FastAPI AI Readiness
FastAPI AI Readiness: What the Data Shows
Across 172 FastAPI sites in the SEODiff Radar, the average AI-Readiness score is 58.9/100 — +13.4 points above the global baseline of 45.5.
Bot access is a key differentiator: 11.0% of FastAPI sites block GPTBot via robots.txt, compared to 9.2% global average. Meanwhile, only 10.5% 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 15% — 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 | lab.uberspace.de | 81 | 5% |
| 3 | e-comet.io | 81 | 5% |
| 4 | pidginhost.net | 80 | 5% |
| 5 | osssoftware.org | 80 | 5% |
| 6 | quotes.rest | 80 | 15% |
| 7 | alexue4.dev | 78 | 5% |
| 8 | apaleo.dev | 77 | 5% |
| 9 | mlflow.org | 76 | 10% |
| 10 | projectpro.io | 76 | 5% |
| 11 | gunicorn.org | 76 | 5% |
| 12 | ine.es | 76 | 5% |
| 13 | developers.koshelek.app | 75 | 5% |
| 14 | vuldb.com | 75 | 15% |
| 15 | realpython.com | 75 | 5% |
| 16 | cwbgp.space | 75 | 5% |
| 17 | torac.io | 75 | 5% |
| 18 | annatech.com | 74 | 5% |
| 19 | energidataservice.dk | 74 | 15% |
| 20 | apidocs.verkada.com | 74 | 30% |
Showing top 20 of 42. View full leaderboard →
Lowest Scoring FastAPI Sites
| # | Domain | AI Score | Ghost Ratio |
|---|---|---|---|
| 1 | channelvalet.com | 10 | 30% |
| 2 | developers.hostinger.com | 10 | 50% |
| 3 | swagger-ui.axeptio.eu | 10 | 75% |
| 4 | servercontrolpanel.de | 10 | 5% |
| 5 | unisoft.edu.vn | 10 | 75% |
| 6 | app.termscout.com | 10 | 50% |
| 7 | eaud.cgu.gov.br | 10 | 30% |
| 8 | app.smarshvrm.com | 15 | 10% |
| 9 | catfact.ninja | 15 | 30% |
| 10 | uvicorn.dev | 15 | 5% |
| 11 | pdf.penwing.org | 15 | 5% |
| 12 | docs.scoresaber.com | 15 | 10% |
| 13 | developer.airfocus.com | 15 | 5% |
| 14 | hostcry.com | 15 | 5% |
| 15 | datacloudhost3.baby | 15 | 5% |
| 16 | starlette.dev | 15 | 5% |
| 17 | developers.giftya.com | 15 | 15% |
| 18 | tawana.online | 15 | 5% |
| 19 | xr-dev.io | 15 | 5% |
| 20 | tecnoempleo.com | 15 | 5% |
Showing bottom 20 of 49.
Related Resources
All Technologies
Is your FastAPI site AI-ready?
Run a free scan and see how you compare to the FastAPI average of 58.9.
Run Free Scan →