60 cited runs of 15,782 observed answer runs.
Machine Relations IndexCitation rate0.38% Days observed32/125 Engine breadth5 ConfidenceConfidence C
Source domain profile · Other observed source
Devopsschool.com in the Machine Relations Index
devopsschool.com appeared as a cited source in 60 of 15,782 monitored answer runs (0.38%) from 2026-05-10 to 2026-09-18.
Days cited and days observed in the current release window.
claude, gemini, google_ai_mode, google_ai_overviews, perplexity. This is an observed-engine list, not a per-engine rate.
MRI confidence is not an Answer-Source Fidelity grade.
Standing
Population ranks from the public release
- Public standing
- #158 of 22,179 observed domains
- Full universe
- #158 of 22,179
- Source role population
- #32 of 18,623
- Evidence-qualified source role
- #32 of 185
Segment evidence
Observed category and question-shape rows
Segment rates use the exact category/question-shape denominator. Collecting rows show sample progress only; null or missing rates are not rendered as 0%.
| Category | Question shape | State | Cited runs | Observed runs | Run dates | Rate | Confidence | Rank population |
|---|---|---|---|---|---|---|---|---|
| AI Infrastructure | Top lists | Published | 12 | 108 | 7 | 11.11% | Unavailable | #17 of 270 |
| AI Security & Privacy | Best tools | Published | 12 | 136 | 7 | 8.82% | Unavailable | #20 of 275 |
| AI Security & Privacy | Is it worth it | Published | 1 | 130 | 7 | 0.77% | Unavailable | #191 of 330 |
| AI Security & Privacy | Top lists | Published | 1 | 106 | 7 | 0.94% | Unavailable | #192 of 313 |
| AI Visibility & GEO | How buyers choose | Published | 1 | 113 | 7 | 0.88% | Unavailable | #226 of 448 |
| AI Visibility & GEO | Top lists | Published | 2 | 71 | 7 | 2.82% | Unavailable | #89 of 412 |
| Cybersecurity | Is it worth it | Published | 1 | 131 | 7 | 0.76% | Unavailable | #144 of 227 |
| Family Software | Problem-first research | Published | 1 | 108 | 7 | 0.93% | Unavailable | #126 of 195 |
| Fintech | How buyers choose | Published | 2 | 102 | 7 | 1.96% | Unavailable | #75 of 170 |
| Fintech | News-driven citations | Published | 5 | 616 | 53 | 0.81% | Unavailable | #237 of 1,531 |
| Legacy News Topics | News-driven citations | Published | 21 | 2,138 | 54 | 0.98% | Unavailable | #128 of 4,025 |
| Martech & Advertising | News-driven citations | Published | 1 | 602 | 53 | 0.17% | Unavailable | #703 of 1,244 |
Published segments: 12. Collecting segments: 0.
Release and boundary
How to cite this profile
Devopsschool.com (devopsschool.com), 0.38% citation rate, 60 of 15,782 monitored answer runs, 2026-05-10 to 2026-09-18, mri_score_v2.0, mri_score_v2.0+2026-09-18+8fa38e54dd0a, https://machinerelations.ai/index/domains/devopsschool.com.
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.
The public dataset reports citation rates, rankings, and evidence counts. It excludes internal query identifiers, raw cited URLs, and answer-engine provider payloads. MRI measures observed root-domain citations in monitored prompts, not all AI answers, recommendation quality, web traffic or commercial performance. A citation is not source support.
AuthorityTech publication intelligence projection is a downstream practitioner projection. It is not source evidence, citation provenance, or sameAs identity for the neutral dataset.