home / rankings / ai red-teaming tools / garak alternatives Garak alternatives 9 tools we tested head to head against Garak, ranked — and what each one actually does differently.
last reviewed 29 jul 2026 · from our best 10 ai red-teaming tools · list curated by Onur Ozcan x in
first — what you'd be leaving Garak ranks #2 of 10 in our ai red-teaming tools testing. apache 2.0 from nvidia, twenty-plus probe modules, and a peer-reviewed paper behind it..
85 /100 the most rigorous free option and the narrowest in scope — it tests a model beautifully and knows nothing about the application around it.
why people look for an alternative
− model-level only — no application or agent testing − cannot assess agentic tool abuse at all − no compliance-framework mapping out of the box − command-line only, no reporting layer stay with Garak if apache 2.0 with no paid tier or account required is the thing you care about most — nothing below beats it on that.
advertisement
1
Promptfoo #1 in ai red-teaming tools · mit-licensed, free for ten thousand probes a month, and the only free tool here that tests agent tool access.
88 /100 verdict the most capable thing here you can run today, and the only free option that understands your application rather than just your model.
Promptfoo vs Garak
Garak Promptfoo price free free free tier yes yes pricing free free tier; enterprise quote-only self-serve yes yes tests model only model, application and agent tools licence apache 2.0 mit compliance mapping none claimed, not itemised
switch for any team that wants to start testing this week without a procurement conversation.
pros
+ mit licence with a real 10,000-probe monthly free tier + 50+ named vulnerability types including tool discovery + tests the application and agent layer, not just the model + self-serve install with no sales contact cons
− enterprise and on-premise pricing is quote-only − compliance mapping claimed but not itemised − supporting research hosted separately and unverified − free tier cap will bind on any serious programme 2
Adversa AI #3 in ai red-teaming tools · the most itemised attack taxonomy and the only vendor naming five compliance frameworks — behind a demo form.
82 /100 verdict the most concrete commercial vendor here on both what it tests and what it maps to — and you cannot find out what any of it costs.
Adversa AI vs Garak
Garak Adversa AI price free not published free tier yes no pricing free none published self-serve yes no tests model only model, agent and application licence apache 2.0 proprietary compliance mapping none five named frameworks
switch for teams securing ai coding agents, where its current flagship is aimed.
pros
+ most itemised attack taxonomy across model, agent and application + maps to owasp asi, nist ai rmf, eu ai act, cosai and mitre + publishes named vulnerability research with real findings + continuous runtime testing rather than point-in-time only cons
− no pricing or self-serve path whatsoever − flagship narrowed to ai coding-agent runtime security − general red-teaming is now a companion service − no free tier to evaluate 3
PyRIT #4 in ai red-teaming tools · microsoft's mit-licensed red-team framework — build your own attacks, and the repository just moved.
79 /100 verdict the most flexible free option and the one that gives you least out of the box — it's a toolkit, not a scan.
PyRIT vs Garak
Garak PyRIT price free free free tier yes yes pricing free free self-serve yes yes tests model only whatever you build licence apache 2.0 mit compliance mapping none none
switch for security teams with engineering capacity who want to encode their own threat model.
pros
+ mit licence, maintained by microsoft + fully flexible — encode your own threat model + no account, no sales contact, no cost + built by and for practising red teams cons
− no out-of-box probe catalogue — significant setup effort − repository moved; the old azure location is archived − no published compliance-framework mapping − model-versus-application scoping is left to you advertisement
4
Lakera #5 in ai red-teaming tools · the only commercial vendor here you can start using without talking to anyone.
76 /100 verdict genuinely lower friction than anything else commercial here — with the red-teaming service sold separately from the product you can actually sign up for.
Lakera vs Garak
Garak Lakera price free free tier available free tier yes yes pricing free free tier; paid unpublished self-serve yes yes, for guardrails tests model only application layer, runtime licence apache 2.0 proprietary compliance mapping none owasp, via third party
switch for smaller teams wanting runtime guardrails in place before commissioning a red-team engagement.
pros
+ only commercial vendor here with free self-serve signup + covers direct and indirect prompt injection plus data leakage + model-agnostic runtime guardrails + active practitioner community and published playbooks cons
− pricing page shows no figures for any paid tier − red-teaming service is separate from the self-serve product − no first-party compliance-framework mapping found − red-team methodology and benchmarks not detailed 5
HiddenLayer #6 in ai red-teaming tools · fifty disclosed cves and thirty patents, across the broadest claimed scope here.
73 /100 verdict the most credible research track record among the commercial vendors, attached to product claims too broad to verify without a sales call.
HiddenLayer vs Garak
Garak HiddenLayer price free not published free tier yes no pricing free none published self-serve yes no tests model only supply chain, application, runtime licence apache 2.0 proprietary compliance mapping none none found
switch for enterprises wanting model supply-chain scanning alongside runtime protection from one vendor.
pros
+ 50+ disclosed cves and 30+ patents + model supply-chain scanning, rare in this category + spans discovery, supply chain, simulation and runtime + publishes an annual threat landscape report cons
− no pricing published at all − red-teaming methodology page returns 404 − attack coverage described broadly rather than itemised − no compliance-framework mapping found 6
SPLX #7 in ai red-teaming tools · publishes red-team findings against named frontier models, and open-sourced the agent-mapping half of its product.
71 /100 verdict the most useful free artefact of any commercial vendor here, alongside published attacks on models people actually use.
SPLX vs Garak
Garak SPLX price free not published free tier yes yes pricing free none published self-serve yes agentic radar only tests model only model, application and agent licence apache 2.0 open component, closed platform compliance mapping none generic, unnamed
switch for teams wanting to map an agent's tool graph for free before deciding whether to buy the platform.
pros
+ published red-team reports on gpt-5, claude opus 4.1 and grok 4 + agentic radar open-sourced for agent and tool mapping + covers model, application and agent layers + agentic red-teaming whitepaper published cons
− core platform pricing entirely undisclosed − no named compliance framework − agentic radar licence not verified − rebranded from splxai — older references are stale 7
Mindgard #8 in ai red-teaming tools · a hundred disclosures against systems you've heard of, from a lab with a decade of university research behind it.
68 /100 verdict the disclosure record is the argument, and it's a decent one — everything else about the commercial offer is behind a form.
Mindgard vs Garak
Garak Mindgard price free not published free tier yes no pricing free none published self-serve yes no tests model only model, application and agent licence apache 2.0 proprietary compliance mapping none none — soc 2 only
switch for buyers who weight demonstrated findings against real systems over published methodology.
pros
+ 100+ public disclosures naming real frontier systems + over a decade of university ai-security research heritage + covers model, application and agentic workflows + soc 2 type ii certified cons
− pricing page contains no pricing − no self-serve path at all − soc 2 is general infosec, not ai-framework mapping − no detailed public methodology document found 8
Gray Swan AI #9 in ai red-teaming tools · runs a public attack competition that finds real exploits — and describes its actual product in adjectives.
65 /100 verdict a genuinely novel model for finding novel attacks, wrapped around a commercial offer you cannot evaluate from outside.
Gray Swan AI vs Garak
Garak Gray Swan AI price free not published free tier yes yes pricing free none published self-serve yes arena only tests model only model and agent, scope vague licence apache 2.0 proprietary compliance mapping none none named
switch for frontier labs commissioning pre-release adversarial evaluation, and researchers wanting to compete.
pros
+ crowdsourced arena competition genuinely surfaces novel attacks + publishes system cards for frontier model evaluations + names deepmind, openai, anthropic and meta as partners + arena is openly accessible to researchers cons
− commercial products entirely sales-gated with no pricing − testing scope described in marketing language, not categories − no named compliance framework − most arena findings are unpublished 9
Repello AI #10 in ai red-teaming tools · a free scan you can run without a sales call, behind numbers nothing supports.
60 /100 verdict the free entry point is real and useful; the headline capability claims have no methodology, paper or benchmark behind them that we could find.
Repello AI vs Garak
Garak Repello AI price free free scan available free tier yes yes pricing free free scan; platform unpublished self-serve yes yes, for recon tests model only application and agent, black-box licence apache 2.0 proprietary compliance mapping none claimed, not itemised
switch for a no-commitment first look at how an application responds to adversarial input.
pros
+ free self-serve recon scan with no sales call + black-box and model-agnostic across major providers + covers agent autonomy and tool abuse explicitly + claims multimodal and 100+ language coverage cons
− 270+ vulnerability types claim has no supporting evidence − 15m attack patterns claim likewise unsupported − about and company pages return 404 − full platform pricing unpublished how these were compared every tool on this page went through the same test as Garak — same tasks, same order, scored the same way. the comparison tables are the figures from that testing, not vendor spec sheets.
the ai red-teaming tools test in full → was this useful?
yes · 0 no · 0
Promptfoo alternatives Adversa AI alternatives PyRIT alternatives Lakera alternatives HiddenLayer alternatives SPLX alternatives