Evidence floor met in this release.
CybersecurityStatePublished Observed runs125 Run dates7 Observed domains263
Published segment leaderboard
Cybersecurity: Problem-first research in the Machine Relations Index
This leaderboard uses only the Cybersecurity / Problem-first research segment denominator: 125 observed answer runs across 7 dates.
Segment-specific denominator. Not the overall domain denominator.
Release floor: 7 dates.
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.
| Rank | Source | Source role | Citation rate | Cited runs | Observed runs | Run dates | Confidence |
|---|---|---|---|---|---|---|---|
| #1 of 263 | Github.comgithub.com | Community and social platform | 18.40% | 23 | 125 | 7 | Unavailable |
| #2 of 263 | Redditreddit.com | Community and social platform | 16.00% | 20 | 125 | 7 | Unavailable |
| #3 of 263 | Mediummedium.com | Editorial publication | 12.80% | 16 | 125 | 7 | Unavailable |
| #4 of 263 | Microsoft.commicrosoft.com | Vendor-owned source | 12.00% | 15 | 125 | 7 | Unavailable |
| #5 of 263 | Cyber.carecyber.care | Other observed source | 11.20% | 14 | 125 | 7 | Unavailable |
| #6 of 263 | Nhimg.orgnhimg.org | Other observed source | 10.40% | 13 | 125 | 7 | Unavailable |
| #7 of 263 | Paloaltonetworks.compaloaltonetworks.com | Vendor-owned source | 8.80% | 11 | 125 | 7 | Unavailable |
| #8 of 263 | Underdefense.comunderdefense.com | Editorial publication | 8.80% | 11 | 125 | 7 | Unavailable |
| #9 of 263 | Splunk.comsplunk.com | Editorial publication | 8.00% | 10 | 125 | 7 | Unavailable |
| #10 of 263 | Iron-eye.coiron-eye.co | Other observed source | 7.20% | 9 | 125 | 7 | Unavailable |
| #11 of 263 | LinkedInlinkedin.com | Community and social platform | 7.20% | 9 | 125 | 7 | Unavailable |
| #12 of 263 | Swimlane.comswimlane.com | Other observed source | 7.20% | 9 | 125 | 7 | Unavailable |
| #13 of 263 | Alertops.comalertops.com | Other observed source | 6.40% | 8 | 125 | 7 | Unavailable |
| #14 of 263 | Huntress.comhuntress.com | Vendor-owned source | 6.40% | 8 | 125 | 7 | Unavailable |
| #15 of 263 | Sentinelone.comsentinelone.com | Vendor-owned source | 6.40% | 8 | 125 | 7 | Unavailable |
| #16 of 263 | Acronis.comacronis.com | Other observed source | 5.60% | 7 | 125 | 7 | Unavailable |
| #17 of 263 | Crowdstrike.comcrowdstrike.com | Vendor-owned source | 5.60% | 7 | 125 | 7 | Unavailable |
| #18 of 263 | D3security.comd3security.com | Other observed source | 5.60% | 7 | 125 | 7 | Unavailable |
| #19 of 263 | Fidelissecurity.comfidelissecurity.com | Other observed source | 5.60% | 7 | 125 | 7 | Unavailable |
| #20 of 263 | Powerdmarc.compowerdmarc.com | Other observed source | 5.60% | 7 | 125 | 7 | Unavailable |
| #21 of 263 | Prophetsecurity.aiprophetsecurity.ai | Other observed source | 5.60% | 7 | 125 | 7 | Unavailable |
| #22 of 263 | Senseon.iosenseon.io | Other observed source | 5.60% | 7 | 125 | 7 | Unavailable |
| #23 of 263 | Accountablehq.comaccountablehq.com | Other observed source | 4.80% | 6 | 125 | 7 | Unavailable |
| #24 of 263 | Cymulate.comcymulate.com | Other observed source | 4.80% | 6 | 125 | 7 | Unavailable |
| #25 of 263 | Elastic.coelastic.co | Other observed source | 4.80% | 6 | 125 | 7 | Unavailable |
| #26 of 263 | Ncsc.gov.ukncsc.gov.uk | Other observed source | 4.80% | 6 | 125 | 7 | Unavailable |
| #27 of 263 | Securesystems.comsecuresystems.com | Other observed source | 4.80% | 6 | 125 | 7 | Unavailable |
| #28 of 263 | Stellarcyber.aistellarcyber.ai | Vendor-owned source | 4.80% | 6 | 125 | 7 | Unavailable |
| #29 of 263 | TechRadartechradar.com | Editorial publication | 4.80% | 6 | 125 | 7 | Unavailable |
| #30 of 263 | Cisa.govcisa.gov | Academic and government source | 4.00% | 5 | 125 | 7 | Unavailable |
| #31 of 263 | Dropzone.aidropzone.ai | Other observed source | 4.00% | 5 | 125 | 7 | Unavailable |
| #32 of 263 | Ftc.govftc.gov | Academic and government source | 4.00% | 5 | 125 | 7 | Unavailable |
| #33 of 263 | Gitguardian.comgitguardian.com | Vendor-owned source | 4.00% | 5 | 125 | 7 | Unavailable |
| #34 of 263 | Gitlab.comgitlab.com | Other observed source | 4.00% | 5 | 125 | 7 | Unavailable |
| #35 of 263 | Hoxhunt.comhoxhunt.com | Other observed source | 4.00% | 5 | 125 | 7 | Unavailable |
| #36 of 263 | Manageengine.commanageengine.com | Other observed source | 4.00% | 5 | 125 | 7 | Unavailable |
| #37 of 263 | Nc.govnc.gov | Academic and government source | 4.00% | 5 | 125 | 7 | Unavailable |
| #38 of 263 | Owasp.orgowasp.org | Academic and government source | 4.00% | 5 | 125 | 7 | Unavailable |
| #39 of 263 | Solarwinds.comsolarwinds.com | Other observed source | 4.00% | 5 | 125 | 7 | Unavailable |
| #40 of 263 | Sreschool.comsreschool.com | Other observed source | 4.00% | 5 | 125 | 7 | Unavailable |
| #41 of 263 | Stackoverflow.comstackoverflow.com | Community and social platform | 4.00% | 5 | 125 | 7 | Unavailable |
| #42 of 263 | Vectra.aivectra.ai | Other observed source | 4.00% | 5 | 125 | 7 | Unavailable |
| #43 of 263 | YouTubeyoutube.com | Search or media platform | 4.00% | 5 | 125 | 7 | Unavailable |
| #44 of 263 | Bigpanda.iobigpanda.io | Other observed source | 3.20% | 4 | 125 | 7 | Unavailable |
| #45 of 263 | Crogl.comcrogl.com | Other observed source | 3.20% | 4 | 125 | 7 | Unavailable |
| #46 of 263 | Dpsolutions.comdpsolutions.com | Other observed source | 3.20% | 4 | 125 | 7 | Unavailable |
| #47 of 263 | Gomboc.aigomboc.ai | Other observed source | 3.20% | 4 | 125 | 7 | Unavailable |
| #48 of 263 | Helxon.comhelxon.com | Other observed source | 3.20% | 4 | 125 | 7 | Unavailable |
| #49 of 263 | Indusface.comindusface.com | Other observed source | 3.20% | 4 | 125 | 7 | Unavailable |
| #50 of 263 | Infracloud.ioinfracloud.io | Other observed source | 3.20% | 4 | 125 | 7 | Unavailable |
| #51 of 263 | Ironnet.comironnet.com | Other observed source | 3.20% | 4 | 125 | 7 | Unavailable |
| #52 of 263 | IT Security Guruitsecurityguru.org | Editorial publication | 3.20% | 4 | 125 | 7 | Unavailable |
| #53 of 263 | Logicmonitor.comlogicmonitor.com | Editorial publication | 3.20% | 4 | 125 | 7 | Unavailable |
| #54 of 263 | Netacea.comnetacea.com | Other observed source | 3.20% | 4 | 125 | 7 | Unavailable |
| #55 of 263 | Ninjaone.comninjaone.com | Other observed source | 3.20% | 4 | 125 | 7 | Unavailable |
| #56 of 263 | Oneuptime.comoneuptime.com | Other observed source | 3.20% | 4 | 125 | 7 | Unavailable |
| #57 of 263 | Phishskill.comphishskill.com | Other observed source | 3.20% | 4 | 125 | 7 | Unavailable |
| #58 of 263 | Rootly.comrootly.com | Other observed source | 3.20% | 4 | 125 | 7 | Unavailable |
| #59 of 263 | Salesforce.comsalesforce.com | Vendor-owned source | 3.20% | 4 | 125 | 7 | Unavailable |
| #60 of 263 | Substack.comsubstack.com | Community and social platform | 3.20% | 4 | 125 | 7 | Unavailable |
| #61 of 263 | TechTargettechtarget.com | Editorial publication | 3.20% | 4 | 125 | 7 | Unavailable |
| #62 of 263 | Adaptivesecurity.comadaptivesecurity.com | Other observed source | 2.40% | 3 | 125 | 7 | Unavailable |
| #63 of 263 | Athenasecuritygroup.aiathenasecuritygroup.ai | Other observed source | 2.40% | 3 | 125 | 7 | Unavailable |
| #64 of 263 | Cms.govcms.gov | Academic and government source | 2.40% | 3 | 125 | 7 | Unavailable |
| #65 of 263 | Croninity.comcroninity.com | Other observed source | 2.40% | 3 | 125 | 7 | Unavailable |
| #66 of 263 | Csoonline.comcsoonline.com | Other observed source | 2.40% | 3 | 125 | 7 | Unavailable |
| #67 of 263 | Cyberduo.comcyberduo.com | Other observed source | 2.40% | 3 | 125 | 7 | Unavailable |
| #68 of 263 | Defense.govdefense.gov | Academic and government source | 2.40% | 3 | 125 | 7 | Unavailable |
| #69 of 263 | Discovercybersolutions.comdiscovercybersolutions.com | Other observed source | 2.40% | 3 | 125 | 7 | Unavailable |
| #70 of 263 | Getwatchtower.iogetwatchtower.io | Other observed source | 2.40% | 3 | 125 | 7 | Unavailable |
| #71 of 263 | Hacware.comhacware.com | Other observed source | 2.40% | 3 | 125 | 7 | Unavailable |
| #72 of 263 | Harness.ioharness.io | Editorial publication | 2.40% | 3 | 125 | 7 | Unavailable |
| #73 of 263 | Ionix.ioionix.io | Other observed source | 2.40% | 3 | 125 | 7 | Unavailable |
| #74 of 263 | Iu.eduiu.edu | Academic and government source | 2.40% | 3 | 125 | 7 | Unavailable |
| #75 of 263 | Mspprocess.commspprocess.com | Other observed source | 2.40% | 3 | 125 | 7 | Unavailable |
| #76 of 263 | Orca.securityorca.security | Vendor-owned source | 2.40% | 3 | 125 | 7 | Unavailable |
| #77 of 263 | Proofpoint.comproofpoint.com | Other observed source | 2.40% | 3 | 125 | 7 | Unavailable |
| #78 of 263 | Radiantsecurity.airadiantsecurity.ai | Other observed source | 2.40% | 3 | 125 | 7 | Unavailable |
| #79 of 263 | Reviewmyemails.comreviewmyemails.com | Editorial publication | 2.40% | 3 | 125 | 7 | Unavailable |
| #80 of 263 | Sangfor.comsangfor.com | Other observed source | 2.40% | 3 | 125 | 7 | Unavailable |
| #81 of 263 | Servicenow.comservicenow.com | Vendor-owned source | 2.40% | 3 | 125 | 7 | Unavailable |
| #82 of 263 | Shuffler.ioshuffler.io | Other observed source | 2.40% | 3 | 125 | 7 | Unavailable |
| #83 of 263 | Spiceworks (Profile Post Only)spiceworks.com | Editorial publication | 2.40% | 3 | 125 | 7 | Unavailable |
| #84 of 263 | Strangebee.comstrangebee.com | Other observed source | 2.40% | 3 | 125 | 7 | Unavailable |
| #85 of 263 | Swiftorial.comswiftorial.com | Other observed source | 2.40% | 3 | 125 | 7 | Unavailable |
| #86 of 263 | Sysdig.comsysdig.com | Other observed source | 2.40% | 3 | 125 | 7 | Unavailable |
| #87 of 263 | Thisisanitsupportgroup.comthisisanitsupportgroup.com | Other observed source | 2.40% | 3 | 125 | 7 | Unavailable |
| #88 of 263 | Utk.eduutk.edu | Academic and government source | 2.40% | 3 | 125 | 7 | Unavailable |
| #89 of 263 | Amarok.comamarok.com | Other observed source | 1.60% | 2 | 125 | 7 | Unavailable |
| #90 of 263 | Arxiv.orgarxiv.org | Academic and government source | 1.60% | 2 | 125 | 7 | Unavailable |
| #91 of 263 | Beefed.aibeefed.ai | Other observed source | 1.60% | 2 | 125 | 7 | Unavailable |
| #92 of 263 | Bitlyftair.aibitlyftair.ai | Other observed source | 1.60% | 2 | 125 | 7 | Unavailable |
| #93 of 263 | Blazeguard.ioblazeguard.io | Other observed source | 1.60% | 2 | 125 | 7 | Unavailable |
| #94 of 263 | Checkpoint.comcheckpoint.com | Vendor-owned source | 1.60% | 2 | 125 | 7 | Unavailable |
| #95 of 263 | Cofense.comcofense.com | Other observed source | 1.60% | 2 | 125 | 7 | Unavailable |
| #96 of 263 | Corelight.comcorelight.com | Other observed source | 1.60% | 2 | 125 | 7 | Unavailable |
| #97 of 263 | Cybersecurity-excellence-awards.comcybersecurity-excellence-awards.com | Other observed source | 1.60% | 2 | 125 | 7 | Unavailable |
| #98 of 263 | Dev.todev.to | Community and social platform | 1.60% | 2 | 125 | 7 | Unavailable |
| #99 of 263 | Exabeam.comexabeam.com | Other observed source | 1.60% | 2 | 125 | 7 | Unavailable |
| #100 of 263 | Facebook.comfacebook.com | Community and social platform | 1.60% | 2 | 125 | 7 | Unavailable |
Showing the first 100 rows from 263 observed domains.
Release and boundary
How to cite this segment
Cybersecurity / Problem-first research: 263 observed source domains in the leaderboard, 2026-05-10 to 2026-09-18, mri_score_v2.0, mri_score_v2.0+2026-09-18+8fa38e54dd0a, https://machinerelations.ai/index/categories/cybersecurity/problem_first.
Release mri_score_v2.0+2026-09-18+8fa38e54dd0a; methodology mri_score_v2.0; generated 2026-09-18; window 2026-05-10 to 2026-09-18; artifact 8fa38e54dd0a.
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.