FastAPI AI Readiness
FastAPI AI Readiness: What the Data Shows
Across 96 FastAPI sites in the SEODiff Radar, the average AI-Readiness score is 60.9/100 — +17.0 points above the global baseline of 43.9.
Bot access is a key differentiator: 9.4% of FastAPI sites block GPTBot via robots.txt, compared to 8.6% global average. Meanwhile, only 14.6% ship structured data (Organization or Product schema), which remains one of the fastest ways to improve AI discoverability.
The average ghost ratio for FastAPI sites is 13% — moderate reliance on JavaScript rendering. The three highest-impact fixes for FastAPI teams are: (1) allow GPTBot + ClaudeBot, (2) add Organization and WebSite schema, and (3) reduce token bloat.
Grade Distribution
AI-Readiness score breakdown: A (90–100), B (70–89), C (50–69), D (30–49), F (0–29)
Top FastAPI Sites
| # | Domain | AI Score | Ghost Ratio |
|---|---|---|---|
| 1 | instabase.jp | 87 | 10% |
| 2 | e-comet.io | 81 | 5% |
| 3 | quotes.rest | 80 | 15% |
| 4 | pidginhost.net | 80 | 5% |
| 5 | sceneryworkshop.nl | 78 | 5% |
| 6 | projectpro.io | 76 | 5% |
| 7 | gunicorn.org | 76 | 5% |
| 8 | dynamitejobs.com | 76 | 10% |
| 9 | ine.es | 76 | 5% |
| 10 | cwbgp.space | 75 | 5% |
| 11 | realpython.net | 75 | 5% |
| 12 | torac.io | 75 | 5% |
| 13 | energidataservice.dk | 74 | 15% |
| 14 | annatech.com | 74 | 5% |
| 15 | 54852.com | 73 | 5% |
| 16 | llamaindex.ai | 72 | 10% |
| 17 | thesettlersonline.pl | 72 | 5% |
| 18 | tribeversity.com | 72 | 5% |
| 19 | vtome.ru | 72 | 5% |
| 20 | diesiedleronline.de | 72 | 5% |
Showing top 20 of 46. View full leaderboard →
Lowest Scoring FastAPI Sites
| # | Domain | AI Score | Ghost Ratio |
|---|---|---|---|
| 1 | servercontrolpanel.de | 10 | 5% |
| 2 | channelvalet.com | 10 | 30% |
| 3 | unisoft.edu.vn | 10 | 75% |
| 4 | hostcry.com | 15 | 5% |
| 5 | uvicorn.dev | 15 | 5% |
| 6 | tawana.online | 15 | 5% |
| 7 | starlette.dev | 15 | 5% |
| 8 | datacloudhost3.baby | 15 | 5% |
| 9 | catfact.ninja | 15 | 30% |
| 10 | enable.com | 15 | 10% |
| 11 | youopen.pro | 18 | 5% |
| 12 | bestchange.app | 45 | 75% |
| 13 | ihhmy.com | 45 | 75% |
| 14 | mesl.eu | 45 | 75% |
| 15 | tcp-tech.com | 52 | 50% |
| 16 | haskoin.com | 52 | 50% |
| 17 | appstack.link | 52 | 50% |
| 18 | sitronics-kt.ru | 53 | 5% |
| 19 | marscode.com | 57 | 30% |
| 20 | rainforestcloud.com | 57 | 30% |
Showing bottom 20 of 50.
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