CoolFace
Datasetpublic

emgena/omnimcp_sql_bigquery_analytics_teaser

πŸ”¬ INSPECT THE DEEPSEEK-R1 REASONING CHAIN LIVE: Zero hallucinations. Null syntax errors. 100% AST compiler validated.🌐 Live Interactive Reasoning & Code Inspector: https://emgena.com/trainingslager🎁 Claim your Free Starter Kit (Code: STARTER100): https://emgena.com/trainingslager🏷️ Launch Discount: Get 20 € OFF any 500-incident production suite with code LAUNCH20! πŸ“œ Enterprise Compliance: EU AI Act Articles 50 & 53 certified β€’ 100% DSGVO / GDPR clean β€’ Commercial EULA… See the full description on the dataset page: https://huggingface.co/datasets/emgena/omnimcp_sql_bigquery_analytics_teaser.

sourceHugging Faceapache-2.0updated 5d agoView on Hugging Face
0likes195downloads
Dataset Card
### πŸ”¬ INSPECT THE DEEPSEEK-R1 REASONING CHAIN LIVE: Zero hallucinations. Null syntax errors. 100% AST compiler validated. 🌐 Live Interactive Reasoning & Code Inspector: https://emgena.com/trainingslager 🎁 Claim your Free Starter Kit (Code: `STARTER100`): https://emgena.com/trainingslager 🏷️ Launch Discount: Get 20 € OFF any 500-incident production suite with code `LAUNCH20`! πŸ“œ Enterprise Compliance: EU AI Act Articles 50 & 53 certified • 100% DSGVO / GDPR clean • Commercial EULA

πŸš€ Emgena AI Labs: Google BigQuery Analytics & Partition Auditing (Evaluation Teaser Edition)

### πŸ”₯ READY FOR PRODUCTION MULTI-TURN AGENT FINE-TUNING? You are currently inspecting the Free Evaluation Teaser (10 multi-turn samples). πŸ† Get the Complete Production Suite on Gumroad: πŸ‘‰ [Unlock the Full SQLAuditor BigQuery Analytics - Slot Allocation & Partition Optimizer (31+ Multi-Turn Scenarios)](https://bacardy.gumroad.com/l/pzisdo/LAUNCH20) 🎟️ Limited Community Launch Coupon: Use code `LAUNCH20` at checkout for 20 € OFF (Get it for only 59 € instead of ~~79 €~~!) 🎁 Want a 100% Free Full Package? πŸ‘‰ [Claim the Free FastAPI Async Starter Pack (0 € with code STARTER100)](https://bacardy.gumroad.com/l/pmctz/STARTER100) | Feature | πŸ†“ Free Evaluation Teaser | πŸš€ Full Production Master Package | | :--- | :---: | :---: | | Dataset Size | 10 Samples (Preview) | 31+ Multi-Turn Scenarios | | Self-Healing & Retries | Basic (<20%) | >60% Real Error Injections & AST Repairs | | Turnkey Fine-Tuning | Raw Parquet / JSON | 1-Click Unsloth Google Colab Notebook & PyTorch Code | | Commercial Rights | Non-commercial Eval | 100% Commercial EULA & EU AI Act Article 50/53 Audit | | Format Compatibility | Parquet only | Parquet + ShareGPT + Alpaca JSON + AST Schemas | ⚑ Instant Download after checkout. 0.0% Syntax Error Guarantee (Pydantic AST Verified).

πŸ›οΈ The Modular Emgena Architecture: How Bricks, Houses & Villages Connect

Every Emgena dataset is engineered as a precision-fit building block within a comprehensive enterprise AI hierarchy:

text
πŸ›οΈ THE 4-TIER OMNIMCP AI CIVILIZATION HIERARCHY:
β”œβ”€β”€ 🧱 LEVEL 1: THE BRICK (29 € - 99 €)
β”‚   β€’ Highly targeted single-problem solvers (e.g. FastAPI Async, Postgres Deadlocks, DDoS Defense).
β”‚   β€’ Target: Solo developers & rapid fine-tuning on specific edge cases.
β”‚
β”œβ”€β”€ 🏒 LEVEL 2: THE HOUSE (79 € - 149 €)
β”‚   β€’ Complete departmental engineering suites (e.g. Full Python Backend House, Modern Data Platform).
β”‚   β€’ Target: Tech leads and specialized agile squads.
β”‚
β”œβ”€β”€ 🏘️ LEVEL 3: THE VILLAGE (99 € - 249 € Standard | 249 € - 599 € Corporate Multi-Seat)
β”‚   β€’ Turnkey industry solutions combining 3-4 specialized Houses (e.g. FinTech Trading, Cloud SecOps).
β”‚   β€’ Standard: 100% commercial license for 1 organization / startup.
β”‚   β€’ Corporate: Unlimited team seats, agency client rights & multi-agent orchestrator code.
β”‚
└── πŸ™οΈ LEVEL 4: THE MASTER METROPOLIS (299 € - 599 €)
    β€’ The unified Emgena Enterprise Campus (900+ multi-turn scenarios across all domains).

πŸ—ΊοΈ Complete Ecosystem Navigation & Live Store Links (80 Active Products):

TierProduct / SuiteDomain & SpecializationCommercial Shop Link
πŸ™οΈ MetropolisEmgena Master MetropolisAll 19 Villages & 64 Bricks (900+ Samples, 8.11 MB)Buy on Gumroad (299 €)
🏘️ VillageMCP Production Master VillageSandboxed FS, GitHub Ops, Brave Search, HandshakeBuy on Gumroad (149 €)
🏘️ VillageAutonomous Code-Refactor & PyTestTraceback Root-Cause, Mypy Strict, DeadlocksBuy on Gumroad (129 €)
🏘️ VillageStripe & SaaS Billing AutomationWebhook Idempotency, Proration, EU VAT OSSBuy on Gumroad (129 €)
🏘️ VillageAgent Long-Term Memory Condenser128k to 8k Sliding Window, Redis Semantic CacheBuy on Gumroad (119 €)
🏘️ VillageAutonomous Swarms & LangGraphStateGraph, Subagents, Consensus, MemoryBuy on Gumroad (199 €)
🏘️ VillageStealth Web Scraping & PlaywrightTurnstile Solver, Fingerprints, DOM RepairBuy on Gumroad (179 €)
🏘️ VillageNext.js 15 & React FullstackServer Actions, SSR Hydration, Tailwind v4Buy on Gumroad (149 €)
🏘️ VillageAdvanced GraphRAG & Neo4jCypher Synthesis, Triplets, Hybrid RRFBuy on Gumroad (199 €)
🏘️ VillageAutonomous CyberDefense SOCDDoS, Token Revocation, Zero-Day IsolationBuy on Gumroad (249 €)
🏘️ VillageLegalTech & Regulatory ContractOpsNDA Redline, EU AI Act, GDPR DPA AuditsBuy on Gumroad (249 €)
🏘️ VillageHealthTech & MedOps VillageClinical FHIR R4, HL7 v2, HIPAA De-IDBuy on Gumroad (199 €)
🏘️ VillageCloud SecOps & ResilienceCloud Security, Distributed MicroservicesBuy on Gumroad (199 €)
🏘️ VillageEnterprise DataOps LakehouseKafka Streaming, dbt, Snowflake WarehouseBuy on Gumroad (199 €)
🏘️ VillageCloud Backend ResilienceRedis Redlocks, Celery DLQ, Async ORMBuy on Gumroad (179 €)
🏘️ VillageEnterprise Modern Data PlatformPostgres, Snowflake, BigQuery, Kafka, dbtBuy on Gumroad (179 €)
🏘️ VillageSmart Energy & Green IoTModbus TCP Inverter, EPEX Spot ArbitrageBuy on Gumroad (179 €)
🏘️ VillageAutonomous AgentOps & SwarmRuntime Self-Healing, Token WatchdogBuy on Gumroad (149 €)
🏘️ VillageFinTech & Algorithmic TradingHigh-Frequency Order Routing, Risk GuardBuy on Gumroad (149 €)
🏘️ VillageE-Commerce & SaaS AutomationHigh-Traffic Checkout, Subscription BillingBuy on Gumroad (99 €)
🧱 BrickCodeArchitect FastAPI AsyncNon-blocking Endpoints, Pydantic v2Buy on Gumroad (29 €)
🧱 BrickCodeArchitect SQLAlchemy ORMAsync DB Sessions, N+1 Query EliminationBuy on Gumroad (29 €)
🧱 BrickCodeArchitect Docker PytestContainerized Test Automation & PytestBuy on Gumroad (29 €)
🧱 BrickCodeArchitect Redis CachingDistributed Redlocks & Cache InvalidationBuy on Gumroad (29 €)
🧱 BrickCodeArchitect Celery WorkersDead-Letter Queue Triage & Poison-PillsBuy on Gumroad (29 €)

⚑ 3-Line Python Quickstart (Loading Teaser Data)

python
from datasets import load_dataset

# Load the free evaluation teaser directly into Hugging Face Datasets
dataset = load_dataset("bacard/omnimcp_sql_bigquery_analytics_teaser")

print(f"Total Teaser Rows: {len(dataset['train'])}")
print("First conversation turn:")
print(dataset["train"][0]["conversations"][:2])