Evidence floor met in this release.
AI InfrastructureStatePublished Observed runs77 Run dates7 Observed domains204
Published segment leaderboard
AI Infrastructure: Best tools in the Machine Relations Index
This leaderboard uses only the AI Infrastructure / Best tools segment denominator: 77 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 204 | Mediummedium.com | Editorial publication | 46.75% | 36 | 77 | 7 | Unavailable |
| #2 of 204 | YouTubeyoutube.com | Search or media platform | 28.57% | 22 | 77 | 7 | Unavailable |
| #3 of 204 | Redditreddit.com | Community and social platform | 25.97% | 20 | 77 | 7 | Unavailable |
| #4 of 204 | Bentoml.combentoml.com | Other observed source | 22.08% | 17 | 77 | 7 | Unavailable |
| #5 of 204 | Firecrawl.devfirecrawl.dev | Other observed source | 19.48% | 15 | 77 | 7 | Unavailable |
| #6 of 204 | Arxiv.orgarxiv.org | Academic and government source | 18.18% | 14 | 77 | 7 | Unavailable |
| #7 of 204 | Deploybase.aideploybase.ai | Other observed source | 18.18% | 14 | 77 | 7 | Unavailable |
| #8 of 204 | Spheron.networkspheron.network | Other observed source | 16.88% | 13 | 77 | 7 | Unavailable |
| #9 of 204 | Zenml.iozenml.io | Editorial publication | 16.88% | 13 | 77 | 7 | Unavailable |
| #10 of 204 | Huggingface.cohuggingface.co | Other observed source | 15.58% | 12 | 77 | 7 | Unavailable |
| #11 of 204 | Betterprogramming.pubbetterprogramming.pub | Other observed source | 12.99% | 10 | 77 | 7 | Unavailable |
| #12 of 204 | Gmicloud.aigmicloud.ai | Other observed source | 12.99% | 10 | 77 | 7 | Unavailable |
| #13 of 204 | LinkedInlinkedin.com | Community and social platform | 12.99% | 10 | 77 | 7 | Unavailable |
| #14 of 204 | Redis.ioredis.io | Other observed source | 12.99% | 10 | 77 | 7 | Unavailable |
| #15 of 204 | Digitalapplied.comdigitalapplied.com | Other observed source | 10.39% | 8 | 77 | 7 | Unavailable |
| #16 of 204 | Atlan.comatlan.com | Vendor-owned source | 9.09% | 7 | 77 | 7 | Unavailable |
| #17 of 204 | Encore.devencore.dev | Other observed source | 9.09% | 7 | 77 | 7 | Unavailable |
| #18 of 204 | Github.comgithub.com | Community and social platform | 9.09% | 7 | 77 | 7 | Unavailable |
| #19 of 204 | Mbrenndoerfer.commbrenndoerfer.com | Other observed source | 9.09% | 7 | 77 | 7 | Unavailable |
| #20 of 204 | Runpod.iorunpod.io | Other observed source | 9.09% | 7 | 77 | 7 | Unavailable |
| #21 of 204 | Salttechno.aisalttechno.ai | Other observed source | 9.09% | 7 | 77 | 7 | Unavailable |
| #22 of 204 | Actian.comactian.com | Other observed source | 7.79% | 6 | 77 | 7 | Unavailable |
| #23 of 204 | Cake.aicake.ai | Other observed source | 7.79% | 6 | 77 | 7 | Unavailable |
| #24 of 204 | Genaizurich.chgenaizurich.ch | Other observed source | 7.79% | 6 | 77 | 7 | Unavailable |
| #25 of 204 | Jarvislabs.aijarvislabs.ai | Other observed source | 7.79% | 6 | 77 | 7 | Unavailable |
| #26 of 204 | Lyceum.technologylyceum.technology | Other observed source | 7.79% | 6 | 77 | 7 | Unavailable |
| #27 of 204 | Microsoft.commicrosoft.com | Vendor-owned source | 7.79% | 6 | 77 | 7 | Unavailable |
| #28 of 204 | Milvus.iomilvus.io | Other observed source | 7.79% | 6 | 77 | 7 | Unavailable |
| #29 of 204 | Particula.techparticula.tech | Other observed source | 7.79% | 6 | 77 | 7 | Unavailable |
| #30 of 204 | Pingcap.compingcap.com | Other observed source | 7.79% | 6 | 77 | 7 | Unavailable |
| #31 of 204 | Seeklogo.comseeklogo.com | Other observed source | 7.79% | 6 | 77 | 7 | Unavailable |
| #32 of 204 | Substack.comsubstack.com | Community and social platform | 7.79% | 6 | 77 | 7 | Unavailable |
| #33 of 204 | Yahooyahoo.com | Editorial publication | 7.79% | 6 | 77 | 7 | Unavailable |
| #34 of 204 | Yottalabs.aiyottalabs.ai | Other observed source | 7.79% | 6 | 77 | 7 | Unavailable |
| #35 of 204 | Dev.todev.to | Community and social platform | 6.49% | 5 | 77 | 7 | Unavailable |
| #36 of 204 | Emasterlabs.comemasterlabs.com | Other observed source | 6.49% | 5 | 77 | 7 | Unavailable |
| #37 of 204 | Github.iogithub.io | Other observed source | 6.49% | 5 | 77 | 7 | Unavailable |
| #38 of 204 | Inferenceengineering.techinferenceengineering.tech | Other observed source | 6.49% | 5 | 77 | 7 | Unavailable |
| #39 of 204 | Mixpeek.commixpeek.com | Other observed source | 6.49% | 5 | 77 | 7 | Unavailable |
| #40 of 204 | Pecollective.compecollective.com | Other observed source | 6.49% | 5 | 77 | 7 | Unavailable |
| #41 of 204 | Techsy.iotechsy.io | Other observed source | 6.49% | 5 | 77 | 7 | Unavailable |
| #42 of 204 | Thenewstack.iothenewstack.io | Editorial publication | 6.49% | 5 | 77 | 7 | Unavailable |
| #43 of 204 | Acm.orgacm.org | Academic and government source | 5.19% | 4 | 77 | 7 | Unavailable |
| #44 of 204 | Awesomeagents.aiawesomeagents.ai | Other observed source | 5.19% | 4 | 77 | 7 | Unavailable |
| #45 of 204 | Datacamp.comdatacamp.com | Market and company database | 5.19% | 4 | 77 | 7 | Unavailable |
| #46 of 204 | Digitalocean.comdigitalocean.com | Other observed source | 5.19% | 4 | 77 | 7 | Unavailable |
| #47 of 204 | Gigagpu.comgigagpu.com | Other observed source | 5.19% | 4 | 77 | 7 | Unavailable |
| #48 of 204 | Inference.netinference.net | Other observed source | 5.19% | 4 | 77 | 7 | Unavailable |
| #49 of 204 | Koyeb.comkoyeb.com | Other observed source | 5.19% | 4 | 77 | 7 | Unavailable |
| #50 of 204 | Lushbinary.comlushbinary.com | Other observed source | 5.19% | 4 | 77 | 7 | Unavailable |
| #51 of 204 | N1n.ain1n.ai | Other observed source | 5.19% | 4 | 77 | 7 | Unavailable |
| #52 of 204 | Redhat.comredhat.com | Vendor-owned source | 5.19% | 4 | 77 | 7 | Unavailable |
| #53 of 204 | Rubrik.comrubrik.com | Other observed source | 5.19% | 4 | 77 | 7 | Unavailable |
| #54 of 204 | Towardsai.nettowardsai.net | Other observed source | 5.19% | 4 | 77 | 7 | Unavailable |
| #55 of 204 | Altexsoft.comaltexsoft.com | Other observed source | 3.90% | 3 | 77 | 7 | Unavailable |
| #56 of 204 | Amazon.comamazon.com | Editorial publication | 3.90% | 3 | 77 | 7 | Unavailable |
| #57 of 204 | Analyticsvidhya.comanalyticsvidhya.com | Market and company database | 3.90% | 3 | 77 | 7 | Unavailable |
| #58 of 204 | Clore.aiclore.ai | Other observed source | 3.90% | 3 | 77 | 7 | Unavailable |
| #59 of 204 | Databricks.comdatabricks.com | Vendor-owned source | 3.90% | 3 | 77 | 7 | Unavailable |
| #60 of 204 | Easecloud.ioeasecloud.io | Other observed source | 3.90% | 3 | 77 | 7 | Unavailable |
| #61 of 204 | Fast.iofast.io | Other observed source | 3.90% | 3 | 77 | 7 | Unavailable |
| #62 of 204 | Futureagi.comfutureagi.com | Other observed source | 3.90% | 3 | 77 | 7 | Unavailable |
| #63 of 204 | Hyperstack.cloudhyperstack.cloud | Other observed source | 3.90% | 3 | 77 | 7 | Unavailable |
| #64 of 204 | Iternal.aiiternal.ai | Other observed source | 3.90% | 3 | 77 | 7 | Unavailable |
| #65 of 204 | Leetllm.comleetllm.com | Other observed source | 3.90% | 3 | 77 | 7 | Unavailable |
| #66 of 204 | Liveblocks.ioliveblocks.io | Other observed source | 3.90% | 3 | 77 | 7 | Unavailable |
| #67 of 204 | Localaimaster.comlocalaimaster.com | Other observed source | 3.90% | 3 | 77 | 7 | Unavailable |
| #68 of 204 | Nvidia.comnvidia.com | Vendor-owned source | 3.90% | 3 | 77 | 7 | Unavailable |
| #69 of 204 | Plainenglish.ioplainenglish.io | Vendor-owned source | 3.90% | 3 | 77 | 7 | Unavailable |
| #70 of 204 | Truefoundry.comtruefoundry.com | Vendor-owned source | 3.90% | 3 | 77 | 7 | Unavailable |
| #71 of 204 | Watercrawl.devwatercrawl.dev | Other observed source | 3.90% | 3 | 77 | 7 | Unavailable |
| #72 of 204 | Wikipediawikipedia.org | Academic and government source | 3.90% | 3 | 77 | 7 | Unavailable |
| #73 of 204 | Zilliz.comzilliz.com | Other observed source | 3.90% | 3 | 77 | 7 | Unavailable |
| #74 of 204 | 21medien.de21medien.de | Other observed source | 2.60% | 2 | 77 | 7 | Unavailable |
| #75 of 204 | Acecloud.aiacecloud.ai | Other observed source | 2.60% | 2 | 77 | 7 | Unavailable |
| #76 of 204 | Aimultiple.comaimultiple.com | Editorial publication | 2.60% | 2 | 77 | 7 | Unavailable |
| #77 of 204 | Ainative.studioainative.studio | Other observed source | 2.60% | 2 | 77 | 7 | Unavailable |
| #78 of 204 | Anyscale.comanyscale.com | Other observed source | 2.60% | 2 | 77 | 7 | Unavailable |
| #79 of 204 | Apiscout.devapiscout.dev | Other observed source | 2.60% | 2 | 77 | 7 | Unavailable |
| #80 of 204 | Builderai.toolsbuilderai.tools | Other observed source | 2.60% | 2 | 77 | 7 | Unavailable |
| #81 of 204 | Colorguardcentral.comcolorguardcentral.com | Other observed source | 2.60% | 2 | 77 | 7 | Unavailable |
| #82 of 204 | Csdn.netcsdn.net | Other observed source | 2.60% | 2 | 77 | 7 | Unavailable |
| #83 of 204 | Dagshub.comdagshub.com | Other observed source | 2.60% | 2 | 77 | 7 | Unavailable |
| #84 of 204 | Facebook.comfacebook.com | Community and social platform | 2.60% | 2 | 77 | 7 | Unavailable |
| #85 of 204 | Fastcrw.comfastcrw.com | Other observed source | 2.60% | 2 | 77 | 7 | Unavailable |
| #86 of 204 | Fp8.cofp8.co | Other observed source | 2.60% | 2 | 77 | 7 | Unavailable |
| #87 of 204 | Gigaspaces.comgigaspaces.com | Other observed source | 2.60% | 2 | 77 | 7 | Unavailable |
| #88 of 204 | Meegle.commeegle.com | Other observed source | 2.60% | 2 | 77 | 7 | Unavailable |
| #89 of 204 | N8n.ion8n.io | Other observed source | 2.60% | 2 | 77 | 7 | Unavailable |
| #90 of 204 | Northflank.comnorthflank.com | Vendor-owned source | 2.60% | 2 | 77 | 7 | Unavailable |
| #91 of 204 | Oceanbase.comoceanbase.com | Other observed source | 2.60% | 2 | 77 | 7 | Unavailable |
| #92 of 204 | Onyx.apponyx.app | Other observed source | 2.60% | 2 | 77 | 7 | Unavailable |
| #93 of 204 | Openai.comopenai.com | Vendor-owned source | 2.60% | 2 | 77 | 7 | Unavailable |
| #94 of 204 | Oracle.comoracle.com | Vendor-owned source | 2.60% | 2 | 77 | 7 | Unavailable |
| #95 of 204 | Orq.aiorq.ai | Other observed source | 2.60% | 2 | 77 | 7 | Unavailable |
| #96 of 204 | Papora.compapora.com | Other observed source | 2.60% | 2 | 77 | 7 | Unavailable |
| #97 of 204 | Pccvdi.compccvdi.com | Other observed source | 2.60% | 2 | 77 | 7 | Unavailable |
| #98 of 204 | Pexon-consulting.depexon-consulting.de | Other observed source | 2.60% | 2 | 77 | 7 | Unavailable |
| #99 of 204 | Pythondatabench.compythondatabench.com | Market and company database | 2.60% | 2 | 77 | 7 | Unavailable |
| #100 of 204 | Ranksquire.comranksquire.com | Other observed source | 2.60% | 2 | 77 | 7 | Unavailable |
Showing the first 100 rows from 204 observed domains.
Release and boundary
How to cite this segment
AI Infrastructure / Best tools: 204 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/ai-infrastructure/best_x.
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.