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language:
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- en
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license: apache-2.0
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tags:
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- agent
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- agentic-ai
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- axolotl
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- benchmark
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- deepseek
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- evaluation
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- fine-tuning
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- function-calling
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- llama-3.1
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- mistral
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- multi-turn
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- ollama
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- python_backend_architect
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- qwen-2.5
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- synthetic-data
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- tool-calling
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- tool-use
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- unsloth
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pretty_name: OmniMCP - Python Backend Architect (Free Teaser Edition)
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size_categories:
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- n<1K
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task_categories:
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- text-generation
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- question-answering
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| 🏘️ **Village** | **
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| 🏘️ **Village** | **Autonomous
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| 🏘️ **Village** | **
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| 🏘️ **Village** | **
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| 🏘️ **Village** | **
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| 🏘️ **Village** | **
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| 🏘️ **Village** | **
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| 🏘️ **Village** | **
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| 🧱 **Brick** | **CodeArchitect
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| 🧱 **Brick** | **CodeArchitect
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#
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python eval_agent.py --
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#
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print("Sample 1:")
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print(dataset[0])
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```
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---
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language:
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- en
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license: apache-2.0
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tags:
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- agent
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- agentic-ai
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- axolotl
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- benchmark
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- deepseek
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- evaluation
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- fine-tuning
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- function-calling
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- llama-3.1
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- mistral
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- multi-turn
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- ollama
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- python_backend_architect
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- qwen-2.5
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- synthetic-data
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- tool-calling
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- tool-use
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- unsloth
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pretty_name: OmniMCP - Python Backend Architect (Free Teaser Edition)
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size_categories:
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- n<1K
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task_categories:
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- text-generation
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- question-answering
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---
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# 🚀 OmniMCP: Python Backend Architect (Evaluation Teaser Edition)
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> ### 🛡️ DON'T WANT TO TRAIN RAW DATASETS? RUN IT IN CURSOR & CLAUDE TODAY!
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> You don't need A100 GPUs, Axolotl, or complex Unsloth fine-tuning. This package now includes a **Turnkey Ready-to-Run Model Context Protocol (MCP) Server** that plugs directly into **Cursor IDE** and **Claude Desktop** with 1-click!
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>
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> ⚡ **What the Turnkey MCP Guard does inside Cursor & Claude in <100ms:**
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> * 🩺 **Instant Traceback Diagnosis:** Feed any runtime error (FastAPI, Celery, SQLAlchemy, vLLM, K8s) into your AI assistant — the MCP server diagnoses the root cause against 300+ production failure modes.
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> * 🛠️ **AST Auto-Repair:** Generates guaranteed 0-syntax-error repairs that fix connection pool leaks, lock contention, and event-loop stalls.
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> * 🛡️ **Code Resilience & SecOps Audit:** Scans your codebase for 12 hidden production killers and cloud metadata SSRF leaks before deploying.
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>
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> 🏆 **Get the Complete Production Suite on Gumroad:**
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> 👉 **[Download Turnkey MCP Guard + 500+ Multi-Turn Dataset on Gumroad](https://bacardy.gumroad.com/l/doaari/LAUNCH20)**
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>
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> 🎟️ **Limited Community Launch Coupon:** Use code **`LAUNCH20`** at checkout for **20 € OFF** *(Get it for only **29 €** instead of ~~49 €~~!)*
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> 🎁 **Want a 100% Free Full Package?** 👉 **[Claim the Free FastAPI Async Starter Pack (0 € with code STARTER100)](https://bacardy.gumroad.com/l/pmctz/STARTER100)**
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>
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> | Feature | 🆓 Free Evaluation Teaser | 🚀 Full Production Master Package |
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> | :--- | :---: | :---: |
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> | **Turnkey IDE Tooling** | None (Raw Teaser) | **Ready-to-Run Cursor & Claude MCP Guard (1-Click Installers)** |
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> | **Runtime Incident Engine** | 0 (Manual) | **300+ Verified Enterprise Incident Blueprints (<100ms)** |
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> | **Dataset Size** | 10 Samples (Preview) | **500+ Multi-Turn AST Scenarios (10 Domains)** |
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> | **Self-Healing & Retries** | Basic (<20%) | **>60% Real Error Injections & AST Repairs** |
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> | **Turnkey Fine-Tuning** | Raw Parquet / JSON | **1-Click Unsloth Google Colab Notebook & PyTorch Code** |
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> | **Commercial Rights** | Non-commercial Eval | **100% Commercial EULA & EU AI Act Article 50/53 Audit** |
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> | **Format Compatibility** | Parquet only | **Executable MCP Server + Parquet + ShareGPT + Alpaca JSON** |
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> ⚡ *Instant Download after checkout. 0.0% Syntax Error Guarantee (Pydantic AST Verified).*
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>
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> 🏢 **Enterprise & Business Invoicing:**
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> *Gumroad automatically issues compliant EU VAT tax invoices with reverse-charge support upon checkout.*
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> 👉 **[1-Click Instant Checkout on Gumroad](https://bacardy.gumroad.com/l/doaari/LAUNCH20)** (Code **`LAUNCH20`** for 20 € off).
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---
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## 🏛️ The Modular OmniMCP Architecture: How Bricks, Houses & Villages Connect
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Every OmniMCP dataset is engineered as a precision-fit building block within a comprehensive enterprise AI hierarchy:
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```text
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🏛️ THE 4-TIER OMNIMCP AI CIVILIZATION HIERARCHY:
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├── 🧱 LEVEL 1: THE BRICK (29 € - 99 €)
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│ • Highly targeted single-problem solvers (e.g. FastAPI Async, Postgres Deadlocks, DDoS Defense).
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│ • Target: Solo developers & rapid fine-tuning on specific edge cases.
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│
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├── 🏢 LEVEL 2: THE HOUSE (79 € - 149 €)
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│ • Complete departmental engineering suites (e.g. Full Python Backend House, Modern Data Platform).
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│ • Target: Tech leads and specialized agile squads.
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│
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├── 🏘️ LEVEL 3: THE VILLAGE (99 € - 249 € Standard | 249 € - 599 € Corporate Multi-Seat)
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│ • Turnkey industry solutions combining 3-4 specialized Houses (e.g. FinTech Trading, Cloud SecOps).
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│ • Standard: 100% commercial license for 1 organization / startup.
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│ • Corporate: Unlimited team seats, agency client rights & multi-agent orchestrator code.
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│
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└── 🏙️ LEVEL 4: THE MASTER METROPOLIS (299 € - 599 €)
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• The unified OmniMCP Enterprise Campus (900+ multi-turn scenarios across all domains).
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```
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## 🗺️ Complete Ecosystem Navigation & Live Store Links (80 Active Products):
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| Tier | Product / Suite | Domain & Specialization | Commercial Shop Link |
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| :--- | :--- | :--- | :---: |
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| 🏙️ **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) |
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| 🏘️ **Village** | **MCP Production Master Village** | Sandboxed FS, GitHub Ops, Brave Search, Handshake | [Buy on Gumroad (149 €)](https://bacardy.gumroad.com/l/qkpee/LAUNCH20) |
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| 🏘️ **Village** | **Autonomous Code-Refactor & PyTest** | Traceback Root-Cause, Mypy Strict, Deadlocks | [Buy on Gumroad (129 €)](https://bacardy.gumroad.com/l/qdmzc/LAUNCH20) |
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| 🏘️ **Village** | **Stripe & SaaS Billing Automation** | Webhook Idempotency, Proration, EU VAT OSS | [Buy on Gumroad (129 €)](https://bacardy.gumroad.com/l/nkcdn/LAUNCH20) |
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| 🏘️ **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) |
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| 🏘️ **Village** | **Autonomous Swarms & LangGraph** | StateGraph, Subagents, Consensus, Memory | [Buy on Gumroad (199 €)](https://bacardy.gumroad.com/l/clymvo/LAUNCH20) |
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| 🏘️ **Village** | **Stealth Web Scraping & Playwright** | Turnstile Solver, Fingerprints, DOM Repair | [Buy on Gumroad (179 €)](https://bacardy.gumroad.com/l/qevely/LAUNCH20) |
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| 🏘️ **Village** | **Next.js 15 & React Fullstack** | Server Actions, SSR Hydration, Tailwind v4 | [Buy on Gumroad (149 €)](https://bacardy.gumroad.com/l/gwnept/LAUNCH20) |
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| 🏘️ **Village** | **Advanced GraphRAG & Neo4j** | Cypher Synthesis, Triplets, Hybrid RRF | [Buy on Gumroad (199 €)](https://bacardy.gumroad.com/l/uqlmjz/LAUNCH20) |
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| 🏘️ **Village** | **Autonomous CyberDefense SOC** | DDoS, Token Revocation, Zero-Day Isolation | [Buy on Gumroad (249 €)](https://bacardy.gumroad.com/l/elfuj/LAUNCH20) |
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| 🏘️ **Village** | **LegalTech & Regulatory ContractOps** | NDA Redline, EU AI Act, GDPR DPA Audits | [Buy on Gumroad (249 €)](https://bacardy.gumroad.com/l/bzgokh/LAUNCH20) |
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| 🏘️ **Village** | **HealthTech & MedOps Village** | Clinical FHIR R4, HL7 v2, HIPAA De-ID | [Buy on Gumroad (199 €)](https://bacardy.gumroad.com/l/fmrdli/LAUNCH20) |
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| 🏘️ **Village** | **Cloud SecOps & Resilience** | Cloud Security, Distributed Microservices | [Buy on Gumroad (199 €)](https://bacardy.gumroad.com/l/izthig/LAUNCH20) |
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| 🏘️ **Village** | **Enterprise DataOps Lakehouse** | Kafka Streaming, dbt, Snowflake Warehouse | [Buy on Gumroad (199 €)](https://bacardy.gumroad.com/l/duncmi/LAUNCH20) |
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| 🏘️ **Village** | **Cloud Backend Resilience** | Redis Redlocks, Celery DLQ, Async ORM | [Buy on Gumroad (179 €)](https://bacardy.gumroad.com/l/ruagkj/LAUNCH20) |
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| 🏘️ **Village** | **Enterprise Modern Data Platform** | Postgres, Snowflake, BigQuery, Kafka, dbt | [Buy on Gumroad (179 €)](https://bacardy.gumroad.com/l/gcxhqh/LAUNCH20) |
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| 108 |
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| 🏘️ **Village** | **Smart Energy & Green IoT** | Modbus TCP Inverter, EPEX Spot Arbitrage | [Buy on Gumroad (179 €)](https://bacardy.gumroad.com/l/yolyvj/LAUNCH20) |
|
| 109 |
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| 🏘️ **Village** | **Autonomous AgentOps & Swarm** | Runtime Self-Healing, Token Watchdog | [Buy on Gumroad (149 €)](https://bacardy.gumroad.com/l/sofzn/LAUNCH20) |
|
| 110 |
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| 🏘️ **Village** | **FinTech & Algorithmic Trading** | High-Frequency Order Routing, Risk Guard | [Buy on Gumroad (149 €)](https://bacardy.gumroad.com/l/pbftjq/LAUNCH20) |
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| 111 |
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| 🏘️ **Village** | **E-Commerce & SaaS Automation** | High-Traffic Checkout, Subscription Billing | [Buy on Gumroad (99 €)](https://bacardy.gumroad.com/l/yeonjb/LAUNCH20) |
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| 🧱 **Brick** | **CodeArchitect FastAPI Async** | Non-blocking Endpoints, Pydantic v2 | [Buy on Gumroad (29 €)](https://bacardy.gumroad.com/l/pmctz/LAUNCH20) |
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| 🧱 **Brick** | **CodeArchitect SQLAlchemy ORM** | Async DB Sessions, N+1 Query Elimination | [Buy on Gumroad (29 €)](https://bacardy.gumroad.com/l/mumwyj/LAUNCH20) |
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| 114 |
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| 🧱 **Brick** | **CodeArchitect Docker Pytest** | Containerized Test Automation & Pytest | [Buy on Gumroad (29 €)](https://bacardy.gumroad.com/l/wyhbjn/LAUNCH20) |
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| 🧱 **Brick** | **CodeArchitect Redis Caching** | Distributed Redlocks & Cache Invalidation | [Buy on Gumroad (29 €)](https://bacardy.gumroad.com/l/hduvw/LAUNCH20) |
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| 116 |
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| 🧱 **Brick** | **CodeArchitect Celery Workers** | Dead-Letter Queue Triage & Poison-Pills | [Buy on Gumroad (29 €)](https://bacardy.gumroad.com/l/ghlto/LAUNCH20) |
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---
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## 🧪 1-Click Interactive Benchmark: Test Your AI Model
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Want to benchmark your model (e.g. Qwen-2.5, Llama-3, DeepSeek, or any local Ollama / vLLM endpoint) against these 10 enterprise incidents?
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Run the built-in evaluation engine directly:
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```bash
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# 1. Clone or download this repository
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git clone https://huggingface.co/datasets/emgena/omnimcp_python_backend_architect_teaser
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cd omnimcp_python_backend_architect_teaser
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# 2. Run instant diagnostic demo (tests CoT reasoning & AST syntax gates):
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python eval_agent.py --demo
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# 3. Or benchmark your local Ollama / vLLM model:
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python eval_agent.py --endpoint http://localhost:11434/v1 --model qwen2.5:7b
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```
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---
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## ⚡ Python Quickstart (Loading Teaser Data)
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```python
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from datasets import load_dataset
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# 10 Evaluation Samples (Schema, ChatML & AST Validation Preview)
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dataset = load_dataset("emgena/omnimcp_python_backend_architect_teaser", split="train")
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# 💡 For Production Fine-Tuning without Underfitting:
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# The full 500+ Multi-Turn Master Suite with Unsloth notebooks & commercial EULA:
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# 👉 https://bacardy.gumroad.com/l/doaari (Use code LAUNCH20 for 20€ off)
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print(f"Loaded {len(dataset)} evaluation samples.")
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print("Sample 1:")
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print(dataset[0])
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```
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