Update README.md

README.md

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-BlockDB - Quality DeFi Data for AI Teams
+# BlockDB — Quality DeFi Data for AI Teams  
 
-Verifiable. Real-time. Complete.
+ **Verifiable. Real-time. Complete.**  
 
 We deliver institutional-grade DeFi datasets engineered for machine learning, AI pipelines, and financial research. Every record is lineage-verified and schema-stable, ensuring your models train on clean, reproducible, and trustworthy data.
 
-🔹 What We Offer
-	•	On-chain coverage across major EVM chains
-	•	Tick-level resolution of swaps, liquidity, and volume
-	•	Proof-of-derivation: every row hash-linked to raw on-chain events
-	•	Stable schemas & versioning for long-term model reproducibility
-	•	Historical datasets back to chain genesis
-	•	AI-ready tooling via our Machine-Context Protocol (MCP) for slicing
+## 🔹 What We Offer
+- **On-chain coverage** across major EVM chains  
+- **Tick-level resolution** of swaps, liquidity, and volume  
+- **Proof-of-derivation**: every row hash-linked to raw on-chain events  
+- **Stable schemas & versioning** for long-term model reproducibility  
+- **Historical datasets** back to chain genesis  
+- **AI-ready tooling** via our **Machine-Context Protocol (MCP)** for slicing, schema access, and lineage proofs  
 
 
-🔹 Why AI Teams Choose BlockDB
+## 🔹 Why AI Teams Choose BlockDB  
 
-✅ Clean & Trustworthy
+### ✅ Clean & Trustworthy  
+No more messy public APIs or incomplete indexers. BlockDB normalizes tokens, pools, and swaps into **research-grade tables**.  
 
-No more messy public APIs or incomplete indexers. BlockDB normalizes tokens, pools, and swaps into research-grade tables.
+### ✅ Reproducible & Auditable  
+Each dataset carries **deterministic hashes** and lineage metadata. Perfect for compliance, audits, and long-running AI projects.  
 
-✅ Reproducible & Auditable
+### ✅ Feature-Store Compatible  
+Schema-stable tables integrate seamlessly with AI pipelines for **supervised learning, time-series forecasting, and LLM-based agents**.  
 
-Each dataset carries deterministic hashes and lineage metadata. Perfect for compliance, audits, and long-running AI projects.
+### ✅ Scalable Delivery  
+- **WebSockets** for real-time inference and agents  
+- **SFTP** for feature store snapshots  
+- **Custom exports** for large-scale research  
 
-✅ Feature-Store Compatible
 
-Schema-stable tables integrate seamlessly with AI pipelines for supervised learning, time-series forecasting, and LLM-based agents.
+## 🔹 Use Cases 
+  - Training volatility, liquidity, and flow prediction models
+  - Feeding prompt-ready datasets into LLM agents
+  - Regime-shift detection using liquidity and slippage metrics
+  - Liquidity depth modeling for DEXs (Uniswap v3/v4, Balancer, Curve, Pancake, and more)
 
-✅ Scalable Delivery
-	•	WebSockets for real-time inference and agents
-	•	SFTP for feature store snapshots
-	•	Custom exports for large-scale research
 
+## 🔹 Getting Started  
 
-🔹 Use Cases
-	•	Training volatility, liquidity, and flow prediction models
-	•	Feeding prompt-ready datasets into LLM agents
-	•	Regime-shift detection using liquidity and slippage metrics
-	•	Liquidity depth modeling for DEXs (Uniswap v3/v4, Balancer, Curve, Pancake, and more)
+1. **Explore our datasets** → [data.blockdb.io](https://data.blockdb.io)  
+2. **Request a free 1,000-row sample**  
+3. **Book a short solution-design call** → [support@blockdb.io](mailto:support@blockdb.io)  
 
+---
 
-🔹 Getting Started
-	1.	Explore our datasets on data.blockdb.io
-	2.	Request a free 1,000-row sample
-	3.	Book a short solution-design call via contact form or just email us on support@blockdb.io
-
+## 🔹 Connect with Us  
 
-🔹 Connect with Us
-	•	🌐 Website: blockdb.io
-	•	💼 LinkedIn: BlockDB on LinkedIn
-	•	📧 Support: support@blockdb.io
+- 🌐 Website: [blockdb.io](https://blockdb.io)  
+- 💼 LinkedIn: [BlockDB on LinkedIn](https://www.linkedin.com/company/blockdb)  
+- 📧 Support: [support@blockdb.io](mailto:support@blockdb.io)