Zero Knowledge ML ML Frameworks

Tools and frameworks for privacy-preserving machine learning using zero-knowledge proofs, secure enclaves, and cryptographic verification of AI computations. Does NOT include general privacy techniques, differential privacy, or non-cryptographic confidential computing without ZK components.

There are 24 zero knowledge ml frameworks tracked. The highest-rated is ICME-Lab/jolt-atlas at 42/100 with 49 stars.

Get all 24 projects as JSON

curl "https://pt-edge.onrender.com/api/v1/datasets/quality?domain=ml-frameworks&subcategory=zero-knowledge-ml&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	ICME-Lab/jolt-atlas Fast zkVM born at a16z Crypto substantially adapted by ICME Labs (NovaNet)...	42	Emerging	49	Rust
2	socathie/circomlib-ml Circom Circuits Library for Machine Learning	41	Emerging	181	Jupyter Notebook
3	mithril-security/blindai Confidential AI deployment with secure enclaves :lock:	40	Emerging	512	Rust
4	gizatechxyz/LuminAIR A zkML framework for ensuring the integrity of computational graphs using...	38	Emerging	55	Rust
5	SpeyTech/certifiable-inference Deterministic, bit-perfect AI inference for safety-critical systems	38	Emerging	3	C
6	guruvamsi-policharla/zkpot A prototype implementation of zero-knowledge proofs of training introduced...	37	Emerging	18	Rust
7	ldsec/drynx Decentralized, Secure, Verifiable System for Statistical Queries and Machine...	36	Emerging	41	Go
8	mithril-security/bastionlab A simple framework for privacy-friendly data science collaboration	36	Emerging	174	Rust
9	cyntrisec/confidential-ml-transport Attestation-bound encrypted tensor transport for confidential ML inference...	32	Emerging	9	Rust
10	vt-asaplab/ZIP Zero-Knowledge AI Inference with High Precision	30	Emerging	12	C
11	SeiyaKobayashi/zkml-optimization Optimization for on-chain private machine learning.	27	Experimental	13	TypeScript
12	cipherflow-fhe/latti-ai A framework for performing AI model inference on encrypted data.	26	Experimental	12	C++
13	basin-dev/basin-node 🎟️ a prototype open source network that incentives appropriate data sharing	24	Experimental	2	Go
14	provnai/attest Attest Protocol Silicon-rooted trust and zero-knowledge provenance for AI...	23	Experimental	2	Go
15	cyntrisec/air-v1 Attested Inference Receipt (AIR) v1: A COSE/CWT Profile for Confidential AI...	22	Experimental	—	HTML
16	Kumaranshub/mulenetx-omega Distributed mule-account detection using Rust graph engine, Go streaming,...	22	Experimental	—	Makefile
17	PedroMBB/ENNigma This is the main git repository of ENNigma, an open-source framework to...	18	Experimental	2	Rust
18	vt-asaplab/vPIN Privacy-Preserving Verifiable Neural Network Inference Service	16	Experimental	16	Rust
19	vt-asaplab/ezDPS ezDPS: An Efficient and Zero-Knowledge Machine Learning Inference Pipeline	14	Experimental	21	Rust
20	socathie/zkML Demo application for circomlib-ml	13	Experimental	10	Solidity
21	mammadmaheri7/TeleSparseRepo verifiable and privacy-preserving inference via sparse neural networks by...	13	Experimental	4	Jupyter Notebook
22	mahammed123-lab/bcpl-lnn 🌐 Build and manage blockchain-proof learning networks with bcpl-lnn,...	13	Experimental	—	—
23	svgvr8/ZK-db-AI Ensure data privacy and security, enabling trust and regulatory compliance...	10	Experimental	2	Rust
24	chenxingqiang/zero-knowledge-proofs Zero Knowledge Proofs focusing on Basic Concepts, Interactive Learning, Zero...	10	Experimental	2	—