AI Security & Privacy

Published segment leaderboard

AI Security & Privacy: Best tools in the Machine Relations Index

This leaderboard uses only the AI Security & Privacy / Best tools segment denominator: 298 observed answer runs across 13 dates.

MarkdownPublic JSONRelease manifest
StatePublished

Evidence floor met in this release.

Observed runs298

Segment-specific denominator. Not the overall domain denominator.

Run dates13

Release floor: 7 dates.

Observed domains448

Only released domains with evidence in this exact segment.

Leaderboard

Segment-specific cited sources

Rates, runs and rank are the producer's segment-specific values. Overall domain rates and engine breadth are not used as category rates.

RankSourceSource roleCitation rateCited runsObserved runsRun dates
#1 of 448Arxiv.orgarxiv.orgAcademic and government source34.23%10229813
#2 of 448Getmaxim.aigetmaxim.aiOther observed source26.85%8029813
#3 of 448Futureagi.comfutureagi.comOther observed source17.79%5329813
#4 of 448Mediummedium.comCommunity and social platform17.11%5129813
#5 of 448Amazon.comamazon.comOther observed source14.09%4229813
#6 of 448Dev.todev.toCommunity and social platform13.76%4129813
#7 of 448Galileo.aigalileo.aiOther observed source13.42%4029813
#8 of 448Owasp.orgowasp.orgAcademic and government source10.74%3229813
#9 of 448YouTubeyoutube.comSearch or media platform10.74%3229813
#10 of 448Getlimina.aigetlimina.aiOther observed source10.40%3129813
#11 of 448Github.comgithub.comCommunity and social platform9.40%2829813
#12 of 448Openai.comopenai.comVendor-owned source9.40%2829813
#13 of 448Redditreddit.comCommunity and social platform9.06%2729813
#14 of 448Render.comrender.comOther observed source8.39%2529813
#15 of 448Microsoft.commicrosoft.comVendor-owned source7.38%2229813
#16 of 448Truefoundry.comtruefoundry.comVendor-owned source7.38%2229813
#17 of 448Datastreamer.iodatastreamer.ioOther observed source7.05%2129813
#18 of 448Grepture.comgrepture.comOther observed source7.05%2129813
#19 of 448Witness.aiwitness.aiOther observed source7.05%2129813
#20 of 448Enkryptai.comenkryptai.comVendor-owned source6.71%2029813
#21 of 448Generalanalysis.comgeneralanalysis.comOther observed source6.71%2029813
#22 of 448Bigdataboutique.combigdataboutique.comOther observed source6.38%1929813
#23 of 448Aisecurityandsafety.orgaisecurityandsafety.orgOther observed source5.70%1729813
#24 of 448Datadoghq.comdatadoghq.comOther observed source5.70%1729813
#25 of 448Devopsschool.comdevopsschool.comOther observed source5.70%1729813
#26 of 448Privacyfilter.runprivacyfilter.runOther observed source5.70%1729813
#27 of 448Appsecsanta.comappsecsanta.comOther observed source5.37%1629813
#28 of 448Philterd.aiphilterd.aiOther observed source5.37%1629813
#29 of 448Redhat.comredhat.comVendor-owned source5.37%1629813
#30 of 448Lakera.ailakera.aiVendor-owned source5.03%1529813
#31 of 448Neuraltrust.aineuraltrust.aiOther observed source5.03%1529813
#32 of 448Strac.iostrac.ioVendor-owned source5.03%1529813
#33 of 448Wald.aiwald.aiOther observed source5.03%1529813
#34 of 448Splunk.comsplunk.comVendor-owned source4.70%1429813
#35 of 448Morphllm.commorphllm.comOther observed source4.36%1329813
#36 of 448Paloaltonetworks.compaloaltonetworks.comVendor-owned source4.36%1329813
#37 of 448Redactor.airedactor.aiOther observed source4.36%1329813
#38 of 448Wifitalents.comwifitalents.comAnalyst and consulting research4.36%1329813
#39 of 448Guardrailsai.comguardrailsai.comOther observed source4.03%1229813
#40 of 448Protecto.aiprotecto.aiOther observed source4.03%1229813
#41 of 448Confident-ai.comconfident-ai.comOther observed source3.69%1129813
#42 of 448Edenai.coedenai.coOther observed source3.69%1129813
#43 of 448Iri.comiri.comOther observed source3.69%1129813
#44 of 448LinkedInlinkedin.comCommunity and social platform3.69%1129813
#45 of 448Skeffling.netskeffling.netOther observed source3.69%1129813
#46 of 448Digitalapplied.comdigitalapplied.comVendor-owned source3.36%1029813
#47 of 448Guardrails.botguardrails.botOther observed source3.36%1029813
#48 of 448Justee.aijustee.aiOther observed source3.36%1029813
#49 of 448NIHnih.govAcademic and government source3.36%1029813
#50 of 448Teleskope.aiteleskope.aiOther observed source3.36%1029813
#51 of 448Zipdo.cozipdo.coAnalyst and consulting research3.36%1029813
#52 of 448Camotext.aicamotext.aiOther observed source3.02%929813
#53 of 448Fast.iofast.ioOther observed source3.02%929813
#54 of 448Github.iogithub.ioOther observed source3.02%929813
#55 of 448Gitnux.orggitnux.orgAnalyst and consulting research3.02%929813
#56 of 448Johnsnowlabs.comjohnsnowlabs.comVendor-owned source3.02%929813
#57 of 448Kalviumlabs.aikalviumlabs.aiOther observed source3.02%929813
#58 of 448Lasso.securitylasso.securityVendor-owned source3.02%929813
#59 of 448Lyzr.ailyzr.aiOther observed source3.02%929813
#60 of 448Myengineeringpath.devmyengineeringpath.devOther observed source3.02%929813
#61 of 448Safeprompt.devsafeprompt.devOther observed source3.02%929813
#62 of 448Beyondscale.techbeyondscale.techOther observed source2.68%829813
#63 of 448Braintrust.devbraintrust.devOther observed source2.68%829813
#64 of 448Budecosystem.combudecosystem.comOther observed source2.68%829813
#65 of 448Energent.aienergent.aiOther observed source2.68%829813
#66 of 448Fullcourtdefense.aifullcourtdefense.aiVendor-owned source2.68%829813
#67 of 448Gonitro.comgonitro.comOther observed source2.68%829813
#68 of 448Pii-redaction.compii-redaction.comOther observed source2.68%829813
#69 of 448Pii-tools.compii-tools.comOther observed source2.68%829813
#70 of 448Tonic.aitonic.aiOther observed source2.68%829813
#71 of 448Wiz.iowiz.ioVendor-owned source2.68%829813
#72 of 448Worldmetrics.orgworldmetrics.orgAnalyst and consulting research2.68%829813
#73 of 448Giskard.aigiskard.aiVendor-owned source2.35%729813
#74 of 448GlobeNewswireglobenewswire.comWire and press-release distribution2.35%729813
#75 of 448Infrabase.aiinfrabase.aiOther observed source2.35%729813
#76 of 448Mlflow.orgmlflow.orgVendor-owned source2.35%729813
#77 of 448Parse.glparse.glOther observed source2.35%729813
#78 of 448Pypi.orgpypi.orgOther observed source2.35%729813
#79 of 448Secureaillc.comsecureaillc.comOther observed source2.35%729813
#80 of 448Superwise.aisuperwise.aiOther observed source2.35%729813
#81 of 448Unstructured.iounstructured.ioVendor-owned source2.35%729813
#82 of 448Alice.ioalice.ioOther observed source2.01%629813
#83 of 448Aquilax.aiaquilax.aiVendor-owned source2.01%629813
#84 of 448Axiobench.comaxiobench.comAnalyst and consulting research2.01%629813
#85 of 448Blazestack.comblazestack.comOther observed source2.01%629813
#86 of 448Bridgekeeper.aibridgekeeper.aiOther observed source2.01%629813
#87 of 448Cisco.comcisco.comOther observed source2.01%629813
#88 of 448Clickhouse.comclickhouse.comOther observed source2.01%629813
#89 of 448Cloudthrill.cacloudthrill.caAnalyst and consulting research2.01%629813
#90 of 448Datacamp.comdatacamp.comOther observed source2.01%629813
#91 of 448Flowhunt.ioflowhunt.ioOther observed source2.01%629813
#92 of 448Huggingface.cohuggingface.coOther observed source2.01%629813
#93 of 448Idox.aiidox.aiVendor-owned source2.01%629813
#94 of 448Nvidia.comnvidia.comVendor-owned source2.01%629813
#95 of 448Predictionguard.compredictionguard.comOther observed source2.01%629813
#96 of 448Saferedact.appsaferedact.appOther observed source2.01%629813
#97 of 448Scmgalaxy.comscmgalaxy.comOther observed source2.01%629813
#98 of 448Akto.ioakto.ioVendor-owned source1.68%529813
#99 of 448Atlan.comatlan.comVendor-owned source1.68%529813
#100 of 448Augmentcode.comaugmentcode.comOther observed source1.68%529813

Showing the first 100 rows from 448 observed domains.

Cite this
Citation
Machine Relations Index (MRI), Machine Relations Research — machinerelations.ai. AI Security & Privacy / Best tools: 448 observed source domains in the leaderboard, measured on 298 observed runs across 13 distinct run dates, 2026-05-10 to 2026-11-02. Release mri_score_v2.1+2026-11-02+f9aaeca0db15. https://machinerelations.ai/index/categories/ai-security-privacy/best_x. CC BY 4.0.
APA
Parrott, J. (2026). AI Security & Privacy / Best tools in the Machine Relations Index (Version mri_score_v2.1+2026-11-02+f9aaeca0db15) [Data set]. Machine Relations Research. https://machinerelations.ai/index/categories/ai-security-privacy/best_x https://doi.org/10.5281/zenodo.23652423
BibTeX
@misc{parrott2026mriaisecurityprivacybestx,
  author = {Parrott, Jaxon},
  title = {AI Security \& Privacy / Best tools in the Machine Relations Index},
  year = {2026},
  version = {mri\_score\_v2.1+2026-11-02+f9aaeca0db15},
  publisher = {Machine Relations Research},
  url = {https://machinerelations.ai/index/categories/ai-security-privacy/best_x},
  doi = {10.5281/zenodo.23652423},
  license = {CC-BY-4.0},
  note = {Machine Relations Index (MRI), Machine Relations Research — machinerelations.ai}
}

CITATION.cff

Release and boundary

What this segment measures

Published November 2, 2026. The observation window runs May 10, 2026 to November 2, 2026. Methodology v2.1.

MRI measures observed root-domain citations inside monitored prompts. Segment rates are conditional on this sample and do not claim recommendation quality, traffic, placement availability, or commercial performance.

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