performance optimizations (materialized views, covering indexes, partitioning if needed)\n- Developer experience improvements (useful views, helper functions)\n- Monitoring recommendations (what to track in production)\n- Migration strategy (how to deploy safely)\n- Backup and disaster recovery considerations\n\nCreate a comprehensive score card:\n\n📊 DATABASE ARCHITECTURE SCORE\n\nOverall Grade: [A+, A, A-, B+, B, B-, C+, C, C-, D, F] ([score]/100)\n\nDetailed Scores:\n━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\n\nSchema Design: [X]/10\n[Brief justification]\n\nPerformance: [X]/10\n[Brief justification]\n\nScalability: [X]/10\n[Brief justification]\n\nDeveloper Experience: [X]/10\n[Brief justification]\n\nProduction Readiness: [X]/10\n[Brief justification]\n\nSecurity: [X]/10\n[Brief justification]\n\n━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\n\n💪 Key Strengths:\n• [Strength 1]\n• [Strength 2]\n• [Strength 3]\n\n⚠️ Recommended Improvements:\n• [Improvement 1]\n• [Improvement 2]\n\n🚀 Next Steps:\n1. [Step 1]\n2. [Step 2]\n3. [Step 3]\n\nScore fairly but be honest. Grade A/B means production-ready, C means needs work, D/F means major issues."
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    {
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              "id": "iteration",
              "name": "iteration_count",
              "type": "number",
              "value": "={{ $('Initialize Variables').item.json.iteration_count + 1 }}"
            },
            {
              "id": "feedback",
              "name": "previous_feedback",
              "type": "string",
              "value": "={{ $('Agent 3: Optimizer & Scorer').item.json.output }}"
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            {
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          "mode": "list",
          "value": "claude-sonnet-4-5-20250929",
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        },
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          "temperature": 0.2
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      "position": [
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      ],
      "parameters": {
        "text": "=Database Technology: {{ $('Initialize Variables').item.json.form_data['Database Technology'] }}\n\nFinal Approved Schema:\n{{ $('Agent 1: Database Architect').item.json.output }}\n\nOptimizations and Enhancements:\n{{ $('Agent 3: Optimizer & Scorer').item.json.output }}\n\nPlease generate a complete, production-ready SQL migration script for {{ $('Initialize Variables').item.json.form_data['Database Technology'] }}.\n\nOutput ONLY the SQL script, no markdown formatting, no additional commentary.",
        "options": {
          "systemMessage": "=You are a {{ $('Initialize Variables').item.json.form_data['Database Technology'] }} SQL script generator.\n\nTake the database schema design and convert it into a complete, production-ready SQL migration script.\n\nYour output must:\n- Start with proper transaction handling (BEGIN; ... COMMIT;)\n- Include all necessary extensions (for PostgreSQL)\n- Create ENUMs before tables that use them\n- Create tables in correct dependency order (referenced tables first)\n- Add all indexes after table creation\n- Add all constraints and triggers\n- Include helpful comments explaining complex parts\n- Be idempotent where possible (IF NOT EXISTS clauses)\n- End with a commented-out rollback script\n\nFormat:\n-- ============================================\n-- Database Migration Script\n-- Generated: [timestamp]\n-- Database: {{ $('Initialize Variables').item.json.form_data['Database Technology'] }}\n-- ============================================\n\nBEGIN;\n\n[Your SQL here]\n\nCOMMIT;\n\n-- ============================================\n-- ROLLBACK SCRIPT (commented out)\n-- ============================================\n-- BEGIN;\n-- [DROP statements in reverse order]\n-- COMMIT;\n\nOutput ONLY the SQL script. No markdown code blocks, no explanations."
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        "assignments": {
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              "type": "string",
              "value": "success"
            },
            {
              "id": "message",
              "name": "message",
              "type": "string",
              "value": "✅ Database created successfully!"
            },
            {
              "id": "sql_script",
              "name": "sql_script",
              "type": "string",
              "value": "={{ $('Agent 4: Generate SQL Script').item.json.output }}"
            },
            {
              "id": "schema_design",
              "name": "schema_design",
              "type": "string",
              "value": "={{ $('Agent 1: Database Architect').item.json.output }}"
            },
            {
              "id": "review_feedback",
              "name": "review_feedback",
              "type": "string",
              "value": "={{ $('Agent 2: Schema Reviewer').item.json.output }}"
            },
            {
              "id": "score_card",
              "name": "score_card",
              "type": "string",
              "value": "={{ $('Agent 3: Optimizer & Scorer').item.json.output }}"
            },
            {
              "id": "iterations",
              "name": "iterations_needed",
              "type": "number",
              "value": "={{ $('Initialize Variables').item.json.iteration_count }}"
            },
            {
              "id": "database_tech",
              "name": "database_technology",
              "type": "string",
              "value": "={{ $('Initialize Variables').item.json.form_data['Database Technology'] }}"
            }
          ]
        }
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              "type": "string",
              "value": "failed"
            },
            {
              "id": "message",
              "name": "message",
              "type": "string",
              "value": "⚠️ SQL script generated but execution failed. You can still use the script manually."
            },
            {
              "id": "error",
              "name": "sql_error",
              "type": "string",
              "value": "={{ $('Execute SQL in PostgreSQL').item.json.error }}"
            },
            {
              "id": "sql_script",
              "name": "sql_script",
              "type": "string",
              "value": "={{ $('Agent 4: Generate SQL Script').item.json.output }}"
            },
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              "id": "schema_design",
              "name": "schema_design",
              "type": "string",
              "value": "={{ $('Agent 1: Database Architect').item.json.output }}"
            },
            {
              "id": "review_feedback",
              "name": "review_feedback",
              "type": "string",
              "value": "={{ $('Agent 2: Schema Reviewer').item.json.output }}"
            },
            {
              "id": "score_card",
              "name": "score_card",
              "type": "string",
              "value": "={{ $('Agent 3: Optimizer & Scorer').item.json.output }}"
            },
            {
              "id": "iterations",
              "name": "iterations_needed",
              "type": "number",
              "value": "={{ $('Initialize Variables').item.json.iteration_count }}"
            },
            {
              "id": "database_tech",
              "name": "database_technology",
              "type": "string",
              "value": "={{ $('Initialize Variables').item.json.form_data['Database Technology'] }}"
            }
          ]
        }
      },
      "typeVersion": 3.4
    },
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              "name": "message",
              "type": "string",
              "value": "⚠️ Reached maximum iterations (3). Proceeding with best available design."
            },
            {
              "id": "passthrough_iteration",
              "name": "iteration_count",
              "type": "number",
              "value": "={{ $json.iteration_count }}"
            },
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                "operation": "regex"
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              "leftValue": "={{ $json.output }}",
              "rightValue": "Overall Grade: [AB][+-]?"
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          ]
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    {
      "id": "b25d8d4c-46dc-4a65-99a3-3c03a4ba819c",
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              "operator": {
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              "leftValue": "={{ $json.iteration_count }}",
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      "webhookId": "0ef42fe9-17ab-4887-b49b-e889d2056d87",
      "parameters": {
        "options": {},
        "operation": "completion",
        "completionTitle": "SQL Creation Finished",
        "completionMessage": "={{ $json }}"
      },
      "typeVersion": 2.3
    },
    {
      "id": "e5fbeabe-a5de-492e-8cbe-6849882db5fc",
      "name": "SQL in PostgreSQL ausführen",
      "type": "n8n-nodes-base.postgres",
      "onError": "continueErrorOutput",
      "position": [
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      ],
      "parameters": {
        "query": "{{ $json.output }}",
        "options": {},
        "operation": "executeQuery"
      },
      "credentials": {
        "postgres": {
          "id": "pYPv5XduSxmDtomy",
          "name": "Postgres account"
        }
      },
      "typeVersion": 2.6
    },
    {
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      "position": [
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      ],
      "parameters": {
        "color": 7,
        "width": 528,
        "height": 256,
        "content": "## 📝 Form Intake\n**User fills database requirements**\n\n⚙️ **Customization Options:**\n- Add more fields for specific industries\n- Add file upload for existing schema\n- Add budget field for pricing tiers\n- Collect company name for personalization\n\n💡 **Tip:** The more detailed the input, the better the AI agents perform!"
      },
      "typeVersion": 1
    },
    {
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      "name": "Notizzettel1",
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      "position": [
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      ],
      "parameters": {
        "color": 4,
        "width": 352,
        "height": 240,
        "content": "## 🔧 Setup Phase\n**Prepares data for agent pipeline**\n\n⚙️ **Customization:**\n- Store user data in CRM here\n- Log to analytics (Mixpanel/Segment)\n- Add user identification/tracking\n\n🎯 **Purpose:** Enables retry loop with context"
      },
      "typeVersion": 1
    },
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      "position": [
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      "parameters": {
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        "width": 352,
        "height": 320,
        "content": "## 🤖 Agent 1: Architect\n**Creates initial schema design**\n\n⚙️ **Model Config:**\n- Temp: 0.3 (creative but consistent)\n- Max tokens: 4000\n\n🎨 **Customization:**\n- Switch to GPT-4 for cost savings\n- Increase temperature for creative solutions\n- Add industry-specific templates\n\n📊 **Expected time:** 30-45 seconds"
      },
      "typeVersion": 1
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      "position": [
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      "parameters": {
        "color": 7,
        "width": 336,
        "height": 320,
        "content": "## 🤖 Agent 2: Reviewer\n**Quality control & validation**\n\n⚙️ **Model Config:**\n- Temp: 0.1 (strict & analytical)\n- Max tokens: 3000\n\n🎨 **Customization:**\n- Add compliance checks (GDPR, HIPAA)\n- Add industry-specific validations\n- Integrate with linting tools\n\n⚡ **Expected time:** 20-30 seconds"
      },
      "typeVersion": 1
    },
    {
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        "content": "## 🤖 Agent 3: Optimizer\n**Final polish & scoring**\n\n⚙️ **Model Config:**\n- Temp: 0.5 (balanced creativity)\n- Max tokens: 3500\n\n🎨 **Customization:**\n- Adjust scoring criteria\n- Add performance benchmarking\n- Custom grading rubrics per industry\n\n🎯 **Outputs:** Score card + enhancements"
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        "content": "## 🔄 Quality Gate\n**Ensures high-quality output**\n\n⚙️ **Current Logic:**\n- A/B grades → Proceed ✅\n- C/D/F grades → Retry (max 3x)\n\n🎨 **Customization:**\n- Change threshold (accept C+?)\n- Add manual approval step\n- Send low scores to human review\n- Adjust max retries (1-5)\n\n💰 **Trade-off:** More retries = higher cost but better quality"
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        "content": "## 🔁 Retry Loop\n**Iterative improvement system**\n\n⚙️ **Current:** Max 3 attempts\n\n🎨 **Customization:**\n- Increase max retries for complex projects\n- Add different agents for retries\n- Implement escalation (retry with Opus)\n- Track retry metrics for optimization\n\n📊 **Insight:** Most designs pass in 1-2 iterations"
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        "content": "## 🤖 Agent 4: SQL Generator\n**Converts schema to executable SQL**\n\n⚙️ **Model Config:**\n- Temp: 0.2 (precision critical)\n- Max tokens: 4000\n\n🎨 **Customization:**\n- Add migration versioning (Flyway/Liquibase)\n- Generate ORM models (Prisma schema)\n- Add seed data generation\n- Support multiple SQL dialects\n\n💾 **Output:** Production-ready SQL script"
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        "content": "## ✅ Execution Validation\n**Handles success & failures gracefully**\n\n⚙️ **Current Behavior:**\n- Success → Full response\n- Failure → Script + error details\n\n🎨 **Customization:**\n- Retry failed SQL automatically\n- Send errors to monitoring (Sentry)\n- Trigger webhook on success\n- Add rollback capability\n\n🎯 **User always gets usable output**"
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        "content": "## 🚀 Workflow Overview\n**AI Database Architect - Multi-Agent System**\n\n📊 **Performance:**\n- Average time: 60-90 seconds\n- Success rate: ~85% first attempt\n- Cost per run: ~$0.15-0.30\n\n🎯 **Conversion Strategy:**\n1. Free: Blueprint + Score\n2. Paid: Implementation + 3 automations\n3. Enterprise: Full setup + optimization\n\n📈 **Optimization Ideas:**\n- A/B test agent prompts\n- Cache common patterns\n- Pre-built templates for industries\n- Parallel agent execution\n\n💡 **Track:** Completion rate, avg score, retry count"
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