feat(conversion): add high-converting hero banner, deep-links, LAUNCH20 coupon & STARTER100

README.md

@@ -18,18 +18,32 @@ size_categories:
 - n<1K
 ---
 
-# 🚀 OmniMCP: Python Docker Pytest (Free Teaser Edition)
-
-> ⚡ **Official Free Evaluation Teaser (Verified Multi-Turn Agent Function-Calling Dataset)**  
-> 
-> 🏆 **Get the Full Production Master Package & Commercial EULA License on Gumroad:**  
-> 👉 **[Explore the Complete OmniMCP Modular Ecosystem on Gumroad](https://bacardy.gumroad.com)**
+# 🚀 OmniMCP: Dockerized Pytest & Async Automation (Evaluation Teaser Edition)
+
+> ### 🔥 READY FOR PRODUCTION MULTI-TURN AGENT FINE-TUNING?
+> You are currently inspecting the **Free Evaluation Teaser** (10 multi-turn samples).
+>
+> 🏆 **Get the Complete Production Suite on Gumroad:**  
+> 👉 **[Unlock the Full CodeArchitect Docker Pytest - Async Test Automation Suite (29+ Production Scenarios)](https://bacardy.gumroad.com/l/wyhbjn/LAUNCH20)**
+>
+> 🎟️ **Limited Community Launch Coupon:** Use code **`LAUNCH20`** at checkout for **20 € OFF** *(Get it for only **9 €** instead of ~~29 €~~!)*  
+> 🎁 **Want a 100% Free Full Package?** 👉 **[Claim the Free FastAPI Async Starter Pack (0 € with code STARTER100)](https://bacardy.gumroad.com/l/pmctz/STARTER100)**
+>
+> | Feature | 🆓 Free Evaluation Teaser | 🚀 Full Production Master Package |
+> | :--- | :---: | :---: |
+> | **Dataset Size** | 10 Samples (Preview) | **29+ Production 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).*
 
 ---
 
 ## 🏛️ The Modular OmniMCP Architecture: How Bricks, Houses & Villages Connect
 
-Every OmniMCP dataset is engineered as a precision-fit building block within a comprehensive, multi-department enterprise AI hierarchy:
+Every OmniMCP dataset is engineered as a precision-fit building block within a comprehensive enterprise AI hierarchy:
 
 ```text
 🏛️ THE 4-TIER OMNIMCP AI CIVILIZATION HIERARCHY:
@@ -47,119 +61,50 @@ Every OmniMCP dataset is engineered as a precision-fit building block within a c
 │   • Corporate: Unlimited team seats, agency client rights & multi-agent orchestrator code.
 │
 └── 🏙️ LEVEL 4: THE MASTER METROPOLIS (299 € - 599 €)
-    • The unified OmniMCP Enterprise Campus (500+ multi-turn scenarios across all domains).
+    • The unified OmniMCP Enterprise Campus (900+ multi-turn scenarios across all domains).
 ```
 
----
-
 ## 🗺️ Complete Ecosystem Navigation & Live Store Links (80 Active Products):
 
 | Tier | Product / Suite | Domain & Specialization | Commercial Shop Link |
 | :--- | :--- | :--- | :---: |
-| 🏙️ **Metropolis** | **OmniMCP Master Metropolis** | **All 19 Villages & 64 Bricks (900+ Samples, 8.11 MB)** | [Buy on Gumroad (299 €)](https://bacardy.gumroad.com/l/omhzqu) |
-| 🏘️ **Village** | **MCP Production Master Village** | Sandboxed FS, GitHub Ops, Brave Search, Handshake | [Buy on Gumroad (149 €)](https://bacardy.gumroad.com/l/qkpee) |
-| 🏘️ **Village** | **Autonomous Code-Refactor & PyTest** | Traceback Root-Cause, Mypy Strict, Deadlocks | [Buy on Gumroad (129 €)](https://bacardy.gumroad.com/l/qdmzc) |
-| 🏘️ **Village** | **Stripe & SaaS Billing Automation** | Webhook Idempotency, Proration, EU VAT OSS | [Buy on Gumroad (129 €)](https://bacardy.gumroad.com/l/nkcdn) |
-| 🏘️ **Village** | **Agent Long-Term Memory Condenser** | 128k to 8k Sliding Window, Redis Semantic Cache | [Buy on Gumroad (119 €)](https://bacardy.gumroad.com/l/yfsbbp) |
-| 🏘️ **Village** | **Autonomous Swarms & LangGraph** | StateGraph, Subagents, Consensus, Memory | [Buy on Gumroad (199 €)](https://bacardy.gumroad.com/l/clymvo) |
-| 🏘️ **Village** | **Stealth Web Scraping & Playwright** | Turnstile Solver, Fingerprints, DOM Repair | [Buy on Gumroad (179 €)](https://bacardy.gumroad.com/l/qevely) |
-| 🏘️ **Village** | **Next.js 15 & React Fullstack** | Server Actions, SSR Hydration, Tailwind v4 | [Buy on Gumroad (149 €)](https://bacardy.gumroad.com/l/gwnept) |
-| 🏘️ **Village** | **Advanced GraphRAG & Neo4j** | Cypher Synthesis, Triplets, Hybrid RRF | [Buy on Gumroad (199 €)](https://bacardy.gumroad.com/l/uqlmjz) |
-| 🏘️ **Village** | **Autonomous CyberDefense SOC** | DDoS, Token Revocation, Zero-Day Isolation | [Buy on Gumroad (249 €)](https://bacardy.gumroad.com/l/elfuj) |
-| 🏘️ **Village** | **LegalTech & Regulatory ContractOps** | NDA Redline, EU AI Act, GDPR DPA Audits | [Buy on Gumroad (249 €)](https://bacardy.gumroad.com/l/bzgokh) |
-| 🏘️ **Village** | **HealthTech & MedOps Village** | Clinical FHIR R4, HL7 v2, HIPAA De-ID | [Buy on Gumroad (199 €)](https://bacardy.gumroad.com/l/fmrdli) |
-| 🏘️ **Village** | **Cloud SecOps & Resilience** | Cloud Security, Distributed Microservices | [Buy on Gumroad (199 €)](https://bacardy.gumroad.com/l/izthig) |
-| 🏘️ **Village** | **Enterprise DataOps Lakehouse** | Kafka Streaming, dbt, Snowflake Warehouse | [Buy on Gumroad (199 €)](https://bacardy.gumroad.com/l/duncmi) |
-| 🏘️ **Village** | **Cloud Backend Resilience** | Redis Redlocks, Celery DLQ, Async ORM | [Buy on Gumroad (179 €)](https://bacardy.gumroad.com/l/ruagkj) |
-| 🏘️ **Village** | **Enterprise Modern Data Platform** | Postgres, Snowflake, BigQuery, Kafka, dbt | [Buy on Gumroad (179 €)](https://bacardy.gumroad.com/l/gcxhqh) |
-| 🏘️ **Village** | **Smart Energy & Green IoT** | Modbus TCP Inverter, EPEX Spot Arbitrage | [Buy on Gumroad (179 €)](https://bacardy.gumroad.com/l/yolyvj) |
-| 🏘️ **Village** | **Autonomous AgentOps & Swarm** | Runtime Self-Healing, Token Watchdog | [Buy on Gumroad (149 €)](https://bacardy.gumroad.com/l/sofzn) |
-| 🏘️ **Village** | **FinTech & Algorithmic Trading** | High-Frequency Order Routing, Risk Guard | [Buy on Gumroad (149 €)](https://bacardy.gumroad.com/l/pbftjq) |
-| 🏘️ **Village** | **E-Commerce & SaaS Automation** | High-Traffic Checkout, Subscription Billing | [Buy on Gumroad (99 €)](https://bacardy.gumroad.com/l/yeonjb) |
-| 🧱 **Brick** | **Hybrid Dense-Sparse Vector Reranker** | Cross-Encoder Rescoring & Precision Booster | [Buy on Gumroad (49 €)](https://bacardy.gumroad.com/l/shczjh) |
-| 🧱 **Brick** | **DOM Tree Navigation & Table Extractor** | Shadow DOM Traversal & JSON Extraction | [Buy on Gumroad (49 €)](https://bacardy.gumroad.com/l/kspyo) |
-| 🧱 **Brick** | **Proxy Pool Rotator & Session Vault** | Proxy Pool Rotation & TLS Fingerprint Cycling | [Buy on Gumroad (49 €)](https://bacardy.gumroad.com/l/qkmjn) |
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-| 🧱 **Brick** | **Next.js 15 SSR Hydration Repair** | Client-Server Mismatch & LocalStorage Guard | [Buy on Gumroad (49 €)](https://bacardy.gumroad.com/l/skvvt) |
-| 🧱 **Brick** | **Tailwind v4 & Zod Dynamic Forms** | React Hook Form Synthesis & Nested Schemas | [Buy on Gumroad (49 €)](https://bacardy.gumroad.com/l/qhblv) |
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-| 🧱 **Brick** | **EU AI Act High-Risk Auditor** | Annex III Classification & CE Conformity | [Buy on Gumroad (49 €)](https://bacardy.gumroad.com/l/rcoek) |
-| 🧱 **Brick** | **GDPR Article 28 DPA Verifier** | DPA Subprocessor Audits & TOMs Compliance | [Buy on Gumroad (49 €)](https://bacardy.gumroad.com/l/unnmon) |
-| 🧱 **Brick** | **Contractual Liability Cap Engine** | Trailing 12M Cap & Consequential Redlines | [Buy on Gumroad (49 €)](https://bacardy.gumroad.com/l/yzvpqq) |
-| 🧱 **Brick** | **Modbus TCP Solar Inverter Handler** | SunSpec Inverter Telemetry & Alarm Routing | [Buy on Gumroad (49 €)](https://bacardy.gumroad.com/l/zmkrx) |
-| 🧱 **Brick** | **EPEX Spot Dynamic Tariff Dispatcher** | Day-Ahead Spot Arbitrage & Battery Charging | [Buy on Gumroad (49 €)](https://bacardy.gumroad.com/l/uwglun) |
-| 🧱 **Brick** | **C-Rate Battery Degradation Guard** | DoD Limits & LFP Battery Cycle Life Optimizer | [Buy on Gumroad (49 €)](https://bacardy.gumroad.com/l/qvvpqm) |
-| 🧱 **Brick** | **Commercial 15-Min Peak Shaving** | Fast Ramp Discharge & Demand Charge Defense | [Buy on Gumroad (49 €)](https://bacardy.gumroad.com/l/rcrxlz) |
-| 🧱 **Brick** | **MCP Handshake & Discovery Router** | Dynamic list_tools & MCP 2026 Routing | [Buy on Gumroad (49 €)](https://bacardy.gumroad.com/l/vrpxvk) |
-| 🧱 **Brick** | **Brave Web Search MCP Filtering** | Live MCP Calling, Snippet Triage & Grounding | [Buy on Gumroad (49 €)](https://bacardy.gumroad.com/l/qxykec) |
-| 🧱 **Brick** | **Mypy Strict Type Inconsistency** | Generic Pydantic Models & TypeVar Repair | [Buy on Gumroad (49 €)](https://bacardy.gumroad.com/l/atufjz) |
-| 🧱 **Brick** | **Asyncio TaskGroup & Deadlocks** | Lock Inversions, Coroutine Leak Recovery | [Buy on Gumroad (49 €)](https://bacardy.gumroad.com/l/pflqf) |
-| 🧱 **Brick** | **Edge-Case Pytest Fixture Engine** | Boundary Testing & Mocked API Pytest Suites | [Buy on Gumroad (49 €)](https://bacardy.gumroad.com/l/gjajhn) |
-| 🧱 **Brick** | **EU VAT OSS & VIES Validator** | VIES API Validation, B2B Reverse Charge | [Buy on Gumroad (49 €)](https://bacardy.gumroad.com/l/qvdpl) |
-| 🧱 **Brick** | **Smart Dunning Recovery Guard** | Failed Card Declines, Retries & Churn Defense | [Buy on Gumroad (49 €)](https://bacardy.gumroad.com/l/yrmro) |
-| 🧱 **Brick** | **Sliding-Window Context Pruning** | 128k to 8k Sliding Window & Invariant Guard | [Buy on Gumroad (49 €)](https://bacardy.gumroad.com/l/csxyhl) |
-| 🧱 **Brick** | **Episodic Fact Profile Extractor** | Conversational Persistent Memory Profiles | [Buy on Gumroad (49 €)](https://bacardy.gumroad.com/l/qxhfjp) |
-| 🧱 **Brick** | **Multi-Agent Session State Snapshot** | Pydantic State Recovery from Redis/Postgres | [Buy on Gumroad (49 €)](https://bacardy.gumroad.com/l/mnhlgpt) |
-| 🧱 **Brick** | **MCP Sandboxed Filesystem** | Directory Traversal Defense & Isolation | [Buy on Gumroad (49 €)](https://bacardy.gumroad.com/l/xfwwf) |
-| 🧱 **Brick** | **GitHub MCP Repository & PR** | Branch Creation, PRs & Diff Reviews | [Buy on Gumroad (49 €)](https://bacardy.gumroad.com/l/tseuh) |
-| 🧱 **Brick** | **PyTest Traceback Repair Engine** | AST Error Localization & Auto-Patch | [Buy on Gumroad (49 €)](https://bacardy.gumroad.com/l/tbmjqi) |
-| 🧱 **Brick** | **Stripe Webhook Idempotency** | Signature Verification & Replay Defense | [Buy on Gumroad (49 €)](https://bacardy.gumroad.com/l/ugeshi) |
-| 🧱 **Brick** | **Subscription Proration Calculator** | Seat Upgrades & Accurate Invoice Credits | [Buy on Gumroad (49 €)](https://bacardy.gumroad.com/l/lhtxlq) |
-| 🧱 **Brick** | **Redis Semantic Vector Cache** | Cost Optimization (-80% API Expense) | [Buy on Gumroad (49 €)](https://bacardy.gumroad.com/l/eqspux) |
-| 🧱 **Brick** | **Playwright Stealth Headless** | WebGL Masking & Bot Evasion | [Buy on Gumroad (79 €)](https://bacardy.gumroad.com/l/dsxccr) |
-| 🧱 **Brick** | **Neo4j Cypher Graph Engine** | AST-Verified Cypher Query Synthesis | [Buy on Gumroad (79 €)](https://bacardy.gumroad.com/l/vgthcs) |
-| 🧱 **Brick** | **LangGraph State Machine Engine** | Cyclic StateGraph & Checkpointer Recovery | [Buy on Gumroad (49 €)](https://bacardy.gumroad.com/l/kgrevw) |
-| 🧱 **Brick** | **Next.js 15 Server Actions** | Type-Safe Mutations & Zod Validation | [Buy on Gumroad (49 €)](https://bacardy.gumroad.com/l/ldchfd) |
-| 🧱 **Brick** | **Clinical FHIR R4 Validator** | Clinical Ingestion & LOINC Mappings | [Buy on Gumroad (49 €)](https://bacardy.gumroad.com/l/goosfu) |
-| 🧱 **Brick** | **LegalTech NDA Redliner** | Automated Indemnity & BGB Redlines | [Buy on Gumroad (79 €)](https://bacardy.gumroad.com/l/dakaad) |
-| 🧱 **Brick** | **CyberDefense SIEM Triage** | Alert Noise Suppression, Log Correlation | [Buy on Gumroad (99 €)](https://bacardy.gumroad.com/l/ivcpdc) |
-| 🧱 **Brick** | **CyberDefense Malware Sandbox** | YARA Memory Detonation, C2 Containment | [Buy on Gumroad (99 €)](https://bacardy.gumroad.com/l/kctwyc) |
-| 🧱 **Brick** | **CyberDefense Zero-Day Isolation** | Real-time Host Network Isolation & Triage | [Buy on Gumroad (99 €)](https://bacardy.gumroad.com/l/xrbws) |
-| 🧱 **Brick** | **CyberDefense Token Revocation** | Automated IAM Secret Invalidation | [Buy on Gumroad (99 €)](https://bacardy.gumroad.com/l/rhzmmv) |
-| 🧱 **Brick** | **CyberDefense DDoS Mitigation** | SYN-Flood PCAP Analysis, Flowspec Rules | [Buy on Gumroad (99 €)](https://bacardy.gumroad.com/l/zxqyd) |
-| 🧱 **Brick** | **SQLAuditor Snowflake Warehouse** | Micro-Partitioning & Compute Credit Saving | [Buy on Gumroad (79 €)](https://bacardy.gumroad.com/l/zgnfpp) |
-| 🧱 **Brick** | **SQLAuditor BigQuery Analytics** | Slot Allocation & Query Partition Optimizer | [Buy on Gumroad (79 €)](https://bacardy.gumroad.com/l/pzisdo) |
-| 🧱 **Brick** | **AgentSelfHeal MCP Pro** | Autonomous Tool Error Recovery & Retries | [Buy on Gumroad (49 €)](https://bacardy.gumroad.com/l/evgjqw) |
-| 🧱 **Brick** | **AgentOps Token Watchdog** | Infinite Loop Breaker & Budget Pruning | [Buy on Gumroad (49 €)](https://bacardy.gumroad.com/l/dnjvvk) |
-| 🧱 **Brick** | **SQLAuditor dbt Transformations** | Incremental SQL & Schema Drift Assertions | [Buy on Gumroad (49 €)](https://bacardy.gumroad.com/l/faztr) |
-| 🧱 **Brick** | **SQLAuditor Kafka Streaming** | Consumer Group Lag & Partition Rebalance | [Buy on Gumroad (49 €)](https://bacardy.gumroad.com/l/mrgkkw) |
-| 🧱 **Brick** | **SQLAuditor PostgreSQL Pro** | EXPLAIN ANALYZE & Deadlock Elimination | [Buy on Gumroad (49 €)](https://bacardy.gumroad.com/l/bbxjd) |
-| 🧱 **Brick** | **CodeArchitect Python Pro** | Full-Stack FastAPI, Redis & SQLAlchemy | [Buy on Gumroad (49 €)](https://bacardy.gumroad.com/l/doaari) |
-| 🧱 **Brick** | **CodeArchitect FastAPI Async** | Non-blocking Endpoints, Pydantic v2 | [Buy on Gumroad (29 €)](https://bacardy.gumroad.com/l/pmctz) |
-| 🧱 **Brick** | **CodeArchitect SQLAlchemy ORM** | Async DB Sessions, N+1 Query Elimination | [Buy on Gumroad (29 €)](https://bacardy.gumroad.com/l/mumwyj) |
-| 🧱 **Brick** | **CodeArchitect Docker Pytest** | Containerized Test Automation & Pytest | [Buy on Gumroad (29 €)](https://bacardy.gumroad.com/l/wyhbjn) |
-| 🧱 **Brick** | **CodeArchitect Redis Caching** | Distributed Redlocks & Cache Invalidation | [Buy on Gumroad (29 €)](https://bacardy.gumroad.com/l/hduvw) |
-| 🧱 **Brick** | **CodeArchitect Celery Workers** | Dead-Letter Queue Triage & Poison-Pills | [Buy on Gumroad (29 €)](https://bacardy.gumroad.com/l/ghlto) |
-
-## 🏆 Why OmniMCP vs. Generic Public Datasets (USPs):
-
-* 💎 **0.0% Syntax & Parsing Errors:** 100% Pydantic AST verified against strict OpenAPI schemas (unlike noisy public web scrapes with 20%+ failure rates).
-* 🧠 **Native Chain-of-Thought Reasoning:** Step-by-step diagnostic logic in `<thought>` blocks before every single tool invocation.
-* 🔄 **Production Self-Healing:** Pre-trained on real API failures, connection pool timeouts, and error-recovery instead of simplistic happy paths.
-* 🛡️ **100% GDPR / DSGVO Clean:** Zero personal data (RFC 2606 `@example.com`, RFC 5737 sanitized documentation IPs).
-* ⚖️ **EU AI Act & EULA Ready:** Includes official Articles 50 & 53 synthetic provenance declaration.
+| 🏙️ **Metropolis** | **OmniMCP Master Metropolis** | **All 19 Villages & 64 Bricks (900+ Samples, 8.11 MB)** | [Buy on Gumroad (299 €)](https://bacardy.gumroad.com/l/omhzqu/LAUNCH20) |
+| 🏘️ **Village** | **MCP Production Master Village** | Sandboxed FS, GitHub Ops, Brave Search, Handshake | [Buy on Gumroad (149 €)](https://bacardy.gumroad.com/l/qkpee/LAUNCH20) |
+| 🏘️ **Village** | **Autonomous Code-Refactor & PyTest** | Traceback Root-Cause, Mypy Strict, Deadlocks | [Buy on Gumroad (129 €)](https://bacardy.gumroad.com/l/qdmzc/LAUNCH20) |
+| 🏘️ **Village** | **Stripe & SaaS Billing Automation** | Webhook Idempotency, Proration, EU VAT OSS | [Buy on Gumroad (129 €)](https://bacardy.gumroad.com/l/nkcdn/LAUNCH20) |
+| 🏘️ **Village** | **Agent Long-Term Memory Condenser** | 128k to 8k Sliding Window, Redis Semantic Cache | [Buy on Gumroad (119 €)](https://bacardy.gumroad.com/l/yfsbbp/LAUNCH20) |
+| 🏘️ **Village** | **Autonomous Swarms & LangGraph** | StateGraph, Subagents, Consensus, Memory | [Buy on Gumroad (199 €)](https://bacardy.gumroad.com/l/clymvo/LAUNCH20) |
+| 🏘️ **Village** | **Stealth Web Scraping & Playwright** | Turnstile Solver, Fingerprints, DOM Repair | [Buy on Gumroad (179 €)](https://bacardy.gumroad.com/l/qevely/LAUNCH20) |
+| 🏘️ **Village** | **Next.js 15 & React Fullstack** | Server Actions, SSR Hydration, Tailwind v4 | [Buy on Gumroad (149 €)](https://bacardy.gumroad.com/l/gwnept/LAUNCH20) |
+| 🏘️ **Village** | **Advanced GraphRAG & Neo4j** | Cypher Synthesis, Triplets, Hybrid RRF | [Buy on Gumroad (199 €)](https://bacardy.gumroad.com/l/uqlmjz/LAUNCH20) |
+| 🏘️ **Village** | **Autonomous CyberDefense SOC** | DDoS, Token Revocation, Zero-Day Isolation | [Buy on Gumroad (249 €)](https://bacardy.gumroad.com/l/elfuj/LAUNCH20) |
+| 🏘️ **Village** | **LegalTech & Regulatory ContractOps** | NDA Redline, EU AI Act, GDPR DPA Audits | [Buy on Gumroad (249 €)](https://bacardy.gumroad.com/l/bzgokh/LAUNCH20) |
+| 🏘️ **Village** | **HealthTech & MedOps Village** | Clinical FHIR R4, HL7 v2, HIPAA De-ID | [Buy on Gumroad (199 €)](https://bacardy.gumroad.com/l/fmrdli/LAUNCH20) |
+| 🏘️ **Village** | **Cloud SecOps & Resilience** | Cloud Security, Distributed Microservices | [Buy on Gumroad (199 €)](https://bacardy.gumroad.com/l/izthig/LAUNCH20) |
+| 🏘️ **Village** | **Enterprise DataOps Lakehouse** | Kafka Streaming, dbt, Snowflake Warehouse | [Buy on Gumroad (199 €)](https://bacardy.gumroad.com/l/duncmi/LAUNCH20) |
+| 🏘️ **Village** | **Cloud Backend Resilience** | Redis Redlocks, Celery DLQ, Async ORM | [Buy on Gumroad (179 €)](https://bacardy.gumroad.com/l/ruagkj/LAUNCH20) |
+| 🏘️ **Village** | **Enterprise Modern Data Platform** | Postgres, Snowflake, BigQuery, Kafka, dbt | [Buy on Gumroad (179 €)](https://bacardy.gumroad.com/l/gcxhqh/LAUNCH20) |
+| 🏘️ **Village** | **Smart Energy & Green IoT** | Modbus TCP Inverter, EPEX Spot Arbitrage | [Buy on Gumroad (179 €)](https://bacardy.gumroad.com/l/yolyvj/LAUNCH20) |
+| 🏘️ **Village** | **Autonomous AgentOps & Swarm** | Runtime Self-Healing, Token Watchdog | [Buy on Gumroad (149 €)](https://bacardy.gumroad.com/l/sofzn/LAUNCH20) |
+| 🏘️ **Village** | **FinTech & Algorithmic Trading** | High-Frequency Order Routing, Risk Guard | [Buy on Gumroad (149 €)](https://bacardy.gumroad.com/l/pbftjq/LAUNCH20) |
+| 🏘️ **Village** | **E-Commerce & SaaS Automation** | High-Traffic Checkout, Subscription Billing | [Buy on Gumroad (99 €)](https://bacardy.gumroad.com/l/yeonjb/LAUNCH20) |
+| 🧱 **Brick** | **CodeArchitect FastAPI Async** | Non-blocking Endpoints, Pydantic v2 | [Buy on Gumroad (29 €)](https://bacardy.gumroad.com/l/pmctz/LAUNCH20) |
+| 🧱 **Brick** | **CodeArchitect SQLAlchemy ORM** | Async DB Sessions, N+1 Query Elimination | [Buy on Gumroad (29 €)](https://bacardy.gumroad.com/l/mumwyj/LAUNCH20) |
+| 🧱 **Brick** | **CodeArchitect Docker Pytest** | Containerized Test Automation & Pytest | [Buy on Gumroad (29 €)](https://bacardy.gumroad.com/l/wyhbjn/LAUNCH20) |
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 ---
 
-## 🛠️ Quickstart Loading with Python:
+## ⚡ 3-Line Python Quickstart (Loading Teaser Data)
 
 ```python
-import pandas as pd
+from datasets import load_dataset
 
-# Load the verified teaser Parquet
-df = pd.read_parquet("omnimcp_python_docker_pytest_teaser.parquet")
-print(f"Loaded {len(df)} verified training turns!")
-print(df[["instruction", "thought_process", "final_output"]].head())
-```
-
----
+# Load the free evaluation teaser directly into Hugging Face Datasets
+dataset = load_dataset("bacard/omnimcp_python_docker_pytest_teaser")
 
-## 📄 License & Commercial Rights:
-* **This Teaser:** Released under **Apache 2.0** for free research and evaluation.
-* **Full Production Packages & Villages:** Covered by the **OmniMCP Enterprise Commercial EULA** with full commercial monetization and model deployment rights.
+print(f"Total Teaser Rows: {len(dataset['train'])}")
+print("First conversation turn:")
+print(dataset["train"][0]["conversations"][:2])
+```