id stringlengths 9 9 | task stringlengths 12 153 | messages stringlengths 2.9k 16.4k | tools_used listlengths 2 6 | num_assistant_turns int64 2 14 | num_tool_calls int64 2 14 | num_messages int64 7 33 | was_resumed bool 2
classes |
|---|---|---|---|---|---|---|---|
traj_0000 | Open Firefox, navigate to archive.org, take a screenshot showing the homepage. | [{"role": "system", "content": "You are a desktop automation agent operating a Linux (XFCE) workstation.\n\nAvailable applications: Firefox, VS Code, Terminal, File Manager.\n\nWorkflow: Observe (screenshot) \u2192 Plan \u2192 Act \u2192 Verify.\n- Always take a screenshot before and after actions.\n- Screenshots show ... | [
"computer_application",
"computer_click_element",
"computer_type_text",
"computer_type_keys"
] | 4 | 4 | 11 | true |
traj_0001 | press link to youtube, inside youtube search bar, search Numb press enter | [{"role": "system", "content": "You are a desktop automation agent operating a Linux (XFCE) workstation.\n\nAvailable applications: Firefox, VS Code, Terminal, File Manager.\n\nWorkflow: Observe (screenshot) \u2192 Plan \u2192 Act \u2192 Verify.\n- Always take a screenshot before and after actions.\n- Screenshots show ... | [
"computer_screenshot",
"computer_detect_elements",
"computer_click_element",
"computer_type_keys",
"computer_type_text"
] | 8 | 8 | 18 | false |
traj_0002 | continue writing on the joke you see on screen | [{"role": "system", "content": "You are a desktop automation agent operating a Linux (XFCE) workstation.\n\nAvailable applications: Firefox, VS Code, Terminal, File Manager.\n\nWorkflow: Observe (screenshot) \u2192 Plan \u2192 Act \u2192 Verify.\n- Always take a screenshot before and after actions.\n- Screenshots show ... | [
"computer_screenshot",
"computer_detect_elements",
"computer_click_mouse",
"computer_type_text"
] | 7 | 7 | 17 | false |
traj_0003 | check weather today in Sofia, having the temperature and ity displayed marks the task with sucess | [{"role": "system", "content": "You are a desktop automation agent operating a Linux (XFCE) workstation.\n\nAvailable applications: Firefox, VS Code, Terminal, File Manager.\n\nWorkflow: Observe (screenshot) \u2192 Plan \u2192 Act \u2192 Verify.\n- Always take a screenshot before and after actions.\n- Screenshots show ... | [
"computer_screenshot",
"computer_application",
"computer_detect_elements"
] | 5 | 5 | 13 | false |
traj_0004 | Open Firefox, take a screenshot, identify and click the browser's refresh/reload button. | [{"role": "system", "content": "You are a desktop automation agent operating a Linux (XFCE) workstation.\n\nAvailable applications: Firefox, VS Code, Terminal, File Manager.\n\nWorkflow: Observe (screenshot) \u2192 Plan \u2192 Act \u2192 Verify.\n- Always take a screenshot before and after actions.\n- Screenshots show ... | [
"computer_application",
"computer_click_element"
] | 2 | 2 | 7 | true |
traj_0005 | Take a screenshot. Click on element number 1. Then take another screenshot and describe what changed. | [{"role": "system", "content": "You are a desktop automation agent operating a Linux (XFCE) workstation.\n\nAvailable applications: Firefox, VS Code, Terminal, File Manager.\n\nWorkflow: Observe (screenshot) \u2192 Plan \u2192 Act \u2192 Verify.\n- Always take a screenshot before and after actions.\n- Screenshots show ... | [
"computer_screenshot",
"computer_click_element"
] | 3 | 3 | 11 | true |
traj_0006 | Open the terminal and run: date > ~/timestamp.txt && cat ~/timestamp.txt. Report what timestamp was written. | [{"role": "system", "content": "You are a desktop automation agent operating a Linux (XFCE) workstation.\n\nAvailable applications: Firefox, VS Code, Terminal, File Manager.\n\nWorkflow: Observe (screenshot) \u2192 Plan \u2192 Act \u2192 Verify.\n- Always take a screenshot before and after actions.\n- Screenshots show ... | [
"computer_application",
"computer_type_text",
"computer_type_keys",
"computer_screenshot"
] | 4 | 4 | 11 | true |
traj_0007 | Open Firefox, navigate to example.com, take a screenshot showing the page loaded, then write the page title to /tmp/example_title.txt using the terminal. | [{"role": "system", "content": "You are a desktop automation agent operating a Linux (XFCE) workstation.\n\nAvailable applications: Firefox, VS Code, Terminal, File Manager.\n\nWorkflow: Observe (screenshot) \u2192 Plan \u2192 Act \u2192 Verify.\n- Always take a screenshot before and after actions.\n- Screenshots show ... | [
"computer_application",
"computer_click_element",
"computer_type_text",
"computer_type_keys"
] | 9 | 9 | 19 | true |
traj_0008 | Open Firefox, navigate to google.com, click on the search box, type "open source AI", press Enter, and take a screenshot of the results. | [{"role": "system", "content": "You are a desktop automation agent operating a Linux (XFCE) workstation.\n\nAvailable applications: Firefox, VS Code, Terminal, File Manager.\n\nWorkflow: Observe (screenshot) \u2192 Plan \u2192 Act \u2192 Verify.\n- Always take a screenshot before and after actions.\n- Screenshots show ... | [
"computer_application",
"computer_screenshot",
"computer_click_element",
"computer_type_text"
] | 4 | 4 | 12 | true |
traj_0009 | Open the terminal and run: echo "test" | sha256sum. Report the hash value. | [{"role": "system", "content": "You are a desktop automation agent operating a Linux (XFCE) workstation.\n\nAvailable applications: Firefox, VS Code, Terminal, File Manager.\n\nWorkflow: Observe (screenshot) \u2192 Plan \u2192 Act \u2192 Verify.\n- Always take a screenshot before and after actions.\n- Screenshots show ... | [
"computer_application",
"computer_screenshot",
"computer_type_text"
] | 4 | 4 | 11 | true |
traj_0010 | Open Firefox, go to example.com, then use Ctrl+L to focus the address bar, type https://example.org and press Enter. Take a screenshot. | [{"role": "system", "content": "You are a desktop automation agent operating a Linux (XFCE) workstation.\n\nAvailable applications: Firefox, VS Code, Terminal, File Manager.\n\nWorkflow: Observe (screenshot) \u2192 Plan \u2192 Act \u2192 Verify.\n- Always take a screenshot before and after actions.\n- Screenshots show ... | [
"computer_application",
"computer_type_keys",
"computer_type_text"
] | 4 | 4 | 9 | true |
traj_0011 | open the firefox, After its open, search the weather in Sofia | [{"role": "system", "content": "You are a desktop automation agent operating a Linux (XFCE) workstation.\n\nAvailable applications: Firefox, VS Code, Terminal, File Manager.\n\nWorkflow: Observe (screenshot) \u2192 Plan \u2192 Act \u2192 Verify.\n- Always take a screenshot before and after actions.\n- Screenshots show ... | [
"computer_screenshot",
"computer_application",
"computer_type_keys",
"computer_type_text"
] | 7 | 7 | 15 | false |
traj_0012 | close firefox, that will be a completed task | [{"role": "system", "content": "You are a desktop automation agent operating a Linux (XFCE) workstation.\n\nAvailable applications: Firefox, VS Code, Terminal, File Manager.\n\nWorkflow: Observe (screenshot) \u2192 Plan \u2192 Act \u2192 Verify.\n- Always take a screenshot before and after actions.\n- Screenshots show ... | [
"computer_screenshot",
"computer_type_keys"
] | 3 | 3 | 8 | false |
traj_0013 | close everythin, when you see desktop again its a completed task mark | [{"role": "system", "content": "You are a desktop automation agent operating a Linux (XFCE) workstation.\n\nAvailable applications: Firefox, VS Code, Terminal, File Manager.\n\nWorkflow: Observe (screenshot) \u2192 Plan \u2192 Act \u2192 Verify.\n- Always take a screenshot before and after actions.\n- Screenshots show ... | [
"computer_screenshot",
"computer_type_keys"
] | 5 | 5 | 12 | false |
traj_0014 | check top news for anthropic today | [{"role": "system", "content": "You are a desktop automation agent operating a Linux (XFCE) workstation.\n\nAvailable applications: Firefox, VS Code, Terminal, File Manager.\n\nWorkflow: Observe (screenshot) \u2192 Plan \u2192 Act \u2192 Verify.\n- Always take a screenshot before and after actions.\n- Screenshots show ... | [
"computer_application",
"computer_screenshot",
"computer_type_keys",
"computer_type_text",
"computer_wait"
] | 8 | 7 | 16 | false |
traj_0015 | check space free opening the terminal and eecuting command: df -h | [{"role": "system", "content": "You are a desktop automation agent operating a Linux (XFCE) workstation.\n\nAvailable applications: Firefox, VS Code, Terminal, File Manager.\n\nWorkflow: Observe (screenshot) \u2192 Plan \u2192 Act \u2192 Verify.\n- Always take a screenshot before and after actions.\n- Screenshots show ... | [
"computer_application",
"computer_screenshot",
"computer_type_text",
"computer_type_keys"
] | 4 | 4 | 9 | false |
traj_0016 | inside terminal that is open, create a file and write inside some jokes | [{"role": "system", "content": "You are a desktop automation agent operating a Linux (XFCE) workstation.\n\nAvailable applications: Firefox, VS Code, Terminal, File Manager.\n\nWorkflow: Observe (screenshot) \u2192 Plan \u2192 Act \u2192 Verify.\n- Always take a screenshot before and after actions.\n- Screenshots show ... | [
"computer_screenshot",
"computer_type_text",
"computer_paste_text",
"computer_type_keys"
] | 9 | 9 | 13 | false |
traj_0017 | create a file, called jokes.txt inside of it write a joje | [{"role": "system", "content": "You are a desktop automation agent operating a Linux (XFCE) workstation.\n\nAvailable applications: Firefox, VS Code, Terminal, File Manager.\n\nWorkflow: Observe (screenshot) \u2192 Plan \u2192 Act \u2192 Verify.\n- Always take a screenshot before and after actions.\n- Screenshots show ... | [
"computer_screenshot",
"computer_application",
"computer_type_text"
] | 9 | 9 | 17 | false |
traj_0018 | close the terminal, that will be a complte task | [{"role": "system", "content": "You are a desktop automation agent operating a Linux (XFCE) workstation.\n\nAvailable applications: Firefox, VS Code, Terminal, File Manager.\n\nWorkflow: Observe (screenshot) \u2192 Plan \u2192 Act \u2192 Verify.\n- Always take a screenshot before and after actions.\n- Screenshots show ... | [
"computer_screenshot",
"computer_type_keys"
] | 3 | 3 | 8 | false |
traj_0019 | open Firefox and search for AI news" | [{"role": "system", "content": "You are a desktop automation agent operating a Linux (XFCE) workstation.\n\nAvailable applications: Firefox, VS Code, Terminal, File Manager.\n\nWorkflow: Observe (screenshot) \u2192 Plan \u2192 Act \u2192 Verify.\n- Always take a screenshot before and after actions.\n- Screenshots show ... | [
"computer_application",
"computer_click_element",
"computer_type_text",
"computer_type_keys"
] | 4 | 4 | 10 | true |
traj_0020 | open Firefox and search for AI news | [{"role": "system", "content": "You are a desktop automation agent operating a Linux (XFCE) workstation.\n\nAvailable applications: Firefox, VS Code, Terminal, File Manager.\n\nWorkflow: Observe (screenshot) \u2192 Plan \u2192 Act \u2192 Verify.\n- Always take a screenshot before and after actions.\n- Screenshots show ... | [
"computer_application",
"computer_click_element",
"computer_type_text",
"computer_type_keys"
] | 4 | 4 | 10 | true |
traj_0021 | Open the terminal and type: echo "Agent test OK" then press Enter | [{"role": "system", "content": "You are a desktop automation agent operating a Linux (XFCE) workstation.\n\nAvailable applications: Firefox, VS Code, Terminal, File Manager.\n\nWorkflow: Observe (screenshot) \u2192 Plan \u2192 Act \u2192 Verify.\n- Always take a screenshot before and after actions.\n- Screenshots show ... | [
"computer_application",
"computer_type_text",
"computer_type_keys"
] | 4 | 3 | 10 | true |
traj_0022 | Open Firefox browser | [{"role": "system", "content": "You are a desktop automation agent operating a Linux (XFCE) workstation.\n\nAvailable applications: Firefox, VS Code, Terminal, File Manager.\n\nWorkflow: Observe (screenshot) \u2192 Plan \u2192 Act \u2192 Verify.\n- Always take a screenshot before and after actions.\n- Screenshots show ... | [
"computer_application",
"computer_click_element",
"computer_screenshot"
] | 4 | 4 | 12 | true |
traj_0023 | Open the terminal and create a file called test_result.txt with the content "phase1 test passed" | [{"role": "system", "content": "You are a desktop automation agent operating a Linux (XFCE) workstation.\n\nAvailable applications: Firefox, VS Code, Terminal, File Manager.\n\nWorkflow: Observe (screenshot) \u2192 Plan \u2192 Act \u2192 Verify.\n- Always take a screenshot before and after actions.\n- Screenshots show ... | [
"computer_application",
"computer_type_text",
"computer_type_keys"
] | 8 | 8 | 14 | true |
traj_0024 | Open the terminal, check what directory you are in with pwd, then list the files with ls | [{"role": "system", "content": "You are a desktop automation agent operating a Linux (XFCE) workstation.\n\nAvailable applications: Firefox, VS Code, Terminal, File Manager.\n\nWorkflow: Observe (screenshot) \u2192 Plan \u2192 Act \u2192 Verify.\n- Always take a screenshot before and after actions.\n- Screenshots show ... | [
"computer_application",
"computer_type_text",
"computer_type_keys"
] | 4 | 4 | 9 | true |
traj_0025 | Open VS Code | [{"role": "system", "content": "You are a desktop automation agent operating a Linux (XFCE) workstation.\n\nAvailable applications: Firefox, VS Code, Terminal, File Manager.\n\nWorkflow: Observe (screenshot) \u2192 Plan \u2192 Act \u2192 Verify.\n- Always take a screenshot before and after actions.\n- Screenshots show ... | [
"computer_application",
"computer_click_element"
] | 4 | 2 | 11 | true |
traj_0026 | Take a screenshot. Then click on element number 0 that you see in the numbered screenshot | [{"role": "system", "content": "You are a desktop automation agent operating a Linux (XFCE) workstation.\n\nAvailable applications: Firefox, VS Code, Terminal, File Manager.\n\nWorkflow: Observe (screenshot) \u2192 Plan \u2192 Act \u2192 Verify.\n- Always take a screenshot before and after actions.\n- Screenshots show ... | [
"computer_screenshot",
"computer_click_element"
] | 3 | 3 | 11 | true |
traj_0027 | Open Firefox, then take a screenshot and click on the address bar (it should be a numbered element near the top) | [{"role": "system", "content": "You are a desktop automation agent operating a Linux (XFCE) workstation.\n\nAvailable applications: Firefox, VS Code, Terminal, File Manager.\n\nWorkflow: Observe (screenshot) \u2192 Plan \u2192 Act \u2192 Verify.\n- Always take a screenshot before and after actions.\n- Screenshots show ... | [
"computer_application",
"computer_click_element",
"computer_screenshot"
] | 4 | 4 | 12 | true |
traj_0028 | Open the terminal, run the command: date > ~/timestamp.txt && cat ~/timestamp.txt | [{"role": "system", "content": "You are a desktop automation agent operating a Linux (XFCE) workstation.\n\nAvailable applications: Firefox, VS Code, Terminal, File Manager.\n\nWorkflow: Observe (screenshot) \u2192 Plan \u2192 Act \u2192 Verify.\n- Always take a screenshot before and after actions.\n- Screenshots show ... | [
"computer_application",
"computer_type_text",
"computer_type_keys"
] | 5 | 5 | 10 | true |
traj_0029 | open a terminal, run the command: echo 'hello world', and tell me the output | [{"role": "system", "content": "You are a desktop automation agent operating a Linux (XFCE) workstation.\n\nAvailable applications: Firefox, VS Code, Terminal, File Manager.\n\nWorkflow: Observe (screenshot) \u2192 Plan \u2192 Act \u2192 Verify.\n- Always take a screenshot before and after actions.\n- Screenshots show ... | [
"computer_application",
"computer_type_text",
"computer_type_keys"
] | 3 | 3 | 7 | true |
traj_0030 | Open the terminal and type: echo "Agent training ok" then press Enter. Report what the terminal shows. | [{"role": "system", "content": "You are a desktop automation agent operating a Linux (XFCE) workstation.\n\nAvailable applications: Firefox, VS Code, Terminal, File Manager.\n\nWorkflow: Observe (screenshot) \u2192 Plan \u2192 Act \u2192 Verify.\n- Always take a screenshot before and after actions.\n- Screenshots show ... | [
"computer_application",
"computer_type_text",
"computer_type_keys"
] | 3 | 3 | 7 | true |
traj_0031 | Open the terminal and create a file called /tmp/training_01.txt with the content "trajectory data collection started". | [{"role": "system", "content": "You are a desktop automation agent operating a Linux (XFCE) workstation.\n\nAvailable applications: Firefox, VS Code, Terminal, File Manager.\n\nWorkflow: Observe (screenshot) \u2192 Plan \u2192 Act \u2192 Verify.\n- Always take a screenshot before and after actions.\n- Screenshots show ... | [
"computer_application",
"computer_type_text",
"computer_type_keys"
] | 4 | 4 | 9 | true |
traj_0032 | Open the terminal and type: echo hello world then press Enter. Report what you see. | [{"role": "system", "content": "You are a desktop automation agent operating a Linux (XFCE) workstation.\n\nAvailable applications: Firefox, VS Code, Terminal, File Manager.\n\nWorkflow: Observe (screenshot) \u2192 Plan \u2192 Act \u2192 Verify.\n- Always take a screenshot before and after actions.\n- Screenshots show ... | [
"computer_application",
"computer_type_text",
"computer_type_keys",
"computer_screenshot"
] | 4 | 4 | 11 | true |
End of preview. Expand in Data Studio
Desktop Agent Trajectories — Sample
AI desktop agent execution trajectories recorded on a Linux (XFCE) workstation. Each trajectory is a complete conversation between an AI agent and a desktop environment, including tool calls (click, type, scroll, screenshot, etc.) and their results.
What's in this dataset
- 56 unique trajectories of an AI agent completing real desktop tasks
- Tasks: web navigation, terminal commands, file operations, UI interaction
- Full conversation in OpenAI chat format (system + user + assistant + tool roles)
- Tool calls:
computer_click_element,computer_type_text,computer_screenshot,computer_application, etc. - Screenshots stripped to reduce size — text descriptions preserved
Schema
| Field | Type | Description |
|---|---|---|
id |
string | Trajectory identifier |
task |
string | The user task given to the agent |
messages |
string (JSON) | Full conversation in OpenAI chat format |
tools_used |
list[string] | Unique tools called in this trajectory |
num_assistant_turns |
int | Number of agent reasoning/action turns |
num_tool_calls |
int | Total tool invocations |
num_messages |
int | Total messages in conversation |
was_resumed |
bool | Whether the task was interrupted and resumed |
Use cases
- Fine-tuning computer-use agents (convert
messagesJSON to your training format) - Benchmarking agent tool-use accuracy and efficiency
- Research on GUI grounding and desktop automation
- Few-shot prompting for agent systems
Format
Each row's messages field is a JSON string in OpenAI chat completion format with tool_calls and tool roles. Parse with:
import json
from datasets import load_dataset
ds = load_dataset("diogoneno/desktop-agent-trajectories-sample")
messages = json.loads(ds["train"][0]["messages"])
Feedback
This is a free sample for community testing. We'd love to hear:
- Is this format useful for your agent training pipeline?
- What metadata would make this more valuable?
- Would you use a larger curated dataset (500+ scored trajectories)?
Open a discussion on this repo — all feedback shapes the full release.
License
Apache 2.0
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