Datasets:

emgena
/

omnimcp_graphrag_knowledge_teaser

+---
+language:
+- en
+license: apache-2.0
+tags:
+- agent
+- axolotl
+- benchmark
+- deepseek
+- evaluation
+- fine-tuning
+- function-calling
+- graphrag_knowledge
+- llama-3.1
+- mistral
+- qwen-2.5
+- synthetic
+- synthetic-data
+- tool-calling
+- tool-use
+- unsloth
+task_categories:
+- text-generation
+- question-answering
+---
+# 🚀 OmniMCP: Advanced GraphRAG & Neo4j Knowledge Retrieval (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 Advanced GraphRAG & Neo4j Knowledge Village (92+ Multi-Turn Scenarios)](https://bacardy.gumroad.com/l/uqlmjz/LAUNCH20)**
+>
+> 🎟️ **Limited Community Launch Coupon:** Use code **`LAUNCH20`** at checkout for **20 € OFF** *(Get it for only **179 €** instead of ~~199 €~~!)*
+> 🎁 **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) | **92+ 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).*
+---
+## 🏛️ The Modular OmniMCP Architecture: How Bricks, Houses & Villages Connect
+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:
+├── 🧱 LEVEL 1: THE BRICK (29 € - 99 €)
+│   • Highly targeted single-problem solvers (e.g. FastAPI Async, Postgres Deadlocks, DDoS Defense).
+│   • Target: Solo developers & rapid fine-tuning on specific edge cases.
+│
+├── 🏢 LEVEL 2: THE HOUSE (79 € - 149 €)
+│   • Complete departmental engineering suites (e.g. Full Python Backend House, Modern Data Platform).
+│   • Target: Tech leads and specialized agile squads.
+│
+├── 🏘️ LEVEL 3: THE VILLAGE (99 € - 249 € Standard | 249 € - 599 € Corporate Multi-Seat)
+│   • Turnkey industry solutions combining 3-4 specialized Houses (e.g. FinTech Trading, Cloud SecOps).
+│   • Standard: 100% commercial license for 1 organization / startup.
+│   • Corporate: Unlimited team seats, agency client rights & multi-agent orchestrator code.
+│
+└── 🏙️ LEVEL 4: THE MASTER METROPOLIS (299 € - 599 €)
+    • 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/LAUNCH20) |
+| 🏘️ **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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+---
+## ⚡ 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_graphrag_knowledge_teaser")
+print(f"Total Teaser Rows: {len(dataset['train'])}")
+print("First conversation turn:")
+print(dataset["train"][0]["conversations"][:2])
+```