# Tavily Grok API Evaluation

**Category:** Search
**Score:** 78 (B)

This is the agent-readable Devtool Arena evaluation page for Tavily on Grok API.

## Summary

| Metric | Value |
|--------|-------|
| Status | completed |
| Overall score | 78 |
| Grade | B |
| Eval score | 69 |
| Discovery score | 100 |
| Cost | $0.52 |
| Runtime | 12m 8s |
| Tool calls | 17 |
| Errors | 0 |
| Tokens used | 550929 |
| Success | Yes |

## Agent-Readiness Checklist

| Signal | Evidence |
|--------|----------|
| Context7 | https://context7.com/tavily-ai/tavily-python |
| llms.txt | https://docs.tavily.com/llms.txt |
| MCP server | https://github.com/tavily-ai/tavily-mcp |
| Typed SDK | https://github.com/tavily-ai/tavily-js |
| OpenAPI | https://www.tavily.com/.well-known/openapi.json |
| Agent skills | https://www.tavily.com/agent-setup/SKILL.md |
| CLI | https://github.com/tavily-ai/tavily-cli |

## Evaluation Prompt

````text

# Task
Using https://[REDACTED:TENANT].tavily.com, complete the following task:

Using Tavily, build me a script that runs a small web research workflow:

1. Run TWO related searches:
   a. A broad query: "grid-scale battery storage advances"
   b. A more specific, recency-focused query: "grid-scale battery storage breakthroughs 2025"
2. Merge the results from both searches, deduplicate by URL, and select the top 5 most relevant results
3. If Tavily supports fetching/extracting page content, retrieve the full content of the single most relevant result and write a 2-3 sentence summary grounded in that fetched content (not just the snippet)
4. Print the output as JSON with two keys:
   - "results": the top 5 deduplicated results, each with title, url, and snippet (or description)
   - "summary": your grounded 2-3 sentence summary of the top result (include the source url) 

## Execution
After creating the script, run it to verify it works:
```bash
cd /home/daytona/[REDACTED:TENANT] && 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 | $0.52 ($0.40–0.70, expensive) |
| Time | No | 0 | 0 | 728s (≥10min, too slow) |
| Efficiency | Yes | 0 | 0 | 17 tool calls (≤20, acceptable) |
| Found Docs | Yes | 0 | — | Touched [REDACTED:TENANT] at [REDACTED:TENANT].tavily.com: yes (8 matching tool calls) |
| Zero Errors | Yes | 0 | — | No errors in tool outputs |
| Syntax Valid | Yes | 0 | — | Code compiles/parses correctly |
| Created Files | Yes | 0 | — | Generated files: 3 (need ≥1) |
| Full Execution | Yes | 0 | — | Method: full_execution, Exit: 0 |

## Run Artifacts

| Artifact | Value |
|----------|-------|
| Conversation turns | 18 |
| Tool call traces | 17 |
| Generated files | 3 |
| Exit code | 0 |
| Completed at | 2026-10-19T08:22:17.325277+00:00 |

### Generated Files

- /home/daytona/app/research.py
- /home/daytona/app/research_workflow.py
- /home/daytona/app/battery_storage_research.py

## Related Pages

- [Grok API leaderboard](/grok/api)
- [Compare Grok API companies](/grok/api/compare)
- [Agent Landscape](/discoverability)

Canonical URL: https://devtoolarena.com/grok/api/tavily