Comparison · Updated July 2026

LLM Guard alternatives: what to use now that it is archived

The reference open-source library is no longer maintained. Six options — one archived, five actively developed — compared for teams that need a replacement now.

Yohann Sidot·July 2026·Facts verified July 15, 2026

The short answer

LLM Guard's GitHub repository was archived on July 9, 2026 — read-only, with a README stating the project and its models are no longer under active development or maintained. This came a year after Palo Alto Networks completed its acquisition of Protect AI, LLM Guard's publisher. The actively developed alternatives in 2026: TrustGate (NeuralTrust's open-source gateway, the closest OSS successor), Senthex (managed or self-hosted European proxy with a verifiable audit trail), Lakera Guard (enterprise detection, Check Point), Prisma AIRS (Palo Alto's own platform — the acquirer's migration path) and Cloudflare AI Gateway (ops gateway, partial overlap). This page compares the migration options honestly.

Jul 9, 2026
LLM Guard repo archived
read-only, no longer maintained
v0.3.16
last release
May 2025 — nothing since
15 / 20
input / output scanners
now frozen as-is

What happened to LLM Guard — and why it matters now

The timeline is short and factual. Palo Alto Networks completed its acquisition of Protect AI — the company behind LLM Guard — on July 22, 2025, folding its products into the Prisma AIRS platform. For a year the library kept working but releases had already stopped: the last version, v0.3.16, shipped in May 2025. Then on July 9, 2026 the GitHub repository was archived — read-only — with a README stating that the project and its associated models on Hugging Face "are no longer under active development or maintained".

If you run LLM Guard in production, nothing broke that day. The MIT licence still lets you use, copy and fork everything. What changed is the trajectory: no more scanner updates, no new detection models, no security patches, no dependency bumps. Prompt-injection techniques evolve monthly — a frozen detection stack ages in a way a frozen JSON parser does not. That is why "keep using it" quietly becomes "fork it and take over maintenance", which is a real engineering commitment most teams did not sign up for.

The good news: in 2026 the field is broader than it was when LLM Guard became the default. Depending on why you chose it — open source, in-code control, zero data leaving your infrastructure — there is an actively developed option that preserves what you cared about.

The six options at a glance

OptionType & deploymentSelf-hostData residencyPricingBest for
LLM Guard (Protect AI / Palo Alto Networks)Open-source Python library, 15 input / 20 output scanners [1]Yes — that is the modelYour infrastructure; nothing leavesFree (MIT)Archived July 9, 2026 — last release v0.3.16 (May 2025). Using it today = forking and maintaining a frozen stack [1],[2]
NeuralTrust — TrustGateOpen-source AI gateway (Apache-2.0, Go) + commercial platform with red teaming (TrustTest) [4],[5]Yes — Docker, Kubernetes or single binary [4]Self-host, or managed by an EU company (Barcelona & London) [5]TrustGate free (open source); platform on requestThe closest actively developed open-source successor
SenthexRuntime LLM proxy (firewall) + verifiable, tamper-evident audit trail (pilot capability, v1.1.7)Yes (incl. Azure)EU-hosted (Hetzner Falkenstein, Germany) or your infrastructurePublic pricing with a free tier — see pricingTeams trading the DIY library for a maintained proxy + EU AI Act record-keeping (Articles 12 & 19)
Lakera Guard (Check Point)Runtime GenAI security — SaaS or self-hosted (Kubernetes/Helm, Docker, air-gapped) [6],[7]Yes — Enterprise licence [7]Via self-host; SaaS regions not publicly documentedFree tier; paid plans on quoteEnterprises wanting maximum detection depth with support behind it [6]
Prisma AIRS (Palo Alto Networks)Enterprise AI-security platform — where Palo Alto folded Protect AI’s products [3]Not publicly documentedNot publicly documentedSales-led, no public pricingProtect AI / LLM Guard customers following the acquirer’s official path
Cloudflare AI GatewayManaged LLM gateway — analytics, caching, rate limiting; Guardrails = content moderation [8]NoCloudflare network; no regional processing controls for AI Gateway as of mid-2026Core features free; prompt-injection detection is a separate Enterprise WAF add-on [9],[10]Partial overlap only — ops gateway, not a scanner replacement

Facts verified against the sources listed at the bottom of this page on July 15, 2026. “Not publicly documented” means exactly that — we did not find an official public statement, so we do not guess.

When to choose which

When keeping (a fork of) LLM Guard makes sense

Honesty first: for a few teams, staying put is rational. The MIT licence is irrevocable, the code is battle-tested, and if your threat model is narrow — say, regex-class secret detection and toxicity scoring on an internal tool — a pinned, audited fork can serve for a while. But own the maths: you inherit 35 scanners and their model dependencies, attacks evolve monthly, and every upstream CVE in the dependency tree is now yours to patch. Treat a fork as a deliberate maintenance project with an owner and a budget — not as "nothing changed". If you would not fund that project, you are looking for one of the options below.

TrustGate — the open-source successor

If you chose LLM Guard because it was open source and self-hosted, NeuralTrust's TrustGate is the closest actively developed equivalent in 2026 — with an architectural difference worth understanding: LLM Guard was a library you embedded in your Python code; TrustGate is a gateway (Apache-2.0, written in Go) that your traffic passes through, deployed as Docker, Kubernetes or a single binary. Nothing needs to leave your infrastructure, and the company behind it (Barcelona and London) raised a $20M seed in June 2026, so development is funded. The counterpoints: the community is still young, and moving from in-code scanners to a gateway is a real refactor, not a drop-in swap. We compared NeuralTrust against the whole field on a dedicated page.

When Senthex fits — and when it doesn't

Disclosure: Senthex is us — judge this section accordingly, and check the claims against the linked pages.

If the LLM Guard archive taught you anything, it may be that you do not want to be in the detection-maintenance business at all. Senthex is that trade: a maintained runtime firewall you integrate by swapping a base URL — one line of code in front of OpenAI, Anthropic, Mistral or Gemini — covering the ground you used LLM Guard for (prompt-injection detection, PII redaction, secret and leak scanning), plus something the library never attempted: a verifiable, tamper-evident audit trail. In the v1.1.7 pilot, each record is chained with SHA-256 and anchored to an RFC 3161 timestamp, verifiable offline — try it on a real bundle — which maps to EU AI Act record-keeping (Articles 12 & 19). Like LLM Guard's ethos, minimisation is the default: raw request and response bodies are excluded from storage (data minimisation), and you can self-host, including on Azure, or use the EU-hosted service (Hetzner Falkenstein, Germany). Our detection research is published with frozen datasets — ATLAS and RELAY — so you can see behaviour before you commit. Pricing is public, with a free tier.

When Senthex is not the right choice: if your policy is strictly self-maintained open source (fork LLM Guard or adopt TrustGate); if you want scanners inside your own code path rather than a proxy hop; if you need enterprise red-teaming at category-leader scale (Lakera/Check Point); or if you are a Palo Alto shop already committed to Prisma AIRS. See also what we do and do not claim on EU AI Act compliance.

When Lakera (Check Point) is the better fit

If you are replacing LLM Guard because its detection quality stopped improving, Lakera is the option that optimises hardest for detection: adversarial data at a scale nobody else has published — Check Point's announcement cites over 80 million adversarial patterns from the Gandalf game — a public benchmark (PINT), and documented self-hosting down to air-gapped deployments. It is enterprise software with quote-based pricing, inside Check Point since late 2025, and the same post-acquisition dynamics that hit LLM Guard apply — which is exactly why we wrote an honest page on Lakera and its alternatives.

Prisma AIRS — the acquirer's official path

Fairness requires saying it: Palo Alto Networks did not kill Protect AI's technology, it absorbed it. Prisma AIRS is the platform where that work now lives, and for existing Palo Alto customers — or Protect AI enterprise customers whose contracts migrated — it is the path of least resistance, with model scanning and AI-security capabilities well beyond what the open-source library did. The trade-offs are the standard enterprise-platform ones: sales-led pricing with no public numbers, platform commitment, and deployment details that are not publicly documented. If you loved LLM Guard precisely because it was not that, Prisma AIRS is the option you will rule out fastest — but it belongs on this list.

Cloudflare AI Gateway — partial overlap only

AI Gateway shows up in every LLM-infrastructure search, so let's place it precisely: it is an operations gateway — analytics, caching, rate limiting, fallback, free at its core — not a scanner replacement. Its Guardrails feature does content moderation via Llama Guard; prompt-injection detection is a separate WAF add-on (AI Security for Apps, formerly Firewall for AI) gated to Enterprise plans, and there is no self-hosting. If what you used LLM Guard for is security scanning, AI Gateway alone does not cover it — though it composes well underneath any of the security options above. Full analysis: Cloudflare AI Gateway alternatives.

How this comparison was made

All facts on this page are public and were verified against the sources listed below on July 15, 2026 — including the archived status and README wording of the LLM Guard repository, and the v0.3.16 release date on PyPI (the GitHub releases page is empty, so we cite the package index). Where something is not publicly documented — Prisma AIRS deployment details, Lakera's SaaS regions — we say so instead of guessing. Senthex is one of the vendors compared, which is a bias you should factor in; if you find an error, tell us and we will correct it.

Frequently asked questions

Why was LLM Guard archived?

The repository was archived on July 9, 2026, a year after Palo Alto Networks completed its acquisition of Protect AI (July 22, 2025) and folded its products into Prisma AIRS. Neither company published a detailed rationale; the README simply states the project and its models are no longer under active development or maintained. Releases had already stopped — the last version, v0.3.16, dates from May 2025.

Can I still use LLM Guard in production?

Legally and technically, yes: the code is MIT-licensed, the repository is read-only but public, and existing deployments keep working. Practically, it receives no scanner updates, no new detection models and no security patches — so continued use means forking it and owning the maintenance of a frozen detection stack against attacks that keep evolving.

What is the best open-source replacement for LLM Guard?

NeuralTrust's TrustGate (Apache-2.0, written in Go) is the most actively developed open-source option in 2026 — a self-hostable AI gateway rather than an embeddable Python library, so migration is a refactor, not a drop-in. No maintained open-source project replicates LLM Guard's exact library model as of this writing.

What is the easiest managed replacement?

A proxy-based service, because integration is a base-URL swap rather than code changes: Senthex (EU-hosted or self-hosted, public pricing, free tier, verifiable audit trail) or Lakera Guard (enterprise detection, free tier, paid plans on quote). Which one fits depends on whether your driver is EU residency and audit evidence, or maximum detection scale. Disclosure: Senthex wrote this page.

What does Palo Alto offer to former LLM Guard users?

Prisma AIRS, the AI-security platform where Protect AI's products were folded after the July 2025 acquisition. It is an enterprise, sales-led platform without public pricing — a different proposition from a free open-source library, but it is the acquirer's official continuation of that product line.

Trying Senthex costs nothing

If a maintained, one-line replacement is what you are after: the free tier needs one base-URL swap, and you can verify the audit trail yourself before talking to anyone.

Sources

  1. LLM Guard — GitHub repository (MIT; archived July 9, 2026, read-only)
  2. LLM Guard — release history on PyPI (last release v0.3.16, May 19, 2025)
  3. Palo Alto Networks — completion of Protect AI acquisition (July 22, 2025)
  4. NeuralTrust — TrustGate (GitHub, Apache-2.0, Go)
  5. NeuralTrust — $20M / €17.2M seed announcement (June 2026)
  6. Check Point — press release, acquisition of Lakera (Sept 16, 2025)
  7. Lakera docs — self-hosting (Kubernetes/Helm, Docker, air-gapped)
  8. Cloudflare — AI Gateway docs
  9. Cloudflare — AI Gateway pricing (core features free)
  10. Cloudflare — AI Security for Apps, formerly Firewall for AI (WAF docs, Enterprise add-on)