Sgraal is a protocol and platform designed to provide memory verification and governance for AI agents, aiming to prevent actions based on unverified or manipulated memory. The tool addresses the risks associated with AI agents acting on faulty or tampered memory by delivering deterministic, replayable verdicts regarding memory safety before an agent takes action. It is positioned as a solution for developers, platform and MLOps teams, researchers, AI startups, security teams, and compliance officers working in regulated or sensitive environments.
Key features include preflight memory validation, compliance verification, and protection against memory manipulation. Sgraal offers a single API call that returns byte-identical, deterministic verdicts for the same memory state, with strict replay functionality available via an opt-in flag. The platform supports integration through a Python SDK, an MCP server, and multiple published framework adapters, including LangChain, CrewAI, Mem0, OpenAI, and AutoGen, with additional adapters in beta. It provides a SafeMemory wrapper for Mem0 to catch tampered or contradicting memory at the code level. For platform-scale operations, Sgraal supports hosted, self-hosted, and zero-dependency edge modes, along with a plugin system and OpenTelemetry integration.
Sgraal's compliance capabilities map to standards such as the EU AI Act, GDPR, HIPAA, FDA 510(k), and NIST AI RMF, and the tool can generate auto-conformity declarations and W3C Verifiable Credentials. Security features include six detection layers, fleet-wide vaccine propagation (in beta), behavioral profiling, and cryptographic forensic proofs. The platform is designed to scale for use in healthcare, trading, multi-agent systems, and other regulated sectors, with specific solutions in beta or concept stages for these areas.
com with per-tenant calibration and privacy. Sgraal offers a free trial for 30 days covering up to 1,000 decisions without requiring a credit card, and provides a free academic tier for researchers. The platform also features a design-partner program for organizations in regulated industries.
Sgraal sits in PulseGate's Other AI category. It focuses on ensuring AI agents act only on verified memory and comply with governance protocols. It is built as an open-source project for AI developers and compliance teams. Sgraal is open source under the Apache-2.0 license. Sgraal is available on the command line and API.
Sgraal first shipped in 2026. PulseGate's similarity index finds few close equivalents — Sgraal occupies a relatively distinct niche. Key capabilities include memory governance, preflight validation, and compliance enforcement. It exposes integrations via a public API.
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