PERP.WIKI

Katoshi vs The Graph

Hyperliquid ecosystem comparison · Trading Bots & Automation

Best for Traders
Different Focus Areas

Quick Take

Katoshi AI-powered trading automation engine built exclusively for Hyperliquid on HyperCore, while The Graph Decentralized indexing protocol for building GraphQL APIs from HyperEVM smart contracts on Multi-Layer. They serve different niches in the Hyperliquid ecosystem.

Based on public data for Katoshi and The Graph. Key differentiators: layer deployment, fee structure, liquidity depth, and community adoption. Last reviewed: Mar 2026.

Overview

Katoshi logo

Katoshi

Katoshi is the premier trading automation engine built exclusively for Hyperliquid, enabling traders to build, deploy, and manage algorithmic strategies with millisecond precision and zero downtime. Trusted by thousands of active traders, Katoshi abstracts the complexity of algorithmic execution into an accessible platform that requires no deep coding expertise. At its core, Katoshi offers a complete automation toolkit: receive signals from TradingView, fire webhooks and custom API triggers, or deploy fully autonomous AI trading agents that react to market conditions in real-time. The platform also supports MCP (Model Context Protocol) integrations, putting cutting-edge AI-driven execution within reach of any trader. Katoshi's deep native integration with Hyperliquid means bots can tap directly into one of crypto's fastest and most liquid on-chain order books, accessing perpetuals across hundreds of markets with minimal slippage. Whether automating a simple RSI crossover strategy or running a multi-leg algorithmic portfolio, Katoshi provides reliable infrastructure to scale it. Built from the ground up for Hyperliquid's architecture, it has become the go-to automation layer for retail traders and institutional desks operating in the ecosystem.

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The Graph logo

The Graph

The Graph is the decentralized indexing protocol for blockchain data, enabling HyperEVM developers to build and deploy Subgraphs—open APIs that index, transform, and serve on-chain data via GraphQL. Rather than building custom indexing infrastructure, HyperEVM protocol teams can define their data schema and indexing logic in a Subgraph manifest, and The Graph's decentralized network of Indexers handles the computation and data serving. This dramatically accelerates frontend development for Hyperliquid DeFi dApps that need historical and real-time on-chain data without running centralized backend infrastructure. Subgraph data is trustless and cryptographically verifiable, making it appropriate for decentralized applications that want to maintain censorship-resistance. The Graph's GRT token incentivizes high-quality, reliable data indexing, ensuring HyperEVM Subgraphs remain continuously available and accurate for users and developers building on Hyperliquid's smart contract ecosystem.

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Feature Comparison

FeatureKatoshi logoKatoshiThe Graph logoThe Graph
LayerHyperCoreMulti-Layer
CategoryTrading Bots & AutomationData APIs
StatusActiveActive
Launch Year2025
Websitekatoshi.aithegraph.com
Twitter@KatoshiAI
GitHubNot publicNot public
VerifiedUnverifiedUnverified
Tags
AIautomationtrading-agentsnon-custodial

Score Comparison

KatoshiThe Graph
Open Source
Katoshi
Not public
The Graph
Not public
Verified
Katoshi
Unverified
The Graph
Unverified
Ecosystem Breadth
Katoshi
4 tags
The Graph
0 tags
Maturity
Katoshi
Since 2025
The Graph
Unknown

Feature Matrix

FeatureKatoshi logoKatoshiThe Graph logoThe Graph
Open Source
Verified
Has Website
Has Twitter
Has GitHub
Active Status

Key Differences

Layer Architecture

Katoshi operates on HyperCore (native on-chain perpetual orderbook), while The Graph runs on Multi-Layer (spans multiple hyperliquid layers). This affects composability, transaction speed, and the types of integrations each protocol supports.

Category Focus

Katoshi is focused on trading bots & automation, while The Graph targets data apis. They serve different user needs within the Hyperliquid ecosystem.

When to Use Each

Choose Katoshi if you...

  • Want a trading bots & automation solution on HyperCore
  • Need features like AI and automation
  • Need: AI-powered trading automation engine built exclusively for Hyperliquid

Choose The Graph if you...

  • Want a data apis solution on Multi-Layer
  • Need: Decentralized indexing protocol for building GraphQL APIs from HyperEVM smart contracts

Ecosystem Integration

Katoshi logo

Katoshi

Katoshi operates on HyperCore (native on-chain perpetual orderbook). Running on HyperCore gives it direct access to the native orderbook with minimal latency and maximum throughput.

The Graph logo

The Graph

The Graph operates on Multi-Layer (spans multiple hyperliquid layers). Spanning multiple layers lets it combine the strengths of each, though integration complexity is higher.

Community Verdict

Which do you prefer?

Share your experience with Katoshi or The Graph to help others in the Hyperliquid community make better decisions.

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