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 25 zero knowledge ml frameworks tracked. The highest-rated is ICME-Lab/jolt-atlas at 39/100 with 49 stars.

Get all 25 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)...	39	Emerging	49	Rust
2	SpeyTech/certifiable-inference Deterministic, bit-perfect AI inference for safety-critical systems	36	Emerging	3	C
3	socathie/circomlib-ml Circom Circuits Library for Machine Learning	34	Emerging	181	Jupyter Notebook
4	cyntrisec/confidential-ml-transport Attestation-bound encrypted tensor transport for confidential ML inference...	33	Emerging	9	Rust
5	mithril-security/blindai Confidential AI deployment with secure enclaves :lock:	33	Emerging	512	Rust
6	gizatechxyz/LuminAIR A zkML framework for ensuring the integrity of computational graphs using...	31	Emerging	55	Rust
7	guruvamsi-policharla/zkpot A prototype implementation of zero-knowledge proofs of training introduced...	30	Emerging	18	Rust
8	cyntrisec/confidential-ml-pipeline Multi-enclave pipeline orchestration for confidential ML inference	30	Emerging	2	Rust
9	mithril-security/bastionlab A simple framework for privacy-friendly data science collaboration	29	Experimental	174	Rust
10	ldsec/drynx Decentralized, Secure, Verifiable System for Statistical Queries and Machine...	29	Experimental	41	Go
11	cipherflow-fhe/latti-ai A framework for performing AI model inference on encrypted data.	27	Experimental	12	C++
12	vt-asaplab/ZIP Zero-Knowledge AI Inference with High Precision	24	Experimental	12	C
13	provnai/attest Attest Protocol Silicon-rooted trust and zero-knowledge provenance for AI...	24	Experimental	2	Go
14	rwilliamspbg-ops/Sovereign-Mohawk-Proto The reference node agent + MOHAWK (Mobile Offloading and Heterogeneous...	23	Experimental	1	Go
15	KaushikGarkoti/SecureStream Lightweight encrypted session abstraction with X25519 handshake and AES-GCM...	23	Experimental	1	C#
16	cyntrisec/EphemeralML Confidential AI inference with cryptographic proof of ephemeral execution....	22	Experimental	—	Rust
17	SpeyTech/certifiable The cryptographically proven ML pipeline.	22	Experimental	—	—
18	Kumaranshub/mulenetx-omega Distributed mule-account detection using Rust graph engine, Go streaming,...	22	Experimental	—	Makefile
19	cyntrisec/air-v1 Attested Inference Receipt (AIR) v1: A COSE/CWT Profile for Confidential AI...	22	Experimental	—	HTML
20	ItWorksOnKumaransMachine/mulenetx-omega Distributed mule-account detection using Rust graph engine, Go streaming,...	22	Experimental	—	Makefile
21	basin-dev/basin-node 🎟️ a prototype open source network that incentives appropriate data sharing	21	Experimental	2	Go
22	SpeyTech/certifiable-verify Pipeline verification for certifiable-* ecosystem. Validates complete...	21	Experimental	2	C
23	SeiyaKobayashi/zkml-optimization Optimization for on-chain private machine learning.	20	Experimental	13	TypeScript
24	mahammed123-lab/bcpl-lnn 🌐 Build and manage blockchain-proof learning networks with bcpl-lnn,...	14	Experimental	—	—
25	PedroMBB/ENNigma This is the main git repository of ENNigma, an open-source framework to...	11	Experimental	2	Rust

Comparisons in this category

certifiable-inference and certifiable (36 vs 22)