Web3 Contract Security ML Frameworks

ML-driven tools for analyzing smart contracts and detecting on-chain threats (rugpulls, scams, deployer fraud). Focuses on Solidity static analysis, feature engineering, and risk scoring. Does NOT include general blockchain infrastructure, consensus mechanisms, or non-security Web3 applications.

There are 27 web3 contract security frameworks tracked. The highest-rated is sigp/blockprint at 44/100 with 95 stars.

Get all 27 projects as JSON

curl "https://pt-edge.onrender.com/api/v1/datasets/quality?domain=ml-frameworks&subcategory=web3-contract-security&limit=20"

Open to everyone — 100 requests/day, no key needed. Get a free key for 1,000/day.

#	Framework	Score	Tier	Stars	Language
1	sigp/blockprint DEPRECATED block fingerprinting	44	Emerging	95	Python
2	scthornton/trylock TRYLOCK is a layered security system that protects AI chatbots from...	33	Emerging	2	Python
3	edenia/tikuna A P2P network security monitoring system for the Ethereum blockchain....	25	Experimental	15	Jupyter Notebook
4	rahulsnkr/UnBlockd A deep learning security system with decentralized onboarding	23	Experimental	2	JavaScript
5	galafis/Blockchain-Security-Analyzer Analisador de segurança de contratos Solidity usando detecção de padrões via...	23	Experimental	1	Python
6	RepiFahmiSidiq/Onchain-Security-Suite 🛡️ Strengthen Web3 security with our AI-driven token auditor and reputation...	23	Experimental	1	Python
7	HungTran733/How-AI-Detects-Rugpulls 🛡️ Leverage AI to uncover hidden risks in ERC-20 tokens, detecting rugpulls...	22	Experimental	—	—
8	V-Vaal/CRS Outil de ranking ML qui attribue un score de vigilance à des protocoles...	22	Experimental	—	Jupyter Notebook
9	EgiFazila/Python-Solidity-Feature-Engineering 🔍 Extract features from Solidity code using Python to enhance smart contract...	22	Experimental	—	—
10	Engotisme/Token-Tax-Abuse-Science 🔍 Explore how developers misuse fee logic in smart contracts, uncovering...	22	Experimental	—	—
11	virbahu/blockchain-provenance-tracker Blockchain-inspired supply chain provenance and traceability ledger	22	Experimental	—	Python
12	saransh-jhariya/blockchain-forensics-tool M.Sc. Forensic Science dissertation - Wallet Clustering & Cross-Chain Tracing Tool	22	Experimental	—	Python
13	Gaurav316/Multichain-Scam-Deployer-Graph 🕵️♂️ Detect and visualize malicious smart-contract deployers across...	22	Experimental	—	Python
14	AmirhosseinHonardoust/ML-Meets-Etherscan-Realtime-Scanner AI-powered real-time smart contract scanner that connects Machine Learning...	21	Experimental	19	—
15	AmirhosseinHonardoust/Token-Tax-Abuse-Science A deep technical exploration of how malicious smart-contract developers...	21	Experimental	16	—
16	AmirhosseinHonardoust/Multichain-Scam-Deployer-Graph A cross-chain intelligence toolkit that maps suspicious smart-contract...	21	Experimental	15	Python
17	AmirhosseinHonardoust/How-AI-Detects-Rugpulls A deep technical article exploring how AI, feature engineering, and static...	21	Experimental	21	—
18	AmirhosseinHonardoust/Onchain-Security-Suite A complete Web3 security toolkit combining AI-powered token auditing,...	21	Experimental	22	Python
19	AmirhosseinHonardoust/Python-Solidity-Feature-Engineering A practical, research-friendly toolkit demonstrating how Python can read,...	21	Experimental	20	—
20	galafis/Blockchain-Analytics-Platform Plataforma CLI de análise de blockchain Ethereum via API Etherscan —...	20	Experimental	1	Python
21	SecureChainAI/AI-Security-Layer AI Security Layer is an AI model of the Secure Chain ecosystem, which is an...	18	Experimental	2	—
22	francocerino/BlockchainTracer A Python package to trace sensible information and processes in blockchain.	16	Experimental	1	TypeScript
23	Rewant1908/SecureAuth AI-Powered Authentication System \| Adaptive ML Risk Scoring + Brute Force...	14	Experimental	—	Python
24	sdilaraa/llm-smart-contract-security LLM-based smart contract security analysis and vulnerability detection using...	14	Experimental	—	Python
25	MujahidUllahKhan/BCRRS-Blockchain-Contractor-Reputation-System Smart contracts for a Blockchain-based Contractor Reputation and Ranking...	14	Experimental	—	Solidity
26	KSaF43a/plarix-scan 📊 Record LLM API costs and token usage accurately in CI/CD, local...	14	Experimental	—	Go
27	RektifyAI/protocol AI-powered Web3 security & risk analytics	12	Experimental	1	JavaScript