# Merge Gemini API Evaluation

**Category:** Unified API
**Score:** 72 (C)

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

## Summary

| Metric | Value |
|--------|-------|
| Status | completed |
| Overall score | 72 |
| Grade | C |
| Eval score | 60 |
| Discovery score | 100 |
| Cost | $1.40 |
| Runtime | 19m 17s |
| Tool calls | 54 |
| Errors | 6 |
| Tokens used | 3509117 |
| Success | Yes |

## Agent-Readiness Checklist

| Signal | Evidence |
|--------|----------|
| Context7 | https://context7.com/merge-api/merge-node-client |
| llms.txt | https://docs.merge.dev/llms.txt |
| MCP server | https://docs.merge.dev/merge-agent-handler/implementation-guides/mcp-integration |
| Typed SDK | https://github.com/merge-api/merge-node-client |
| OpenAPI | https://docs.merge.dev/openapi/hris.json |
| Agent skills | https://github.com/merge-api/merge-unified-skills |
| CLI | https://docs.merge.dev/merge-workforce |

## Evaluation Prompt

````text

# Task
Using https://merge.dev/docs, complete the following task:

Using the Merge Python SDK, build me a script that demonstrates the unified API:

1. Install the official Merge Python SDK (pip install)
2. Use the SDK to list available connectors or integrations
3. Pick one connector category (e.g., accounting, CRM, or HRIS) and list available connections
4. If a connection exists, fetch a sample resource (e.g., list invoices, contacts, or employees)
5. Print all output as JSON, clearly labeled for each step

You MUST use the official Merge Python SDK — do not make raw HTTP/REST calls. 

## 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 | $1.40 (≥$1.00, too expensive) |
| Time | No | 0 | 0 | 1157s (≥10min, too slow) |
| Efficiency | No | 0 | 0 | 54 tool calls (>25, inefficient) |
| Found Docs | Yes | 0 | — | Touched docs at merge.dev: yes (21 matching tool calls) |
| Zero Errors | No | 0 | — | Tool outputs with errors/tracebacks: 6 |
| 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 | 55 |
| Tool call traces | 54 |
| Generated files | 2 |
| Exit code | 0 |
| Completed at | 2026-10-16T00:07:37.03054+00:00 |

### Generated Files

- /home/daytona/app/requirements.txt
- /home/daytona/app/merge_connector.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/merge