# Zilliz Cloud Gemini API Evaluation

**Category:** Vector Databases
**Score:** 69 (C)

This is the agent-readable Devtool Arena evaluation page for Zilliz Cloud on Gemini API.

## Summary

| Metric | Value |
|--------|-------|
| Status | completed |
| Overall score | 69 |
| Grade | C |
| Eval score | 62 |
| Discovery score | 86 |
| Cost | $0.81 |
| Runtime | 6m 25s |
| Tool calls | 54 |
| Errors | 2 |
| Tokens used | 1669734 |
| Success | Yes |

## Agent-Readiness Checklist

| Signal | Evidence |
|--------|----------|
| Context7 | https://context7.com/milvus-io/milvus |
| llms.txt | https://zilliz.com/llms.txt |
| MCP server | https://github.com/zilliztech/zilliz-mcp-server |
| Typed SDK | https://github.com/milvus-io/milvus-sdk-node/blob/main/package.json |
| OpenAPI | Not found |
| Agent skills | https://github.com/zilliztech/zilliz-skill |
| CLI | https://github.com/zilliztech/zilliz-cli |

## Evaluation Prompt

````text

# Task
Using https://docs.zilliz.com, complete the following task:

Using Zilliz Cloud, 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 | No | 0 | 0 | $0.81 ($0.70–1.00, very expensive) |
| Time | No | 0 | 0 | 385s (5–10min, very slow) |
| Efficiency | No | 0 | 0 | 54 tool calls (>25, inefficient) |
| Found Docs | Yes | 0 | — | Touched docs at docs.zilliz.com: yes (16 matching tool calls) |
| Zero Errors | No | 0 | — | Tool outputs with errors/tracebacks: 2 |
| Syntax Valid | Yes | 0 | — | Code compiles/parses correctly |
| Created Files | Yes | 0 | — | Generated files: 1 (need ≥1) |
| Full Execution | Yes | 0 | — | Method: full_execution, Exit: 0 |

## Run Artifacts

| Artifact | Value |
|----------|-------|
| Conversation turns | 55 |
| Tool call traces | 54 |
| Generated files | 1 |
| Exit code | 0 |
| Completed at | 2026-10-16T01:19:20.270475+00:00 |

### Generated Files

- /home/daytona/app/faq_search.py

## Related Pages

- [Gemini API leaderboard](/leaderboard/gemini/api)
- [Compare Gemini API companies](/leaderboard/gemini/api/compare)
- [Agent Landscape](/leaderboard/discoverability)

Canonical URL: https://devtoolarena.com/gemini/api/zilliz-cloud