Cybersecurity

Published segment leaderboard

Cybersecurity: Problem-first research in the Machine Relations Index

This leaderboard uses only the Cybersecurity / Problem-first research segment denominator: 264 observed answer runs across 12 dates.

MarkdownPublic JSONRelease manifest
StatePublished

Evidence floor met in this release.

Observed runs264

Segment-specific denominator. Not the overall domain denominator.

Run dates12

Release floor: 7 dates.

Observed domains414

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 414Github.comgithub.comCommunity and social platform18.18%4826412
#2 of 414Nhimg.orgnhimg.orgOther observed source13.26%3526412
#3 of 414Microsoft.commicrosoft.comVendor-owned source10.98%2926412
#4 of 414Mediummedium.comCommunity and social platform8.33%2226412
#5 of 414Huntress.comhuntress.comVendor-owned source7.95%2126412
#6 of 414Paloaltonetworks.compaloaltonetworks.comVendor-owned source7.58%2026412
#7 of 414Redditreddit.comCommunity and social platform7.58%2026412
#8 of 414Underdefense.comunderdefense.comOther observed source7.58%2026412
#9 of 414Cyber.carecyber.careOther observed source6.82%1826412
#10 of 414Vectra.aivectra.aiVendor-owned source6.44%1726412
#11 of 414Splunk.comsplunk.comVendor-owned source6.06%1626412
#12 of 414Cisa.govcisa.govAcademic and government source5.68%1526412
#13 of 414Swimlane.comswimlane.comOther observed source5.68%1526412
#14 of 414Adaptivesecurity.comadaptivesecurity.comOther observed source5.30%1426412
#15 of 414Senseon.iosenseon.ioOther observed source5.30%1426412
#16 of 414Stellarcyber.aistellarcyber.aiVendor-owned source5.30%1426412
#17 of 414Elastic.coelastic.coOther observed source4.92%1326412
#18 of 414Helxon.comhelxon.comOther observed source4.92%1326412
#19 of 414Iron-eye.coiron-eye.coOther observed source4.92%1326412
#20 of 414LinkedInlinkedin.comCommunity and social platform4.55%1226412
#21 of 414Ncsc.gov.ukncsc.gov.ukOther observed source4.55%1226412
#22 of 414TechRadartechradar.comEditorial publication4.55%1226412
#23 of 414Fidelissecurity.comfidelissecurity.comOther observed source4.17%1126412
#24 of 414Sentinelone.comsentinelone.comVendor-owned source4.17%1126412
#25 of 414Accountablehq.comaccountablehq.comOther observed source3.79%1026412
#26 of 414Acronis.comacronis.comOther observed source3.79%1026412
#27 of 414Hoxhunt.comhoxhunt.comOther observed source3.79%1026412
#28 of 414Panther.companther.comOther observed source3.79%1026412
#29 of 414Alertops.comalertops.comOther observed source3.41%926412
#30 of 414Crowdstrike.comcrowdstrike.comVendor-owned source3.41%926412
#31 of 414Cymulate.comcymulate.comOther observed source3.41%926412
#32 of 414D3security.comd3security.comOther observed source3.41%926412
#33 of 414Gitguardian.comgitguardian.comVendor-owned source3.41%926412
#34 of 414Gitlab.comgitlab.comOther observed source3.41%926412
#35 of 414Manageengine.commanageengine.comOther observed source3.41%926412
#36 of 414Bigpanda.iobigpanda.ioOther observed source3.03%826412
#37 of 414Github.iogithub.ioOther observed source3.03%826412
#38 of 414Powerdmarc.compowerdmarc.comOther observed source3.03%826412
#39 of 414Prophetsecurity.aiprophetsecurity.aiVendor-owned source3.03%826412
#40 of 414TechTargettechtarget.comEditorial publication3.03%826412
#41 of 414Decryption Digestdecryptiondigest.comOther observed source2.65%726412
#42 of 414Ftc.govftc.govAcademic and government source2.65%726412
#43 of 414Rootly.comrootly.comMarket and company database2.65%726412
#44 of 414Salesforce.comsalesforce.comVendor-owned source2.65%726412
#45 of 414Arxiv.orgarxiv.orgAcademic and government source2.27%626412
#46 of 414Checkpoint.comcheckpoint.comVendor-owned source2.27%626412
#47 of 414Crogl.comcrogl.comOther observed source2.27%626412
#48 of 414Getwatchtower.iogetwatchtower.ioOther observed source2.27%626412
#49 of 414Ionix.ioionix.ioOther observed source2.27%626412
#50 of 414Ironnet.comironnet.comOther observed source2.27%626412
#51 of 414IT Proitpro.comEditorial publication2.27%626412
#52 of 414LogicMonitorlogicmonitor.comOther observed source2.27%626412
#53 of 414Oneuptime.comoneuptime.comOther observed source2.27%626412
#54 of 414SC Mediascworld.comEditorial publication2.27%626412
#55 of 414Securesystems.comsecuresystems.comOther observed source2.27%626412
#56 of 414Substack.comsubstack.comCommunity and social platform2.27%626412
#57 of 414CSO Onlinecsoonline.comMarket and company database1.89%526412
#58 of 414Cyberdefenders.orgcyberdefenders.orgOther observed source1.89%526412
#59 of 414Defense.govdefense.govAcademic and government source1.89%526412
#60 of 414Dropzone.aidropzone.aiOther observed source1.89%526412
#61 of 414Fencer.devfencer.devOther observed source1.89%526412
#62 of 414Gomboc.aigomboc.aiOther observed source1.89%526412
#63 of 414Hacware.comhacware.comOther observed source1.89%526412
#64 of 414Nc.govnc.govAcademic and government source1.89%526412
#65 of 414Owasp.orgowasp.orgAcademic and government source1.89%526412
#66 of 414Phinsecurity.comphinsecurity.comVendor-owned source1.89%526412
#67 of 414Proofpoint.comproofpoint.comOther observed source1.89%526412
#68 of 414Secure.comsecure.comOther observed source1.89%526412
#69 of 414Solarwinds.comsolarwinds.comOther observed source1.89%526412
#70 of 414Sreschool.comsreschool.comOther observed source1.89%526412
#71 of 414Stackoverflow.comstackoverflow.comCommunity and social platform1.89%526412
#72 of 414Torq.iotorq.ioOther observed source1.89%526412
#73 of 414Workato.comworkato.comOther observed source1.89%526412
#74 of 414YouTubeyoutube.comSearch or media platform1.89%526412
#75 of 414Aquasec.comaquasec.comVendor-owned source1.52%426412
#76 of 414Athenasecuritygroup.aiathenasecuritygroup.aiVendor-owned source1.52%426412
#77 of 414Atlassian.comatlassian.comVendor-owned source1.52%426412
#78 of 414Cms.govcms.govAcademic and government source1.52%426412
#79 of 414Cyberaware.comcyberaware.comOther observed source1.52%426412
#80 of 414Cyflare.comcyflare.comOther observed source1.52%426412
#81 of 414Deepwatch.comdeepwatch.comVendor-owned source1.52%426412
#82 of 414Dpsolutions.comdpsolutions.comOther observed source1.52%426412
#83 of 414Freshdesk.comfreshdesk.comOther observed source1.52%426412
#84 of 414Ibm.comibm.comVendor-owned source1.52%426412
#85 of 414Indusface.comindusface.comOther observed source1.52%426412
#86 of 414Infracloud.ioinfracloud.ioOther observed source1.52%426412
#87 of 414Intenax.comintenax.comOther observed source1.52%426412
#88 of 414IT Security Guruitsecurityguru.orgOther observed source1.52%426412
#89 of 414Ituonline.comituonline.comOther observed source1.52%426412
#90 of 414Justice.gov.ukjustice.gov.ukOther observed source1.52%426412
#91 of 414Knowbe4.comknowbe4.comOther observed source1.52%426412
#92 of 414Netacea.comnetacea.comOther observed source1.52%426412
#93 of 414Ninjaone.comninjaone.comOther observed source1.52%426412
#94 of 414Orca.securityorca.securityVendor-owned source1.52%426412
#95 of 414Phishskill.comphishskill.comOther observed source1.52%426412
#96 of 414Praetorian.compraetorian.comOther observed source1.52%426412
#97 of 414Prudentconsulting.comprudentconsulting.comOther observed source1.52%426412
#98 of 414Rapid7.comrapid7.comVendor-owned source1.52%426412
#99 of 414Sangfor.comsangfor.comOther observed source1.52%426412
#100 of 414Snyk.iosnyk.ioVendor-owned source1.52%426412

Showing the first 100 rows from 414 observed domains.

Cite this
Citation
Machine Relations Index (MRI), Machine Relations Research — machinerelations.ai. Cybersecurity / Problem-first research: 414 observed source domains in the leaderboard, measured on 264 observed runs across 12 distinct run dates, 2026-05-10 to 2026-11-02. Release mri_score_v2.1+2026-11-02+f9aaeca0db15. https://machinerelations.ai/index/categories/cybersecurity/problem_first. CC BY 4.0.
APA
Parrott, J. (2026). Cybersecurity / Problem-first research in the Machine Relations Index (Version mri_score_v2.1+2026-11-02+f9aaeca0db15) [Data set]. Machine Relations Research. https://machinerelations.ai/index/categories/cybersecurity/problem_first https://doi.org/10.5281/zenodo.23652423
BibTeX
@misc{parrott2026mricybersecurityproblemfirst,
  author = {Parrott, Jaxon},
  title = {Cybersecurity / Problem-first research 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/cybersecurity/problem_first},
  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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