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AI-Powered Blockchain Intelligence

Real-Time AI-Powered Ethereum Intelligence API

Access real-time Ethereum blockchain data with advanced semantic search, vector embeddings, and LLM-powered query processing. Built for developers who need intelligent blockchain insights.

50 Free Credits Included

Start exploring immediately with 50 complimentary API calls. No credit card required to get started.

Semantic Search Example
const response = await fetch( 'https://api.chainfetch.app/api/v1/ethereum/addresses/semantic_search?' + new URLSearchParams({ query: 'whale addresses with DeFi activity', limit: '10' }), { method: 'GET', headers: { 'accept': 'application/json', 'authorization': 'Bearer TOKEN' } }); const data = await response.json(); console.log(data.result.points);
Connected 200 OK
AI Search Results
🔴 Live Analysis

Real-Time AI Block Analysis

See how our AI analyzes each Ethereum block in real-time, providing deep insights into network activity, transaction patterns, and economic movements.

Latest Block Analysis

AI-Generated Summary
Block Analysis Generated about 13 hours ago
Block 23136806 (0x86217bf66385d89547f0e4b05effe34fb97a7755dea772ba68beff360b4e8ae1) was mined on August 14, 2025 at 04:07:47 UTC. It was mined by unknown miner (0x4838B106FCe9647Bdf1E7877BF73cE8B0BAD5f97). This block demonstrates normal network activity with balanced gas usage, representing typical blockchain operation conditions. This is a low-value block with minimal ETH transfers under 100 ETH, representing routine small-scale transaction activity. This is a high-failure block with an elevated rate of failed transactions, indicating network stress, gas estimation issues, or protocol conflicts. This block has medium risk with some transaction failures, suggesting moderate network stress or gas estimation challenges. The block contains 279 transactions and 16 withdrawals. It has a size of 135.76 KB and used 51.39% of its gas limit. The base fee was 0.61 gwei with 0.014067 ETH burnt. Total transaction fees were 0.036514 ETH. Across all transactions, 20.3224 ETH was transferred. 276 transactions succeeded and 3 failed. The block involved 399 unique addresses. 187 transactions were contract calls. Transaction types included: contract_call, token_transfer, coin_transfer. Withdrawals totaled 0.495394 ETH from 16 unique validators. Gas usage was 2.79% of the target, indicating normal network congestion.
279
Transactions
51.4%
Gas Used
20
ETH Transferred
399
Unique Addresses
This analysis was generated in real-time using our AI pipeline
Access Live Block Stream
🚀 Core Features

AI-Powered Blockchain Intelligence

ChainFetch combines real-time blockchain streaming with advanced AI to deliver intelligent insights into Ethereum's transaction ecosystem. Experience the future of blockchain data analysis.

Real-Time Block Streaming

WebSocket subscription to Ethereum's public nodes captures new blocks every ~12 seconds, instantly processing each block for comprehensive analysis.

AI-Powered Semantic Search

Leveraging Qwen3-Embedding-0.6B model to transform blockchain data into high-dimensional vector embeddings for intelligent semantic similarity search.

LLM-Powered Query Processing

LLaMA 3.2 3B model intelligently translates natural language queries into precise API parameters, supporting 150+ address parameters and 120+ block parameters.

Qdrant Vector Database

Ultra-fast vector similarity search across addresses, transactions, and blocks collections with sub-second semantic query responses.

Multi-Modal Search Options

Choose from semantic search (vector similarity), LLM search (AI-assisted parameters), or JSON search (direct parameter filtering) based on your needs.

Production-Ready Infrastructure

Kubernetes-native deployment with auto-scaling, rate-limited API access, and comprehensive OpenAPI 3.1 documentation for enterprise reliability.

🔧 API Endpoints

Comprehensive Blockchain Data Access

Our API provides powerful search capabilities on the Ethereum blockchain. Perform intelligent queries on Blocks, Transactions, Addresses, Smart Contracts, and Tokens using semantic search, LLM-powered queries, AI summaries, or direct JSON filtering.

📦 Blocks 💸 Transactions 🏠 Addresses 📜 Smart Contracts 🪙 Tokens

Semantic Search Endpoint

Query blockchain data using natural language. Our AI-powered semantic search understands intent and context to find relevant addresses, transactions, and blocks using vector embeddings and similarity matching.

                  
API Response
      
      {
        "result": {
          "points": [
            {
              "id": 1,
              "score": 0.95,
              "payload": {
                "address_summary": "High-value DeFi whale..."
              }
            }
          ]
        }
      }
      
      
Type: Semantic Query: "whale addresses" Time: 0.8s

AI Summary Endpoint

Generate intelligent AI-powered summaries of blockchain entities. Our advanced models analyze addresses, transactions, tokens, and blocks to create comprehensive human-readable descriptions with contextual insights and behavioral analysis.

                  
AI Summary Response
      
      {
        "summary": "Address 0x742d... is a standard EOA with
        1,247.3 ETH, classifying it as a 'Whale'.
        The address has executed 892 transactions
        and interacted with protocols like Uniswap,
        Aave, and Compound. It demonstrates high
        DeFi activity with diversified holdings..."
      }
      
      
Type: AI Summary Entity: Address Time: 1.2s

LLM Search Endpoint

Let AI select the best parameters for your query. Our LLaMA 3.2 3B model analyzes your natural language request and intelligently chooses from 150+ address parameters, 254 transaction parameters, or 120+ block parameters.

                  
AI-Generated Query
      
      Input: "addresses ordered by eth balance"

      AI Response:
      {
        "count": 10,
        "parameters_used": {
          "limit": 10,
          "sort_by": "eth_balance",
          "sort_order": "desc"
        },
        "addresses": [
          "0x267be1C1D684F78cb4F6a176C4911b741E4Ffdc0",
          "0x28C6c06298d514Db089934071355E5743bf21d60",
          "0xA9Ac43f5b5e38155A288d1A01D2cbc4478E14573"
        ]
      }
      
      
Model: LLaMA 3.2 3B Parameters: 3/150 Time: 0.9s

JSON Search Endpoint

Direct parameter-based filtering with real-time data enrichment. Use precise filters across addresses (150+ params), transactions (254 params), and blocks (120+ params) for exact control over your queries.

                  
Structured Response
      
      {
        "results": [
          {
            "id": 1,
            "address_hash": "0x742d35...",
            "data": {
              "eth_balance": "1500.5",
              "is_contract": false
            }
          }
        ],
        "pagination": {
          "total": 1247
        }
      }
      
      
Type: Direct Filter Results: 1,247 Time: 0.3s

Block Summary WebSocket Streaming

Real-time blockchain data streaming via WebSocket. Subscribe to live Ethereum block feeds and receive instant notifications as new blocks are mined and processed through our AI pipeline.

                  
Live Stream Response
      
      // Connection established
      {
        "type": "welcome"
      }

      // Real-time block data
      {
        "identifier": "{\"channel\":\"EthereumBlocksChannel\"}",
        "message": {
          "block_number": 23134685,
          "summary": "Block 23134685 was mined with 232 transactions and 16 withdrawals. Size: 148.21 KB, Gas used: 55.67%. Base fee: 1.19 gwei, fees: 0.049268 ETH, transfers: 36.345481 ETH. 229 succeeded, 3 failed. 373 unique addresses, 155 contract calls..."
        }
      }
      
      
Protocol: WebSocket Frequency: ~12s Live: ✅
🏗️ Architecture

Intelligent Data Pipeline Architecture

ChainFetch operates as a sophisticated blockchain intelligence engine that transforms raw Ethereum data into actionable insights through advanced AI processing.

Real-Time Processing Pipeline

1

WebSocket Block Streaming

Persistent connection to wss://ethereum-rpc.publicnode.com captures new blocks every ~12 seconds via eth_subscribe ["newHeads"]

2

Intelligent Data Enrichment

Async jobs extract transactions, discover addresses, and build interaction graphs with probabilistic AI summary generation (2% transactions, 6.7% addresses)

3

Vector Embedding Generation

Qwen3-Embedding-0.6B (Q8_0 quantized) transforms summaries into high-dimensional vectors stored in specialized Qdrant collections

4

Multi-Modal Query Processing

Support for semantic similarity search, LLM-powered parameter selection, and direct JSON filtering with concurrent processing for maximum throughput

AI & ML Stack

Advanced AI Processing

Embeddings Model Qwen3-0.6B Q8_0
LLM Model LLaMA 3.2 3B
Vector Database Qdrant
Search Algorithm Cosine Similarity

Infrastructure

Production-Ready Deployment

Orchestration Kubernetes
Application Ruby on Rails
Async Processing Soliq Queue
Documentation OpenAPI 3.1
💡 Use Cases

Built for Modern Blockchain Applications

From DeFi analytics to compliance monitoring, ChainFetch powers intelligent blockchain applications across industries.

DeFi Analytics

Track liquidity flows, yield farming strategies, and protocol interactions. Identify trending DeFi protocols and analyze user behavior patterns.

Liquidity pool analysis
Yield farming tracking
MEV detection

Compliance & AML

Monitor suspicious activities, track fund flows, and ensure regulatory compliance. Identify risk patterns and flag unusual transaction behaviors.

Risk scoring
Suspicious pattern detection
Transaction clustering

NFT Market Intelligence

Analyze NFT trading patterns, collection performance, and market trends. Track holder behavior and identify emerging collections.

Collection analytics
Holder analysis
Price trend prediction

Portfolio Management

Real-time portfolio tracking, performance analytics, and risk assessment. Monitor holdings across multiple addresses and protocols.

Multi-address tracking
P&L calculations
Risk metrics

Research & Analytics

Deep blockchain research, market analysis, and academic studies. Access comprehensive datasets for quantitative analysis.

Historical analysis
Network metrics
Behavioral patterns

Smart Contract Monitoring

Monitor smart contract interactions, gas optimization, and security events. Track contract upgrades and usage patterns.

Contract interactions
Gas analysis
Security monitoring
💰 Simple Pricing

Pay Only for What You Use

Transparent, credit-based pricing with no hidden fees. Every API endpoint costs exactly 1 credit - whether it's semantic search, LLM processing, or direct queries. Start with 50 free credits!

$3 = 3,000 credits
3,000 API calls
All API endpoints
Community support
Get Started
Most Popular
$5 = 5,000 credits
5,000 API calls
All API endpoints
Priority support
Start Pro
$10 = 10,000 credits
10,000 API calls
All API endpoints
Dedicated support
Contact Sales

Simple, Transparent Pricing

How Credits Work

Every API endpoint costs exactly 1 credit
Semantic search, LLM queries, JSON filtering - all 1 credit each
Credits never expire once purchased
No monthly subscriptions or hidden fees
Consistent rate: $1 = 1,000 credits
50 free credits to get started

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Experience the power of AI-driven blockchain intelligence. Get instant access to real-time Ethereum data with semantic search capabilities.

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