Agent Experience Score for Auth0 | Auth0

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See how Auth0 works with your favorite LLM and framework

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Auth0 Agent Experience Score

Test how Auth0 works with different models, frameworks, and configurations.

Feature Quickstarts
Framework All frameworks
Model Framework
Agentic score Agentic + Auth0 tools
Grade Est. Cost
Est. Time

Grader Results Summary

  1. Claude Haiku 5.5
    Framework: Express API
    Score: 80.5%
    Tool Calls: 14
    Cost: $0.74
    Time: 1m 6s
    Grading Breakdown:

    • Setup Friction: 10.8/12 pts
    • Setup Speed: 12/12 pts
    • Efficiency: 11.1/12 pts
    • Error Recovery: 5.6/7 pts
    • Docs Quality: 7/7 pts
    • Correctness: 23.1/25 pts
    • Hallucination: 15/15 pts
    • Security: 10/10 pts
    • Total weighted score: 95/100 pts
  2. GPT-5.6 Luna
    Framework: React
    Score: 97.8%
    Tool Calls: 9
    Cost: $0.13
    Time: 43s
    Grading Breakdown:

    • Setup Friction: 12/12 pts
    • Setup Speed: 12/12 pts
    • Efficiency: 12/12 pts
    • Error Recovery: 7/7 pts
    • Docs Quality: 7/7 pts
    • Correctness: 25/25 pts
    • Hallucination: 15/15 pts
    • Security: 10/10 pts
    • Total weighted score: 100/100 pts
  3. Claude Haiku 5.5
    Framework: FastAPI
    Score: 62.4%
    Tool Calls: 13
    Cost: $0.52
    Time: 54s
    Grading Breakdown:

    • Setup Friction: 10.8/12 pts
    • Setup Speed: 12/12 pts
    • Efficiency: 11.1/12 pts
    • Error Recovery: 5.6/7 pts
    • Docs Quality: 7/7 pts
    • Correctness: 17.9/25 pts
    • Hallucination: 15/15 pts
    • Security: 10/10 pts
    • Total weighted score: 89/100 pts
  4. GPT-5.6 Luna
    Framework: Angular
    Score: 95.4%
    Tool Calls: 12
    Cost: $0.15
    Time: 48s
    Grading Breakdown:

    • Setup Friction: 12/12 pts
    • Setup Speed: 12/12 pts
    • Efficiency: 12/12 pts
    • Error Recovery: 7/7 pts
    • Docs Quality: 7/7 pts
    • Correctness: 25/25 pts
    • Hallucination: 15/15 pts
    • Security: 10/10 pts
    • Total weighted score: 100/100 pts
  5. Claude Haiku 5.5
    Framework: Express
    Score: 95.1%
    Tool Calls: 13
    Cost: $1.06
    Time: 1m 38s
    Grading Breakdown:

    • Setup Friction: 10.8/12 pts
    • Setup Speed: 12/12 pts
    • Efficiency: 11.1/12 pts
    • Error Recovery: 5.6/7 pts
    • Docs Quality: 7/7 pts
    • Correctness: 22.1/25 pts
    • Hallucination: 15/15 pts
    • Security: 10/10 pts
    • Total weighted score: 94/100 pts
  6. GPT-5.6 Luna
    Framework: React Native
    Score: 94.3%
    Tool Calls: 18
    Cost: $0.27
    Time: 1m 16s
    Grading Breakdown:

    • Setup Friction: 12/12 pts
    • Setup Speed: 12/12 pts
    • Efficiency: 12/12 pts
    • Error Recovery: 7/7 pts
    • Docs Quality: 7/7 pts
    • Correctness: 25/25 pts
    • Hallucination: 15/15 pts
    • Security: 10/10 pts
    • Total weighted score: 100/100 pts
  7. Gemini 3.1 Pro
    Framework: React
    Score: 96.7%
    Tool Calls: 8
    Cost: $0.28
    Time: 50s
    Grading Breakdown:

    • Setup Friction: 12/12 pts
    • Setup Speed: 12/12 pts
    • Efficiency: 12/12 pts
    • Error Recovery: 7/7 pts
    • Docs Quality: 7/7 pts
    • Correctness: 25/25 pts
    • Hallucination: 15/15 pts
    • Security: 10/10 pts
    • Total weighted score: 100/100 pts
  8. Gemini 3.1 Pro
    Framework: SPA JS
    Score: 100%
    Tool Calls: 8
    Cost: $0.28
    Time: 41s
    Grading Breakdown:

    • Setup Friction: 12/12 pts
    • Setup Speed: 12/12 pts
    • Efficiency: 12/12 pts
    • Error Recovery: 7/7 pts
    • Docs Quality: 7/7 pts
    • Correctness: 25/25 pts
    • Hallucination: 15/15 pts
    • Security: 10/10 pts
    • Total weighted score: 100/100 pts
  9. GPT-5.6 Luna
    Framework: Expo
    Score: 89%
    Tool Calls: 14
    Cost: $0.32
    Time: 2m 24s
    Grading Breakdown:

    • Setup Friction: 12/12 pts
    • Setup Speed: 12/12 pts
    • Efficiency: 12/12 pts
    • Error Recovery: 7/7 pts
    • Docs Quality: 7/7 pts
    • Correctness: 25/25 pts
    • Hallucination: 15/15 pts
    • Security: 10/10 pts
    • Total weighted score: 100/100 pts
  10. GPT-5.6 Luna
    Framework: Next.js
    Score: 98.7%
    Tool Calls: 20
    Cost: $0.33
    Time: 1m 46s
    Grading Breakdown:

    • Setup Friction: 12/12 pts
    • Setup Speed: 12/12 pts
    • Efficiency: 12/12 pts
    • Error Recovery: 7/7 pts
    • Docs Quality: 7/7 pts
    • Correctness: 25/25 pts
    • Hallucination: 15/15 pts
    • Security: 10/10 pts
    • Total weighted score: 100/100 pts

How we built this.

  1. Real integration tasks
    Identical Auth0 SDK prompts given to each model. No synthetic benchmarks, so you can feel good about your implementation.
  2. Automated grading
    Pattern matching, security checks, and correctness validators score each response so you don't have to worry about wasting precious tokens.
  3. Tool comparison
    Each model tested with and without MCP + Skills to measure improvement.
  4. Compile verification
    A deterministic build check confirms the final code actually compiles. No partial credit for code that only looks right.

Read the full methodology