Alternatives to Protect AI

3 editor-selected alternatives · Protect AI overview →

source: tools.alternatives · stored order · active records only; review scores are annotations and never change membership or order

A directional evidence panel appears only when the substitute rationale, trade-offs, sources, and verification date have been recorded. Older selections without that panel remain visible but are unclassified under the new evidence contract.

HiddenLayer

explicit relation

HiddenLayer is an AI security platform that protects machine learning models across their full lifecycle. It provides runtime model security to detect adversarial attacks in real-time, model scanning for supply chain threats in model files, automated red teaming for vulnerability assessment, and AI guardrails for prompt injection defense. Backed by $31.9M from M12 and IBM Ventures, named Gartner Cool Vendor 2024.

Commercial enterprise pricing based on custom quote. HiddenLayer provides an AI Security Platform featuring Machine Learning Detection and Response (MLDR) and Automated Model Vulnerability Scanning. Pricing scales based on active protected models, inference query volume, and deployment tier (SaaS vs. customer VPC / air-gapped on-prem). Free enterprise PoC available upon request.

ModelScan

75/100open sourceexplicit relation

ModelScan by Protect AI is an open-source tool that scans machine learning model files for malicious or unsafe code before they are loaded into production. Supporting formats like Pickle, HDF5, and SavedModel, it detects hidden code execution, deserialization attacks, and supply chain threats in the AI/ML model artifact pipeline, integrating into CI/CD as a critical security gate.

Free and 100% open source under the Apache-2.0 license. ModelScan has zero software licensing fees, subscription tiers, or usage limits; it provides unlimited local and CI/CD model security scanning for PyTorch, TensorFlow, Keras, and Pickle artifacts at $0 cost.Review →

OpenSSF Model Signing

open sourcefreeexplicit relation

OpenSSF Model Signing is an open-source project for cryptographically signing and verifying machine learning model files to ensure integrity and provenance. Built on Sigstore PKI, it provides CLI tools and a Python library for signing model artifacts and verifying they haven't been tampered with. Part of the OpenSSF AI/ML Working Group, reaching v1.0 in 2025 for production supply chain security.

100% open-source (Apache-2.0) cryptographic model signing and supply chain security framework by OpenSSF and Sigstore. $0 public-good infrastructure funded by the Linux Foundation (Fulcio keyless CA and Rekor transparency log). Provides cryptographic verification, in-toto build attestations, and SLSA provenance for Safetensors, GGUF, and PyTorch models across Hugging Face Hub and CI/CD pipelines with zero licensing fees.

Open-source Protect AI alternatives

ModelScan, OpenSSF Model Signing — see all open-source developer tools.

Free Protect AI alternatives

OpenSSF Model Signing offer a free plan or free tier.

More AI Security & DevSecOps tools

same category, not editor-selected alternatives — see how Protect AI compares →

OpenLITOpenLIT is an open-source AI engineering platform that provides OpenTelemetry-native observability for LLM applications. It combines distributed tracing, evaluation, prompt management, a secrets vault, and GPU telemetry in a single self-hostable stack. With 50+ integrations across LLM providers and frameworks, it lets teams monitor AI applications using their existing observability backends like Grafana, Datadog, or Jaeger.CiliumCilium is a CNCF Graduated, Apache-2.0 project for Kubernetes networking, security, and observability using eBPF. It can replace kube-proxy, enforce identity-aware L3-L7 network policies, and add Hubble flow observability plus Tetragon runtime-security signals. Current source checks support GKE Dataplane V2 using Cilium/eBPF and Azure CNI Powered by Cilium for AKS.MCP-ScanMCP-Scan is a security tool that scans MCP servers for vulnerabilities including tool poisoning, prompt injection, cross-origin escalation, and rug pull attacks. Acquired by Snyk in 2026, it is the first dedicated security scanner for the MCP ecosystem. It analyzes tool descriptions, permissions, and behavior patterns to detect malicious or compromised MCP servers before they can exploit AI agents.PangolinIdentity-based remote access platform built on WireGuard that combines reverse proxy and VPN capabilities. Pangolin supports clientless browser access for web apps and client-based private-resource access across macOS, iOS, Windows, Linux, and Android, with zero-trust rules, peer-to-peer tunnels, automatic SSL, SSO/OIDC options, and cloud or self-hosted deployment.SemgrepSemgrep is an AppSec platform with a widely used open-source engine for readable code rules plus commercial SAST, supply-chain and secrets workflows. Current product positioning emphasizes AI-assisted detection, triage and remediation, CI/pull-request integration and managed governance for security teams.SonarQubeSonarQube is an open-source code quality and security platform with 10K+ GitHub stars that inspects code for bugs, vulnerabilities, code smells, and security hotspots. It enforces quality gates in CI/CD pipelines, supports 30+ languages in Team plans and 40+ in Enterprise, and remains the industry standard for static code quality management.Aikido SecurityAikido Security is an all-in-one AppSec platform unifying SAST, DAST, SCA, CSPM, secrets detection, container scanning, IaC analysis, and runtime protection in a single developer-friendly dashboard. Cuts false positive noise by 95% through reachability analysis that evaluates vulnerabilities in actual deployment context. Features AI AutoFix for one-click remediation, CI/CD gating, and AI-powered pentesting agents. Trusted by 50,000+ organizations. Supports 50+ programming languages.SnykSnyk is the leading developer security platform providing continuous scanning for vulnerabilities in code (SAST), open-source dependencies (SCA), container images, and infrastructure as code. Integrates directly into IDEs, Git repositories, CI/CD pipelines, and container registries. Features AI-powered fix suggestions, license compliance checking, and real-time vulnerability database. Free for individual developers with paid plans for teams. Supports 30+ programming languages.TruffleHogTruffleHog by Truffle Security scans for high-entropy strings and secrets across GitHub history, S3 buckets, and other data stores with 26.7K+ GitHub stars. It goes beyond simple pattern matching by verifying whether discovered credentials are actually active and valid, significantly reducing false positives and helping teams prioritize remediation of truly exposed secrets.

FAQ

Which Protect AI alternative is listed first?

HiddenLayer is first in the editor-selected list of 3 Protect AI alternatives. The stored order is editorial; review scores do not determine membership or position.

Are there open-source Protect AI alternatives?

Yes — ModelScan, OpenSSF Model Signing are open source.

Are there free Protect AI alternatives?

Yes — OpenSSF Model Signing offer a free plan or free tier.