# Qdrant Codex API Evaluation

**Category:** Vector Databases
**Score:** 80 (B)

This is the agent-readable Devtool Arena evaluation page for Qdrant on Codex API.

## Summary

| Metric | Value |
|--------|-------|
| Status | completed |
| Overall score | 80 |
| Grade | B |
| Eval score | 72 |
| Discovery score | 100 |
| Cost | $0.37 |
| Runtime | 1m 45s |
| Tool calls | 44 |
| Errors | 9 |
| Tokens used | 1799393 |
| Success | Yes |

## Agent-Readiness Checklist

| Signal | Evidence |
|--------|----------|
| Context7 | https://context7.com/qdrant/qdrant |
| llms.txt | https://qdrant.tech/llms.txt |
| MCP server | https://github.com/qdrant/mcp-server-qdrant |
| Typed SDK | https://github.com/qdrant/qdrant-client |
| OpenAPI | https://api.qdrant.tech/openapi/api-reference.json |
| Agent skills | https://qdrant.tech/documentation/ |
| CLI | https://github.com/qdrant/qcloud-cli |

## Evaluation Prompt

````text

# Task
Using https://qdrant.tech/documentation, complete the following task:

Using Qdrant, build me a FAQ search system:

1. Store these 3 FAQs:
   - Q: "How do I reset my password?" A: "Go to Settings > Security > Reset Password"
   - Q: "How do I cancel my subscription?" A: "Go to Settings > Billing > Cancel Plan"
   - Q: "How do I update my email?" A: "Go to Settings > Profile > Edit Email"

2. Search for: "I can't log into my account"

3. Print the best matching FAQ and its similarity score 

## Execution
After creating the script, run it to verify it works:
```bash
cd /home/daytona/app && python <your_script>.py
```

The script should print output to stdout. If there are errors, debug and fix them until it runs successfully.

````

## Grader Results

| Check | Passed | Weight | Score | Details |
|-------|--------|--------|-------|---------|
| Cost | Yes | 0 | 0 | $0.37 ($0.20–0.40, good) |
| Time | Yes | 0 | 1 | 105s (1–2min, great) |
| Efficiency | No | 0 | 0 | 44 tool calls (>25, inefficient) |
| Found Docs | Yes | 0 | — | Touched docs at qdrant.tech: yes (21 matching tool calls) |
| Zero Errors | No | 0 | — | Tool outputs with errors/tracebacks: 9 |
| Syntax Valid | Yes | 0 | — | Code compiles/parses correctly |
| Created Files | Yes | 0 | — | Generated files: 2 (need ≥1) |
| Full Execution | Yes | 0 | — | Method: full_execution, Exit: 0 |

## Run Artifacts

| Artifact | Value |
|----------|-------|
| Conversation turns | 49 |
| Tool call traces | 44 |
| Generated files | 2 |
| Exit code | 0 |
| Completed at | 2026-09-27T02:10:41.348096+00:00 |

### Generated Files

- /home/daytona/app/faq_search.py
- /home/daytona/app/requirements.txt

## Related Pages

- [Codex API leaderboard](/leaderboard/codex/api)
- [Compare Codex API companies](/leaderboard/codex/api/compare)
- [Agent Landscape](/leaderboard/discoverability)

Canonical URL: https://devtoolarena.com/codex/api/qdrant