# TinyFish Cursor API Evaluation

**Category:** Search
**Score:** 80 (B)

This is the agent-readable Devtool Arena evaluation page for TinyFish on Cursor API.

## Summary

| Metric | Value |
|--------|-------|
| Status | completed |
| Overall score | 80 |
| Grade | B |
| Eval score | 78 |
| Discovery score | 86 |
| Cost | $0.23 |
| Runtime | 1m 25s |
| Tool calls | 22 |
| Errors | 0 |
| Tokens used | 614872 |
| Success | Yes |

## Agent-Readiness Checklist

| Signal | Evidence |
|--------|----------|
| Context7 | Not found |
| llms.txt | https://docs.tinyfish.ai/llms.txt |
| MCP server | https://github.com/tinyfish-io/tinyfish-mcp-server |
| Typed SDK | https://pypi.org/project/tinyfish/ |
| OpenAPI | https://agent.tinyfish.ai/v1/openapi/browser |
| Agent skills | https://docs.tinyfish.ai/for-coding-agents |
| CLI | https://docs.tinyfish.ai/cli |

## Evaluation Prompt

````text

# Task
Using https://docs.tinyfish.ai, complete the following task:

Using TinyFish, 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 TinyFish 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/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 | $0.23 ($0.20–0.40, good) |
| Time | Yes | 0 | 1 | 85s (1–2min, great) |
| Efficiency | Yes | 0 | 0 | 22 tool calls (≤25, below average) |
| Found Docs | Yes | 0 | — | Touched docs at docs.tinyfish.ai: 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: 100 (need ≥1) |
| Full Execution | Yes | 0 | — | Method: full_execution, Exit: 0 |

## Run Artifacts

| Artifact | Value |
|----------|-------|
| Conversation turns | 26 |
| Tool call traces | 22 |
| Generated files | 100 |
| Exit code | 0 |
| Completed at | 2026-10-20T04:36:21.758834+00:00 |

### Generated Files

- /home/daytona/app/web_research.py
- /home/daytona/app/requirements.txt
- /home/daytona/app/.venv/lib/python3.14/site-packages/pip/__init__.py
- /home/daytona/app/.venv/lib/python3.14/site-packages/pip/__main__.py
- /home/daytona/app/.venv/lib/python3.14/site-packages/pip/__pip-runner__.py
- /home/daytona/app/.venv/lib/python3.14/site-packages/pip/_internal/main.py
- /home/daytona/app/.venv/lib/python3.14/site-packages/pip/_internal/cache.py
- /home/daytona/app/.venv/lib/python3.14/site-packages/pip/_internal/__init__.py
- /home/daytona/app/.venv/lib/python3.14/site-packages/pip/_internal/cli/main.py
- /home/daytona/app/.venv/lib/python3.14/site-packages/pip/_internal/build_env.py
- /home/daytona/app/.venv/lib/python3.14/site-packages/pip/_internal/pyproject.py
- /home/daytona/app/.venv/lib/python3.14/site-packages/pip/_internal/cli/parser.py
- /home/daytona/app/.venv/lib/python3.14/site-packages/pip/_internal/exceptions.py
- /home/daytona/app/.venv/lib/python3.14/site-packages/pip/_internal/models/link.py
- /home/daytona/app/.venv/lib/python3.14/site-packages/pip/_internal/cli/__init__.py
- /home/daytona/app/.venv/lib/python3.14/site-packages/pip/_internal/cli/spinners.py
- /home/daytona/app/.venv/lib/python3.14/site-packages/pip/_internal/models/index.py
- /home/daytona/app/.venv/lib/python3.14/site-packages/pip/_internal/models/wheel.py
- /home/daytona/app/.venv/lib/python3.14/site-packages/pip/_internal/network/auth.py
- /home/daytona/app/.venv/lib/python3.14/site-packages/pip/_internal/req/__init__.py
- /home/daytona/app/.venv/lib/python3.14/site-packages/pip/_internal/commands/hash.py
- /home/daytona/app/.venv/lib/python3.14/site-packages/pip/_internal/commands/help.py
- /home/daytona/app/.venv/lib/python3.14/site-packages/pip/_internal/commands/list.py
- /home/daytona/app/.venv/lib/python3.14/site-packages/pip/_internal/commands/lock.py
- /home/daytona/app/.venv/lib/python3.14/site-packages/pip/_internal/commands/show.py
- /home/daytona/app/.venv/lib/python3.14/site-packages/pip/_internal/configuration.py
- /home/daytona/app/.venv/lib/python3.14/site-packages/pip/_internal/index/sources.py
- /home/daytona/app/.venv/lib/python3.14/site-packages/pip/_internal/metadata/base.py
- /home/daytona/app/.venv/lib/python3.14/site-packages/pip/_internal/models/scheme.py
- /home/daytona/app/.venv/lib/python3.14/site-packages/pip/_internal/network/cache.py
- /home/daytona/app/.venv/lib/python3.14/site-packages/pip/_internal/network/utils.py
- /home/daytona/app/.venv/lib/python3.14/site-packages/pip/_internal/wheel_builder.py
- /home/daytona/app/.venv/lib/python3.14/site-packages/pip/_internal/cli/cmdoptions.py
- /home/daytona/app/.venv/lib/python3.14/site-packages/pip/_internal/commands/cache.py
- /home/daytona/app/.venv/lib/python3.14/site-packages/pip/_internal/commands/check.py
- /home/daytona/app/.venv/lib/python3.14/site-packages/pip/_internal/commands/debug.py
- /home/daytona/app/.venv/lib/python3.14/site-packages/pip/_internal/commands/index.py
- /home/daytona/app/.venv/lib/python3.14/site-packages/pip/_internal/commands/wheel.py
- /home/daytona/app/.venv/lib/python3.14/site-packages/pip/_internal/index/__init__.py
- /home/daytona/app/.venv/lib/python3.14/site-packages/pip/_internal/locations/base.py
- /home/daytona/app/.venv/lib/python3.14/site-packages/pip/_internal/metadata/_json.py
- /home/daytona/app/.venv/lib/python3.14/site-packages/pip/_internal/network/xmlrpc.py
- /home/daytona/app/.venv/lib/python3.14/site-packages/pip/_internal/cli/main_parser.py
- /home/daytona/app/.venv/lib/python3.14/site-packages/pip/_internal/cli/req_command.py
- /home/daytona/app/.venv/lib/python3.14/site-packages/pip/_internal/commands/freeze.py
- /home/daytona/app/.venv/lib/python3.14/site-packages/pip/_internal/commands/search.py
- /home/daytona/app/.venv/lib/python3.14/site-packages/pip/_internal/index/collector.py
- /home/daytona/app/.venv/lib/python3.14/site-packages/pip/_internal/models/__init__.py
- /home/daytona/app/.venv/lib/python3.14/site-packages/pip/_internal/network/session.py
- /home/daytona/app/.venv/lib/python3.14/site-packages/pip/_internal/cli/base_command.py
- /home/daytona/app/.venv/lib/python3.14/site-packages/pip/_internal/cli/status_codes.py
- /home/daytona/app/.venv/lib/python3.14/site-packages/pip/_internal/commands/inspect.py
- /home/daytona/app/.venv/lib/python3.14/site-packages/pip/_internal/commands/install.py
- /home/daytona/app/.venv/lib/python3.14/site-packages/pip/_internal/models/candidate.py
- /home/daytona/app/.venv/lib/python3.14/site-packages/pip/_internal/network/__init__.py
- /home/daytona/app/.venv/lib/python3.14/site-packages/pip/_internal/network/download.py
- /home/daytona/app/.venv/lib/python3.14/site-packages/pip/_internal/operations/check.py
- /home/daytona/app/.venv/lib/python3.14/site-packages/pip/_internal/req/constructors.py
- /home/daytona/app/.venv/lib/python3.14/site-packages/pip/_internal/cli/index_command.py
- /home/daytona/app/.venv/lib/python3.14/site-packages/pip/_internal/cli/progress_bars.py
- /home/daytona/app/.venv/lib/python3.14/site-packages/pip/_internal/commands/__init__.py
- /home/daytona/app/.venv/lib/python3.14/site-packages/pip/_internal/commands/download.py
- /home/daytona/app/.venv/lib/python3.14/site-packages/pip/_internal/metadata/__init__.py
- /home/daytona/app/.venv/lib/python3.14/site-packages/pip/_internal/models/direct_url.py
- /home/daytona/app/.venv/lib/python3.14/site-packages/pip/_internal/operations/freeze.py
- /home/daytona/app/.venv/lib/python3.14/site-packages/pip/_internal/cli/autocompletion.py
- /home/daytona/app/.venv/lib/python3.14/site-packages/pip/_internal/commands/uninstall.py
- /home/daytona/app/.venv/lib/python3.14/site-packages/pip/_internal/distributions/base.py
- /home/daytona/app/.venv/lib/python3.14/site-packages/pip/_internal/locations/__init__.py
- /home/daytona/app/.venv/lib/python3.14/site-packages/pip/_internal/network/lazy_wheel.py
- /home/daytona/app/.venv/lib/python3.14/site-packages/pip/_internal/operations/prepare.py
- /home/daytona/app/.venv/lib/python3.14/site-packages/pip/_internal/cli/command_context.py
- /home/daytona/app/.venv/lib/python3.14/site-packages/pip/_internal/commands/completion.py
- /home/daytona/app/.venv/lib/python3.14/site-packages/pip/_internal/distributions/sdist.py
- /home/daytona/app/.venv/lib/python3.14/site-packages/pip/_internal/distributions/wheel.py
- /home/daytona/app/.venv/lib/python3.14/site-packages/pip/_internal/models/search_scope.py
- /home/daytona/app/.venv/lib/python3.14/site-packages/pip/_internal/self_outdated_check.py
- /home/daytona/app/.venv/lib/python3.14/site-packages/pip/_internal/index/package_finder.py
- /home/daytona/app/.venv/lib/python3.14/site-packages/pip/_internal/locations/_distutils.py
- /home/daytona/app/.venv/lib/python3.14/site-packages/pip/_internal/locations/_sysconfig.py
- /home/daytona/app/.venv/lib/python3.14/site-packages/pip/_internal/models/target_python.py
- /home/daytona/app/.venv/lib/python3.14/site-packages/pip/_internal/models/format_control.py
- /home/daytona/app/.venv/lib/python3.14/site-packages/pip/_internal/commands/configuration.py
- /home/daytona/app/.venv/lib/python3.14/site-packages/pip/_internal/distributions/__init__.py
- /home/daytona/app/.venv/lib/python3.14/site-packages/pip/_internal/metadata/pkg_resources.py
- /home/daytona/app/.venv/lib/python3.14/site-packages/pip/_internal/models/release_control.py
- /home/daytona/app/.venv/lib/python3.14/site-packages/pip/_internal/models/selection_prefs.py
- /home/daytona/app/.venv/lib/python3.14/site-packages/pip/_internal/operations/build/wheel.py
- /home/daytona/app/.venv/lib/python3.14/site-packages/pip/_internal/distributions/installed.py
- /home/daytona/app/.venv/lib/python3.14/site-packages/pip/_internal/metadata/importlib/_envs.py
- /home/daytona/app/.venv/lib/python3.14/site-packages/pip/_internal/operations/install/wheel.py
- /home/daytona/app/.venv/lib/python3.14/site-packages/pip/_internal/metadata/importlib/_dists.py
- /home/daytona/app/.venv/lib/python3.14/site-packages/pip/_internal/operations/build/metadata.py
- /home/daytona/app/.venv/lib/python3.14/site-packages/pip/_internal/metadata/importlib/_compat.py
- /home/daytona/app/.venv/lib/python3.14/site-packages/pip/_internal/models/installation_report.py
- /home/daytona/app/.venv/lib/python3.14/site-packages/pip/_internal/metadata/importlib/__init__.py
- /home/daytona/app/.venv/lib/python3.14/site-packages/pip/_internal/operations/install/__init__.py
- /home/daytona/app/.venv/lib/python3.14/site-packages/pip/_internal/operations/build/build_tracker.py
- /home/daytona/app/.venv/lib/python3.14/site-packages/pip/_internal/operations/build/wheel_editable.py
- /home/daytona/app/.venv/lib/python3.14/site-packages/pip/_internal/operations/build/metadata_editable.py

## Related Pages

- [Cursor API leaderboard](/cursor/api)
- [Compare Cursor API companies](/cursor/api/compare)
- [Agent Landscape](/discoverability)

Canonical URL: https://devtoolarena.com/cursor/api/tinyfish