# AI Infrastructure: Best tools in the Machine Relations Index

Canonical URL: 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.

This is the public leaderboard for the exact AI Infrastructure / Best tools segment. Rates use the segment denominator only: 77 observed runs across 7 dates.

| Rank | Source | Source role | Citation rate | Cited runs | Observed runs | Run dates | Confidence |
|---|---|---|---:|---:|---:|---:|---|
| #1 of 204 | [Medium](https://machinerelations.ai/index/domains/medium.com) | Editorial publication | 46.75% | 36 | 77 | 7 | Unavailable |
| #2 of 204 | [YouTube](https://machinerelations.ai/index/domains/youtube.com) | Search or media platform | 28.57% | 22 | 77 | 7 | Unavailable |
| #3 of 204 | [Reddit](https://machinerelations.ai/index/domains/reddit.com) | Community and social platform | 25.97% | 20 | 77 | 7 | Unavailable |
| #4 of 204 | [Bentoml.com](https://machinerelations.ai/index/domains/bentoml.com) | Other observed source | 22.08% | 17 | 77 | 7 | Unavailable |
| #5 of 204 | [Firecrawl.dev](https://machinerelations.ai/index/domains/firecrawl.dev) | Other observed source | 19.48% | 15 | 77 | 7 | Unavailable |
| #6 of 204 | [Arxiv.org](https://machinerelations.ai/index/domains/arxiv.org) | Academic and government source | 18.18% | 14 | 77 | 7 | Unavailable |
| #7 of 204 | [Deploybase.ai](https://machinerelations.ai/index/domains/deploybase.ai) | Other observed source | 18.18% | 14 | 77 | 7 | Unavailable |
| #8 of 204 | [Spheron.network](https://machinerelations.ai/index/domains/spheron.network) | Other observed source | 16.88% | 13 | 77 | 7 | Unavailable |
| #9 of 204 | [Zenml.io](https://machinerelations.ai/index/domains/zenml.io) | Editorial publication | 16.88% | 13 | 77 | 7 | Unavailable |
| #10 of 204 | [Huggingface.co](https://machinerelations.ai/index/domains/huggingface.co) | Other observed source | 15.58% | 12 | 77 | 7 | Unavailable |
| #11 of 204 | [Betterprogramming.pub](https://machinerelations.ai/index/domains/betterprogramming.pub) | Other observed source | 12.99% | 10 | 77 | 7 | Unavailable |
| #12 of 204 | [Gmicloud.ai](https://machinerelations.ai/index/domains/gmicloud.ai) | Other observed source | 12.99% | 10 | 77 | 7 | Unavailable |
| #13 of 204 | [LinkedIn](https://machinerelations.ai/index/domains/linkedin.com) | Community and social platform | 12.99% | 10 | 77 | 7 | Unavailable |
| #14 of 204 | [Redis.io](https://machinerelations.ai/index/domains/redis.io) | Other observed source | 12.99% | 10 | 77 | 7 | Unavailable |
| #15 of 204 | [Digitalapplied.com](https://machinerelations.ai/index/domains/digitalapplied.com) | Other observed source | 10.39% | 8 | 77 | 7 | Unavailable |
| #16 of 204 | [Atlan.com](https://machinerelations.ai/index/domains/atlan.com) | Vendor-owned source | 9.09% | 7 | 77 | 7 | Unavailable |
| #17 of 204 | [Encore.dev](https://machinerelations.ai/index/domains/encore.dev) | Other observed source | 9.09% | 7 | 77 | 7 | Unavailable |
| #18 of 204 | [Github.com](https://machinerelations.ai/index/domains/github.com) | Community and social platform | 9.09% | 7 | 77 | 7 | Unavailable |
| #19 of 204 | [Mbrenndoerfer.com](https://machinerelations.ai/index/domains/mbrenndoerfer.com) | Other observed source | 9.09% | 7 | 77 | 7 | Unavailable |
| #20 of 204 | [Runpod.io](https://machinerelations.ai/index/domains/runpod.io) | Other observed source | 9.09% | 7 | 77 | 7 | Unavailable |
| #21 of 204 | [Salttechno.ai](https://machinerelations.ai/index/domains/salttechno.ai) | Other observed source | 9.09% | 7 | 77 | 7 | Unavailable |
| #22 of 204 | [Actian.com](https://machinerelations.ai/index/domains/actian.com) | Other observed source | 7.79% | 6 | 77 | 7 | Unavailable |
| #23 of 204 | [Cake.ai](https://machinerelations.ai/index/domains/cake.ai) | Other observed source | 7.79% | 6 | 77 | 7 | Unavailable |
| #24 of 204 | [Genaizurich.ch](https://machinerelations.ai/index/domains/genaizurich.ch) | Other observed source | 7.79% | 6 | 77 | 7 | Unavailable |
| #25 of 204 | [Jarvislabs.ai](https://machinerelations.ai/index/domains/jarvislabs.ai) | Other observed source | 7.79% | 6 | 77 | 7 | Unavailable |
| #26 of 204 | [Lyceum.technology](https://machinerelations.ai/index/domains/lyceum.technology) | Other observed source | 7.79% | 6 | 77 | 7 | Unavailable |
| #27 of 204 | [Microsoft.com](https://machinerelations.ai/index/domains/microsoft.com) | Vendor-owned source | 7.79% | 6 | 77 | 7 | Unavailable |
| #28 of 204 | [Milvus.io](https://machinerelations.ai/index/domains/milvus.io) | Other observed source | 7.79% | 6 | 77 | 7 | Unavailable |
| #29 of 204 | [Particula.tech](https://machinerelations.ai/index/domains/particula.tech) | Other observed source | 7.79% | 6 | 77 | 7 | Unavailable |
| #30 of 204 | [Pingcap.com](https://machinerelations.ai/index/domains/pingcap.com) | Other observed source | 7.79% | 6 | 77 | 7 | Unavailable |
| #31 of 204 | [Seeklogo.com](https://machinerelations.ai/index/domains/seeklogo.com) | Other observed source | 7.79% | 6 | 77 | 7 | Unavailable |
| #32 of 204 | [Substack.com](https://machinerelations.ai/index/domains/substack.com) | Community and social platform | 7.79% | 6 | 77 | 7 | Unavailable |
| #33 of 204 | [Yahoo](https://machinerelations.ai/index/domains/yahoo.com) | Editorial publication | 7.79% | 6 | 77 | 7 | Unavailable |
| #34 of 204 | [Yottalabs.ai](https://machinerelations.ai/index/domains/yottalabs.ai) | Other observed source | 7.79% | 6 | 77 | 7 | Unavailable |
| #35 of 204 | [Dev.to](https://machinerelations.ai/index/domains/dev.to) | Community and social platform | 6.49% | 5 | 77 | 7 | Unavailable |
| #36 of 204 | [Emasterlabs.com](https://machinerelations.ai/index/domains/emasterlabs.com) | Other observed source | 6.49% | 5 | 77 | 7 | Unavailable |
| #37 of 204 | [Github.io](https://machinerelations.ai/index/domains/github.io) | Other observed source | 6.49% | 5 | 77 | 7 | Unavailable |
| #38 of 204 | [Inferenceengineering.tech](https://machinerelations.ai/index/domains/inferenceengineering.tech) | Other observed source | 6.49% | 5 | 77 | 7 | Unavailable |
| #39 of 204 | [Mixpeek.com](https://machinerelations.ai/index/domains/mixpeek.com) | Other observed source | 6.49% | 5 | 77 | 7 | Unavailable |
| #40 of 204 | [Pecollective.com](https://machinerelations.ai/index/domains/pecollective.com) | Other observed source | 6.49% | 5 | 77 | 7 | Unavailable |
| #41 of 204 | [Techsy.io](https://machinerelations.ai/index/domains/techsy.io) | Other observed source | 6.49% | 5 | 77 | 7 | Unavailable |
| #42 of 204 | [Thenewstack.io](https://machinerelations.ai/index/domains/thenewstack.io) | Editorial publication | 6.49% | 5 | 77 | 7 | Unavailable |
| #43 of 204 | [Acm.org](https://machinerelations.ai/index/domains/acm.org) | Academic and government source | 5.19% | 4 | 77 | 7 | Unavailable |
| #44 of 204 | [Awesomeagents.ai](https://machinerelations.ai/index/domains/awesomeagents.ai) | Other observed source | 5.19% | 4 | 77 | 7 | Unavailable |
| #45 of 204 | [Datacamp.com](https://machinerelations.ai/index/domains/datacamp.com) | Market and company database | 5.19% | 4 | 77 | 7 | Unavailable |
| #46 of 204 | [Digitalocean.com](https://machinerelations.ai/index/domains/digitalocean.com) | Other observed source | 5.19% | 4 | 77 | 7 | Unavailable |
| #47 of 204 | [Gigagpu.com](https://machinerelations.ai/index/domains/gigagpu.com) | Other observed source | 5.19% | 4 | 77 | 7 | Unavailable |
| #48 of 204 | [Inference.net](https://machinerelations.ai/index/domains/inference.net) | Other observed source | 5.19% | 4 | 77 | 7 | Unavailable |
| #49 of 204 | [Koyeb.com](https://machinerelations.ai/index/domains/koyeb.com) | Other observed source | 5.19% | 4 | 77 | 7 | Unavailable |
| #50 of 204 | [Lushbinary.com](https://machinerelations.ai/index/domains/lushbinary.com) | Other observed source | 5.19% | 4 | 77 | 7 | Unavailable |
| #51 of 204 | [N1n.ai](https://machinerelations.ai/index/domains/n1n.ai) | Other observed source | 5.19% | 4 | 77 | 7 | Unavailable |
| #52 of 204 | [Redhat.com](https://machinerelations.ai/index/domains/redhat.com) | Vendor-owned source | 5.19% | 4 | 77 | 7 | Unavailable |
| #53 of 204 | [Rubrik.com](https://machinerelations.ai/index/domains/rubrik.com) | Other observed source | 5.19% | 4 | 77 | 7 | Unavailable |
| #54 of 204 | [Towardsai.net](https://machinerelations.ai/index/domains/towardsai.net) | Other observed source | 5.19% | 4 | 77 | 7 | Unavailable |
| #55 of 204 | [Altexsoft.com](https://machinerelations.ai/index/domains/altexsoft.com) | Other observed source | 3.90% | 3 | 77 | 7 | Unavailable |
| #56 of 204 | [Amazon.com](https://machinerelations.ai/index/domains/amazon.com) | Editorial publication | 3.90% | 3 | 77 | 7 | Unavailable |
| #57 of 204 | [Analyticsvidhya.com](https://machinerelations.ai/index/domains/analyticsvidhya.com) | Market and company database | 3.90% | 3 | 77 | 7 | Unavailable |
| #58 of 204 | [Clore.ai](https://machinerelations.ai/index/domains/clore.ai) | Other observed source | 3.90% | 3 | 77 | 7 | Unavailable |
| #59 of 204 | [Databricks.com](https://machinerelations.ai/index/domains/databricks.com) | Vendor-owned source | 3.90% | 3 | 77 | 7 | Unavailable |
| #60 of 204 | [Easecloud.io](https://machinerelations.ai/index/domains/easecloud.io) | Other observed source | 3.90% | 3 | 77 | 7 | Unavailable |
| #61 of 204 | [Fast.io](https://machinerelations.ai/index/domains/fast.io) | Other observed source | 3.90% | 3 | 77 | 7 | Unavailable |
| #62 of 204 | [Futureagi.com](https://machinerelations.ai/index/domains/futureagi.com) | Other observed source | 3.90% | 3 | 77 | 7 | Unavailable |
| #63 of 204 | [Hyperstack.cloud](https://machinerelations.ai/index/domains/hyperstack.cloud) | Other observed source | 3.90% | 3 | 77 | 7 | Unavailable |
| #64 of 204 | [Iternal.ai](https://machinerelations.ai/index/domains/iternal.ai) | Other observed source | 3.90% | 3 | 77 | 7 | Unavailable |
| #65 of 204 | [Leetllm.com](https://machinerelations.ai/index/domains/leetllm.com) | Other observed source | 3.90% | 3 | 77 | 7 | Unavailable |
| #66 of 204 | [Liveblocks.io](https://machinerelations.ai/index/domains/liveblocks.io) | Other observed source | 3.90% | 3 | 77 | 7 | Unavailable |
| #67 of 204 | [Localaimaster.com](https://machinerelations.ai/index/domains/localaimaster.com) | Other observed source | 3.90% | 3 | 77 | 7 | Unavailable |
| #68 of 204 | [Nvidia.com](https://machinerelations.ai/index/domains/nvidia.com) | Vendor-owned source | 3.90% | 3 | 77 | 7 | Unavailable |
| #69 of 204 | [Plainenglish.io](https://machinerelations.ai/index/domains/plainenglish.io) | Vendor-owned source | 3.90% | 3 | 77 | 7 | Unavailable |
| #70 of 204 | [Truefoundry.com](https://machinerelations.ai/index/domains/truefoundry.com) | Vendor-owned source | 3.90% | 3 | 77 | 7 | Unavailable |
| #71 of 204 | [Watercrawl.dev](https://machinerelations.ai/index/domains/watercrawl.dev) | Other observed source | 3.90% | 3 | 77 | 7 | Unavailable |
| #72 of 204 | [Wikipedia](https://machinerelations.ai/index/domains/wikipedia.org) | Academic and government source | 3.90% | 3 | 77 | 7 | Unavailable |
| #73 of 204 | [Zilliz.com](https://machinerelations.ai/index/domains/zilliz.com) | Other observed source | 3.90% | 3 | 77 | 7 | Unavailable |
| #74 of 204 | [21medien.de](https://machinerelations.ai/index/domains/21medien.de) | Other observed source | 2.60% | 2 | 77 | 7 | Unavailable |
| #75 of 204 | [Acecloud.ai](https://machinerelations.ai/index/domains/acecloud.ai) | Other observed source | 2.60% | 2 | 77 | 7 | Unavailable |
| #76 of 204 | [Aimultiple.com](https://machinerelations.ai/index/domains/aimultiple.com) | Editorial publication | 2.60% | 2 | 77 | 7 | Unavailable |
| #77 of 204 | [Ainative.studio](https://machinerelations.ai/index/domains/ainative.studio) | Other observed source | 2.60% | 2 | 77 | 7 | Unavailable |
| #78 of 204 | [Anyscale.com](https://machinerelations.ai/index/domains/anyscale.com) | Other observed source | 2.60% | 2 | 77 | 7 | Unavailable |
| #79 of 204 | [Apiscout.dev](https://machinerelations.ai/index/domains/apiscout.dev) | Other observed source | 2.60% | 2 | 77 | 7 | Unavailable |
| #80 of 204 | [Builderai.tools](https://machinerelations.ai/index/domains/builderai.tools) | Other observed source | 2.60% | 2 | 77 | 7 | Unavailable |
| #81 of 204 | [Colorguardcentral.com](https://machinerelations.ai/index/domains/colorguardcentral.com) | Other observed source | 2.60% | 2 | 77 | 7 | Unavailable |
| #82 of 204 | [Csdn.net](https://machinerelations.ai/index/domains/csdn.net) | Other observed source | 2.60% | 2 | 77 | 7 | Unavailable |
| #83 of 204 | [Dagshub.com](https://machinerelations.ai/index/domains/dagshub.com) | Other observed source | 2.60% | 2 | 77 | 7 | Unavailable |
| #84 of 204 | [Facebook.com](https://machinerelations.ai/index/domains/facebook.com) | Community and social platform | 2.60% | 2 | 77 | 7 | Unavailable |
| #85 of 204 | [Fastcrw.com](https://machinerelations.ai/index/domains/fastcrw.com) | Other observed source | 2.60% | 2 | 77 | 7 | Unavailable |
| #86 of 204 | [Fp8.co](https://machinerelations.ai/index/domains/fp8.co) | Other observed source | 2.60% | 2 | 77 | 7 | Unavailable |
| #87 of 204 | [Gigaspaces.com](https://machinerelations.ai/index/domains/gigaspaces.com) | Other observed source | 2.60% | 2 | 77 | 7 | Unavailable |
| #88 of 204 | [Meegle.com](https://machinerelations.ai/index/domains/meegle.com) | Other observed source | 2.60% | 2 | 77 | 7 | Unavailable |
| #89 of 204 | [N8n.io](https://machinerelations.ai/index/domains/n8n.io) | Other observed source | 2.60% | 2 | 77 | 7 | Unavailable |
| #90 of 204 | [Northflank.com](https://machinerelations.ai/index/domains/northflank.com) | Vendor-owned source | 2.60% | 2 | 77 | 7 | Unavailable |
| #91 of 204 | [Oceanbase.com](https://machinerelations.ai/index/domains/oceanbase.com) | Other observed source | 2.60% | 2 | 77 | 7 | Unavailable |
| #92 of 204 | [Onyx.app](https://machinerelations.ai/index/domains/onyx.app) | Other observed source | 2.60% | 2 | 77 | 7 | Unavailable |
| #93 of 204 | [Openai.com](https://machinerelations.ai/index/domains/openai.com) | Vendor-owned source | 2.60% | 2 | 77 | 7 | Unavailable |
| #94 of 204 | [Oracle.com](https://machinerelations.ai/index/domains/oracle.com) | Vendor-owned source | 2.60% | 2 | 77 | 7 | Unavailable |
| #95 of 204 | [Orq.ai](https://machinerelations.ai/index/domains/orq.ai) | Other observed source | 2.60% | 2 | 77 | 7 | Unavailable |
| #96 of 204 | [Papora.com](https://machinerelations.ai/index/domains/papora.com) | Other observed source | 2.60% | 2 | 77 | 7 | Unavailable |
| #97 of 204 | [Pccvdi.com](https://machinerelations.ai/index/domains/pccvdi.com) | Other observed source | 2.60% | 2 | 77 | 7 | Unavailable |
| #98 of 204 | [Pexon-consulting.de](https://machinerelations.ai/index/domains/pexon-consulting.de) | Other observed source | 2.60% | 2 | 77 | 7 | Unavailable |
| #99 of 204 | [Pythondatabench.com](https://machinerelations.ai/index/domains/pythondatabench.com) | Market and company database | 2.60% | 2 | 77 | 7 | Unavailable |
| #100 of 204 | [Ranksquire.com](https://machinerelations.ai/index/domains/ranksquire.com) | Other observed source | 2.60% | 2 | 77 | 7 | Unavailable |

## Citation

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.