https://github.com/ora-io/awesome-ora
A curated list of awesome ORA ecosystem.
https://github.com/ora-io/awesome-ora
List: awesome-ora
ai ai-oracle blockchain crypto-ai hyper-oracle hyperoracle onchain-ai smart-contracts web3 zero-knowledge zero-knowledge-proofs zk zk-oracle zk-snarks
Last synced: 24 days ago
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A curated list of awesome ORA ecosystem.
- Host: GitHub
- URL: https://github.com/ora-io/awesome-ora
- Owner: ora-io
- Created: 2023-10-11T19:32:00.000Z (over 1 year ago)
- Default Branch: main
- Last Pushed: 2025-03-12T20:07:08.000Z (3 months ago)
- Last Synced: 2025-04-23T18:02:05.411Z (about 1 month ago)
- Topics: ai, ai-oracle, blockchain, crypto-ai, hyper-oracle, hyperoracle, onchain-ai, smart-contracts, web3, zero-knowledge, zero-knowledge-proofs, zk, zk-oracle, zk-snarks
- Homepage:
- Size: 152 KB
- Stars: 87
- Watchers: 9
- Forks: 17
- Open Issues: 3
-
Metadata Files:
- Readme: README.md
Awesome Lists containing this project
- ultimate-awesome - awesome-ora - A curated list of awesome ORA ecosystem. (Other Lists / Julia Lists)
README
# ⃝ Awesome ORA
## 🌍 Overview
ORA is World Intelligence protocol that connects AI and crypto.
This list focuses on the work related to the ORA ecosystem.
This includes the [AI Oracle (OAO, Onchain AI Oracle)](https://mirror.xyz/orablog.eth/qLBIR_yxmpFJ4dg5p5Sn8Wz46aQDTG1jCW8myeE7zZ8) ecosystem, the ERC ecosystem co-authored by ORA, ZK Oracle ecosystem and other ORA contributions.
## 🤖 AI Oracle Ecosystem
_A Collection of Projects Built on Resilient Model Services (RMS), Onchain AI Oracle (OAO) and Onchain Perpetual AI Agent (opAgent)._
### Dashboard
- [ORA OAO Dashboard by ORA](https://dune.com/ora_io/oao): A Dune dashboard for OAO request number by chain, OAO revenue, OAO callback gas, OAO request number by model.
- [ORA Staking Dashboard by Hashed](https://dune.com/hashed_official/ora): A Dune dashboard for ORA Staking stats.
### General
- [Humm Protocol](https://twitter.com/hummprotocol): An AI-based protocol for AI ownership and monetization.
- [AI Intent Engine](https://github.com/LiRiu/oaoie): An intent engine with OAO, leveraging onchain LlaMA2 to solve user intent in natural language into onchain actions (send, and swap). Also a fork called [COCOA](https://github.com/ailuropodaWu/ethtaipei2024) for cross-chain usage [built during ETHTaipei](https://taikai.network/ethtaipei/hackathons/hackathon-2024/projects/clu4wseee0knky5017s517lk3/idea).
- [Grok vs Llama](https://github.com/socathie/grok-vs-llama): An Onchain AI vs Onchain AI project. In this project, LlaMA2 monitors whether Grok is in a Glitch state (related: [AI Mirror Test](https://twitter.com/joshwhiton/status/1770870738863415500)), and if so, the user who initiated the AI request is rewarded with a bounty for finding Grok's "weakness". [Built during ETHTaipei](https://taikai.network/ethtaipei/hackathons/hackathon-2024/projects/clu3sufsj0imuw201g0peq4s1/idea).
- [OAOFrame](https://github.com/liriu/OAOFrame): A Farcaster Frame with fortune-telling powered by Onchain AI.
- [Coincentive](https://github.com/LordEvendim/ETHWarsaw2024/tree/main): An incentive system designed to reward community members for meaningful contributions to discussions and decision-making processes. [Built during EthWarsaw](https://devfolio.co/projects/coincentive-3a62).
- [EthMedia](https://devfolio.co/projects/can-merkle-dag-web-agents-simulate-human-trust-e26e): Merkle-Proof Hyper-Agent Network that enables transparency and accountability for media. Built during ETHDenver.
### AI Agents
- [optim](https://github.com/aeither/optim-agent): An AI Agent that analyzes and optimizes yield on lending protocols including Aave.
- [Defius Maximus](https://devfolio.co/projects/defius-maximus-c42a): A personalized leverage trading agent that increases your winrate with AI.
### AI Query Resolution
- [ChatOLM](https://chatolm.com/): A decentralized, onchain, censorship-resistant, verifiable, and permissionless AI chatbot powered by onchain AI.
- [AI Settlement Oracle](https://www.ora.io/ai-settlement-oracle/): AI-powered truth machine, leveraging verifiable AI to resolve and settle factual questions onchain. It offers a trustless, autonomous system for information resolution, eliminating human error and manipulation.
- [Put Ur Bet](https://devfolio.co/projects/put-ur-bet-pub-eeca): AI-powered query settlement. Leverages AI Oracles to enhance prediction markets by providing unbiased, subjective decisions, especially for complex or nuanced queries.
### DeFi
- [Lending Zone](https://taikai.network/ethbelgrade/hackathons/eth-belgrade-hackathon-2024/projects/clwx0zyac0481y101y13fssjg/idea): A protocol for borrowing with NFTs as collateral and earning yield by lending assets, powered by AI valuations of NFTs.
- [AI NFT Bot](https://github.com/cong2480/AI_NFT_bot): A pricing engine for NFT assisted with onchain AI. [Built during ETHDenver](https://devpost.com/software/llm-assisted-valuation-based-nft-trading-bot).
### AIGC-NFT
- [7007](https://twitter.com/lab7007): An ERC-7007 based platform offering on-chain AIGC generation services and monetizing of AI Models.
- [Onchain AI NFT](https://github.com/varun-doshi/Onchain-AI-NFT): An onchain AI NFT project utilizing AI Oracle's Stable Diffusion to generate image NFT directly onchain. Complete tutorial [here](https://medium.com/@varun-doshi/bring-ai-on-chain-with-ora-protocol-b7a034d24182).
- [OAOLimerick](https://github.com/Tokenseller-Leezi/OAOLimerick): An onchain AI Limerick NFT using AI Oracle's LlaMA2 for generating poet NFT directly onchain.
- [Graviola NFT](https://github.com/el-tumero/graviola): An onchain NFT collection with minimalistic portraits of fictional characters. [Built during ETHDenver](https://devpost.com/software/awdawdawdw).
- [ABC-ORA](https://github.com/Gathin23/abc-ora): An ERC-7007 based AIGC music NFT project, using AI Oracle's LLM to generate music notes and mint the piece into NFT. [Built during ETHTaipei](https://devpost.com/software/abc-ora).
- [PS 6](https://github.com/flyinglimao/ETHTaipei2024): An AI-generated story NFT protocol. [Built during ETHTaipei](https://taikai.network/ethtaipei/hackathons/hackathon-2024/projects/clu2t3rkl0hsuwc016f2dzes3/idea).
### Security
- [InsORAnce](https://github.com/ethTaipei2024/insORAnce): An insurance protocol for DeFi that utilizes AI Oracle for evaluating insurance rules and conditions, and zkAutomation for automated hacking detection. [Build during ETHTaipei](https://taikai.network/ethtaipei/hackathons/hackathon-2024/projects/clu3x7hrz0ioyw201x5jhtvkq/idea).
- [AGI (Artificial Guarding Intelligence)](https://github.com/LiRiu/OAOPause): A prototype of circuit breaker for smart contract based on AI-powered simulation of protocol security. [Build during ETHTaipei](https://taikai.network/ethtaipei/hackathons/hackathon-2024/projects/clu4sf7s30k0cwc019pwduzgj/idea).
- [DeepTx](https://devfolio.co/projects/deeptx-c682): AI-Powered Transaction Guard. Built during ETHDenver.
### Infrastructure
- [gonnx](https://github.com/alan890104/mlgo): A framework for converting ONNX to MLGO for better opML developer experience and AI Oracle model integration. [Build during ETHTaipei](https://taikai.network/ethtaipei/hackathons/hackathon-2024/projects/clu4iw0yc0jnawc01egwdglx8/idea).
- [ORA Explorer](https://devfolio.co/projects/ora-explorer-cf98): A dashboard providing detailed insights into AI Oracle activities, enabling users to track and analyze decentralized AI operations.
- [Pattern](https://pattern.global/): A multi-agent system transforming raw data in real time, into structured knowledge. It cuts through data fragmentation, making it easier and faster for users and developers to access the insights they need.
## 💡 Project Ideas
_Ideas to Build with AI Oracle or zkOracle._
### ai/fi Ideas
ai/fi = AI + DeFi.
ai/fi is the fusion of AI (verifiable AI inference provided by Onchain AI Oracle) and DeFi.
The strategy to transform DeFi into ai/fi is simple: "identify the computationally intensive part of any DeFi protocol and replace it with AI."
| Idea | Implementation | Existing DeFi Protocols to Add AI |
|---------------|------------------------------------------|-----------------------------------|
| AI Aggregator | Aggregation with Best Swap Rate with AI | 1inch, Paraswap |
| AI AMM (0) | Dynamic Market Making Curves with AI | Uniswap v3 |
| AI AMM (1) | CowSwap, but with AI as Order Filler | Uniswap v3 |
| AI Yield | Yield Optimization with AI | Convex, Yearn |
| AI Lending | Lending of Any Asset with AI | Aave, Compound |
| AI Stablecoin | Stablecoin backed by Arbitrary Asset | MakerDAO |
| AI Governance*| AI Proposal Initiation, Review, Explainer| Any Protocol with Governance |
| AI DAO | AI-based DAO Management and Enforcement | Any Protocol with DAO |
| ... | | |
Read more from ai/fi idea posts: [1](https://mirror.xyz/orablog.eth/cYDQZHGGRHJEZ8_3Ju9D7lIgjjweQmO8u_C-ueYMFhU), [2](https://mirror.xyz/orablog.eth/tHHeXtvl__w8qJiYo6Uu0Iac964Wm0hoVfiL-VDf-Nw).
*: See [recursive_llm_organization](https://github.com/marcgraczyk/recursive_llm_organization).
### AI Oracle Ideas
| Idea | Model in ORA OAO (+ Other Tech Stack) |
|---------------------------------------------|----------------------------------------------------------------------|
| [System Prompt](https://github.com/LouisShark/chatgpt_system_prompt) Powered AI Model | Any |
| Chat / GPTs with OAO | LLM |
| Specific Agents (Fortune Teller, AI GF...) | LLM |
| "Community Notes" with Onchain AI | LLM |
| Predictor and Analyzer | Any |
| Asset Pricing | Financial Models |
| Simulation | LLM or Application-Specific Models |
| Credit/Risk Analyzer | LLM or Financial Models |
| Sentiment Analysis | LLM or Application-Specific Models |
| Judge of Anything based on Rules* | LLM |
| Trading Bot Wif MEV | Financial Models (+ Flashbots SUAVE stack) |
| Aggregator | Financial Models |
| "Point Guard" | Financial Models |
| Copy-trading | Financial Models |
| AIGC-NFT (Pure, Loot-style, Remixing) | Text2Image or Text2Video Models (+ Prompt Engineering / Fine-tuning) |
| AI as Game Moderator | LLM or Application-Specific Models |
| AI as Governor | LLM or Application-Specific Models |
| AI as NPC | LLM or Application-Specific Models |
| AI as Opponent | LLM or Application-Specific Models |
| AI as Counterparty | LLM or Application-Specific Models |
| Agent for Whale's Governance | LLM or Application-Specific Models |
| Content Moderator | LLM |
| Code Generator | LLM |
| Security Gadget | LLM or Application-Specific Models |
| Bring Your Own Model | / (+ Use opML to Integrate New Models into OAO) |
| Rebuild Everything | Any (+ Rebuild All Protocols with AI) |
Read more from ORA's idea posts on AI Oracle: [1](https://mirror.xyz/orablog.eth/WhcZyqKeFjcvkKskedBbv8Jrzt5WEmL5JYuUte3NO3w).
*: Based on [InsORAnce](https://github.com/ethTaipei2024/insORAnce) idea, LLM can be a judge / verifier of anything. In InsORAnce, LLM judges if insurance should be paid out based on a protocol's hack (truth) and given rules defining a hack (pre-made template / rule). Actually, the truth and pre-made rule can also be: any onchain events (og wallet moves ETH), and even offchain event. So that the InsORAnce idea can be expanded to insurance for anything onchain + offchain.
### Infra Ideas
| Infra Ideas | Details |
|--------------------|-------------------------------------------------------------------------------------------------|
| Paymaster for OAO | OAO fees are in $ETH. A paymaster can enable users to pay with $USDT to improve OAO's adoption. |
| Dashboard for OAO | Data analysis or "mempool" dashboard* for OAO. |
| Interop for OAO | Explore how OAO result from chain A can be used in chain B. |
| Optimized OAO | Optimize OAO contract with Assembly, or other novel smart contract languages. |
| Fast Finalized OAO | Explore how DApp with OAO's optimistic mechanism can be finalized faster with architecture like [this](https://ethresear.ch/t/why-wait-a-week-fast-finality-optimistic-rollups/18868) |
| Scaffold-OAO | Adapt Scaffold-Eth for OAO, so that devs can one-click initialize OAO AI DApp. |
*: Existing [data analysis dashboard for OAO by Gathin](https://dune.com/gathin/oao). Mempool dashboard can be similar to [Ethernow](https://www.ethernow.xyz/mempool/all), but only showing OAO-related transactions.
## ERC Ecosystem co-authored by ORA
### ERC-7007
ERC-7007 is Verifiable AI-Generated Content Token, co-authored by [@ORAProtocol](https://x.com/OraProtocol) team.
- An ERC-721 extension that enables verifiable AI-generated content tokens using Zero-Knowledge (zkML) and Optimistic (opML) Machine Learning techniques.
For more details check official [EIP post](https://eips.ethereum.org/EIPS/eip-7007).
---
### ERC-7641
ERC-7641 is Intrinsic RevShare Token, authored by [@ORAProtocol](https://x.com/OraProtocol) team.
- An ERC-20 extension that integrates a revenue-sharing mechanism, ensuring tokens intrinsically represent a share of a communal revenue pool.
For more details check official [EIP post](https://ethereum-magicians.org/t/erc-intrinsic-revshare-token/18999).
---
### ERC-6150
ERC-6150 is a standard for Hierarchical NFTs, co-authored by [@ORAProtocol](https://x.com/OraProtocol) team.
- An ERC-721 extension for multi-layer filesystem-like hierarchical NFTs.
For more details check official [EIP post](https://eips.ethereum.org/EIPS/eip-6150).
## 🤖 ZK Oracle Ecosystem
For info about zk oracle ecosystem read [zk-oracle](./zk-oracle/zk-oracle.md) page.
## 🔧 Other Contribution by ORA
_ORA's Contribution to General Web3, Blockchain, and Crypto Space._
### Researches & Development
- [zkML: keras2circom](https://github.com/ora-io/keras2circom)
- [opML: Optimistic Machine Learning](https://arxiv.org/abs/2401.17555)
- [opp/ai: Optimistic Privacy-Preserving AI on Blockchain](https://arxiv.org/abs/2402.15006)
- [IMO: Initial Model Offering](https://mirror.xyz/orablog.eth/xYMD27tN23ppbKCluB9faytF_W6M1hKXTuKcfkm3D50)
### World Supercomputer
- [Litepaper as Co-initiator](https://review.stanfordblockchain.xyz/p/towards-world-supercomputer)
- [WSC Summit 2023](https://hackmd.io/@EEEZ5333/World-Supercomputer-Summit-2023-Recap)
- [WSC Community Day @Token2049](https://hackmd.io/@EEEZ5333/World-Supercomputer-Token2049-Recap)
## Improvement Proposals
- [Ethereum/ERC-6150](https://eips.ethereum.org/EIPS/eip-6150)
- [Ethereum/ERC-7007](https://eips.ethereum.org/EIPS/eip-7007), and ecosystem ([ZenetikNFT](https://ethglobal.com/showcase/zenetiknft-1ph5r) and [AIME](https://taikai.network/ethtaipei/hackathons/hackathon-2024/projects/clu46p1ai0j1owc01k3ivvjm4/idea))
- [Celestia/CIP-5](https://github.com/celestiaorg/CIPs/blob/main/cips/cip-5.md)
### Open Grant Contribution
- [Ethereum Foundation KZG Ceremony Grant](https://blog.ethereum.org/2022/12/15/kzg-ceremony-grants-round)/[Halo2-based KZG Ceremony Client](https://mirror.xyz/hyperoracleblog.eth/vPwYqWWmsWW5JPqlOjk9fMo7Ba72D40Ph9SyjthEZDE)
- [Compound Grant](https://www.comp.xyz/t/compound-grants-program-lessons-and-next-steps/2264)/[Marine](https://github.com/hyperoracle/Marine)