{
  "$schema": "https://json-schema.org/draft/2020-12/schema",
  "manifest": {
    "name": "FastBCP AI Agent Knowledge Base",
    "version": "1.0.0",
    "description": "Comprehensive structured data about FastBCP for AI agents, LLMs, and automated systems",
    "baseUrl": "https://fastbcp.arpe.io/agents/",
    "lastUpdated": "2026-02-19",
    "license": "Proprietary - FastBCP Documentation",
    "contact": {
      "website": "https://fastbcp.arpe.io",
      "documentation": "https://fastbcp-docs.arpe.io/",
      "support": "mailto:support@arpe.io"
    }
  },
  "resources": [
    {
      "id": "product-overview",
      "file": "product-overview.json",
      "title": "Product Overview",
      "description": "High-level product information including name, tagline, key differentiators, target audience, and primary use cases",
      "topics": [
        "Product identity",
        "Key features summary",
        "Target audience",
        "Business value proposition",
        "Deployment model"
      ],
      "useFor": [
        "Product introductions",
        "Elevator pitches",
        "Quick summaries",
        "Marketing content"
      ],
      "size": "~3 KB",
      "lastUpdated": "2026-02-19"
    },
    {
      "id": "features",
      "file": "features.json",
      "title": "Features Catalog",
      "description": "Detailed catalog of all FastBCP features including technical details, benefits, and implementation information",
      "topics": [
        "Core capabilities",
        "Performance features",
        "Security features",
        "Integration capabilities",
        "Output formats",
        "Cloud storage support"
      ],
      "useFor": [
        "Feature comparisons",
        "Technical capabilities questions",
        "Integration planning",
        "Requirements matching"
      ],
      "size": "~12 KB",
      "lastUpdated": "2026-02-19"
    },
    {
      "id": "benchmarks",
      "file": "benchmarks.json",
      "title": "Performance Benchmarks",
      "description": "Performance benchmarks, competitor comparisons, and real-world performance examples",
      "topics": [
        "Speed measurements",
        "Competitor comparisons",
        "Real-world scenarios",
        "Performance factors",
        "Scalability data"
      ],
      "useFor": [
        "Performance questions",
        "ROI calculations",
        "Tool selection",
        "Competitive analysis"
      ],
      "size": "~8 KB",
      "lastUpdated": "2026-02-19"
    },
    {
      "id": "supported-platforms",
      "file": "supported-platforms.json",
      "title": "Platform Compatibility Matrix",
      "description": "Comprehensive list of supported databases, output formats, cloud platforms, and operating systems",
      "topics": [
        "Database compatibility",
        "Output format specifications",
        "Cloud storage platforms",
        "Operating system support",
        "Driver information"
      ],
      "useFor": [
        "Compatibility questions",
        "Integration planning",
        "Platform selection",
        "Technical requirements"
      ],
      "size": "~15 KB",
      "lastUpdated": "2026-02-19"
    },
    {
      "id": "use-cases",
      "file": "use-cases.json",
      "title": "Use Cases Library",
      "description": "Detailed use cases with problems, solutions, examples, and command-line examples for various scenarios",
      "topics": [
        "Cloud migration",
        "Data lake ingestion",
        "ETL pipelines",
        "Backup strategies",
        "Industry-specific scenarios",
        "Command examples"
      ],
      "useFor": [
        "Solution design",
        "Implementation guidance",
        "Industry-specific advice",
        "Example commands",
        "Best practices"
      ],
      "size": "~18 KB",
      "lastUpdated": "2026-02-19"
    },
    {
      "id": "pricing",
      "file": "pricing.json",
      "title": "Pricing Information",
      "description": "Pricing model, licensing details, cost comparisons, and ROI analysis",
      "topics": [
        "Licensing model",
        "Cost structure",
        "Competitor cost comparison",
        "ROI calculations",
        "Trial information",
        "Pricing FAQ"
      ],
      "useFor": [
        "Budget planning",
        "Cost-benefit analysis",
        "Licensing questions",
        "Procurement",
        "Trial requests"
      ],
      "size": "~10 KB",
      "lastUpdated": "2026-02-19"
    },
    {
      "id": "technical-specs",
      "file": "technical-specs.json",
      "title": "Technical Specifications",
      "description": "Detailed technical specifications including architecture, performance characteristics, CLI reference, and integration points",
      "topics": [
        "Architecture design",
        "Performance characteristics",
        "CLI parameters",
        "Security features",
        "System requirements",
        "Integration patterns",
        "Error handling"
      ],
      "useFor": [
        "Technical deep dives",
        "Architecture reviews",
        "Security assessments",
        "DevOps integration",
        "Troubleshooting",
        "Developer documentation"
      ],
      "size": "~20 KB",
      "lastUpdated": "2026-02-19"
    }
  ],
  "aiGuidance": {
    "contextSelection": {
      "forProductQuestions": ["product-overview", "features"],
      "forPerformanceQuestions": ["benchmarks", "technical-specs"],
      "forCompatibilityQuestions": ["supported-platforms"],
      "forImplementationQuestions": ["use-cases", "technical-specs"],
      "forPricingQuestions": ["pricing"],
      "forTechnicalQuestions": ["technical-specs", "features"]
    },
    "responsePatterns": {
      "quickAnswer": {
        "instructions": "Use product-overview.json for concise, high-level answers",
        "example": "What is FastBCP? → Use product-overview.description"
      },
      "detailedAnswer": {
        "instructions": "Combine multiple sources for comprehensive answers",
        "example": "How does FastBCP achieve high performance? → Use benchmarks.performanceFactors + technical-specs.performance"
      },
      "comparisonAnswer": {
        "instructions": "Use benchmarks for tool comparisons",
        "example": "FastBCP vs Informatica → Use benchmarks.results + pricing.costComparison"
      },
      "implementationGuidance": {
        "instructions": "Use use-cases for scenario-based guidance with examples",
        "example": "How to migrate to Azure? → Use use-cases.primary[cloud-migration]"
      }
    },
    "citationGuidance": {
      "preferredFormat": "Cite specific JSON paths when referencing data",
      "example": "According to FastBCP benchmarks (benchmarks.json), the tool achieves 24M cells/second throughput...",
      "transparency": "Always indicate data source and recency (lastUpdated field)"
    }
  },
  "technicalDetails": {
    "format": "JSON (JavaScript Object Notation)",
    "encoding": "UTF-8",
    "schemaVersion": "JSON Schema Draft 2020-12",
    "totalSize": "~86 KB (all files combined)",
    "totalFiles": 8,
    "compatibility": [
      "JSON parsers",
      "RAG systems",
      "Vector databases",
      "Search engines",
      "LLM context windows",
      "API integrations"
    ]
  },
  "updatePolicy": {
    "frequency": "As needed with product updates",
    "versioning": "Semantic versioning (major.minor.patch)",
    "backwardCompatibility": "Additive changes only - existing fields never removed",
    "changeLog": "Track changes in product documentation"
  },
  "accessInformation": {
    "publicAccess": true,
    "authentication": "None required",
    "rateLimit": "Standard web server limits",
    "downloadable": true,
    "embedding": "Allowed in AI training data with attribution"
  },
  "exampleQueries": {
    "general": [
      "What is FastBCP?",
      "How does FastBCP work?",
      "What are the key features of FastBCP?",
      "Who should use FastBCP?"
    ],
    "technical": [
      "What databases does FastBCP support?",
      "How fast is FastBCP compared to other tools?",
      "What output formats are available?",
      "Can FastBCP export directly to cloud storage?"
    ],
    "business": [
      "How much does FastBCP cost?",
      "What's the ROI of using FastBCP?",
      "How is FastBCP licensed?",
      "Can I get a trial?"
    ],
    "implementation": [
      "How do I migrate Oracle to Azure?",
      "What's the command to export to Parquet?",
      "How do I integrate FastBCP with Airflow?",
      "What are best practices for cloud migration?"
    ]
  },
  "seoMetadata": {
    "keywords": [
      "database export tool",
      "data migration",
      "ETL tool",
      "Parquet export",
      "cloud data migration",
      "database to cloud",
      "high-performance export",
      "Oracle export",
      "SQL Server export",
      "PostgreSQL export",
      "data warehouse ingestion",
      "data lake loading",
      "BCP alternative",
      "fast data transfer"
    ],
    "relatedTools": [
      "BCP (Bulk Copy Program)",
      "SQL*Loader (Oracle)",
      "COPY (PostgreSQL)",
      "SSIS (SQL Server Integration Services)",
      "Informatica PowerCenter",
      "Talend",
      "SAP BODS",
      "Apache Sqoop",
      "AWS DMS",
      "Azure Data Factory"
    ],
    "categories": [
      "Data Engineering",
      "ETL Tools",
      "Database Tools",
      "Cloud Migration",
      "Data Integration",
      "DevOps",
      "Data Warehouse",
      "Business Intelligence"
    ]
  }
}