💫StarShell
Collection
Resources for paper "Terminal Agents Suffice for Enterprise Automation". Repo: https://github.com/servicenow/starshell • 7 items • Updated
Datasets:
benchmark stringclasses 1
value | task_name stringclasses 28
values | task_seed int64 0 19 | task_config stringlengths 2 514 | goal stringlengths 13 368 | start_url stringclasses 1
value | validation stringclasses 28
values |
|---|---|---|---|---|---|---|
gitlab | gitlab.add-followed-users-to-new-repo | 0 | {"account_list": "patou, egpast, westurner, jontutcher", "group_name": "crew", "visibility_level": "private", "project_name": "a temporary name until we come up with a better one"} | Follow patou, egpast, westurner, jontutcher on Gitlab and put them in a new group "crew". Create a new private project "a temporary name until we come up with a better one" afterwards and add them as collaborators | from typing import Any, Dict, List
from urllib.parse import quote
import requests
import json
import os
def _get_headers():
return {
"Content-Type": "application/json",
"Accept": "application/json",
**json.loads(os.getenv("GITLAB_EXTRA_HTTP_HEADERS", "{}")),
}
def _get_current_user():... | |
gitlab | gitlab.add-followed-users-to-new-repo | 1 | {"account_list": "sayakpaul, patrickhlauke", "group_name": "coding_friends", "visibility_level": "internal", "project_name": "akihat"} | Follow sayakpaul, patrickhlauke on Gitlab and put them in a new group "coding_friends". Create a new internal project "akihat" afterwards and add them as collaborators | from typing import Any, Dict, List
from urllib.parse import quote
import requests
import json
import os
def _get_headers():
return {
"Content-Type": "application/json",
"Accept": "application/json",
**json.loads(os.getenv("GITLAB_EXTRA_HTTP_HEADERS", "{}")),
}
def _get_current_user():... | |
gitlab | gitlab.add-followed-users-to-new-repo | 2 | {"account_list": "convexegg, dilipchandima, bmyun, DCMJY, linkmatrix, yjlou", "group_name": "webagent", "visibility_level": "public", "project_name": "DKJFKAJFOWEI"} | Follow convexegg, dilipchandima, bmyun, DCMJY, linkmatrix, yjlou on Gitlab and put them in a new group "webagent". Create a new public project "DKJFKAJFOWEI" afterwards and add them as collaborators | from typing import Any, Dict, List
from urllib.parse import quote
import requests
import json
import os
def _get_headers():
return {
"Content-Type": "application/json",
"Accept": "application/json",
**json.loads(os.getenv("GITLAB_EXTRA_HTTP_HEADERS", "{}")),
}
def _get_current_user():... | |
gitlab | gitlab.count-commits | 0 | {"date": "3/5/2023", "repo": "a11yproject", "user": "kilian"} | How many commits did kilian make to a11yproject on 3/5/2023? | import os
import re
from calendar import monthrange
from collections import Counter
from datetime import datetime, timedelta
from typing import Any, Dict, List
from urllib.parse import quote
import requests
import json
def _get_headers():
return {
"Content-Type": "application/json",
"Accept": "ap... | |
gitlab | gitlab.count-commits | 1 | {"date": "3/2", "repo": "a11yproject", "user": "Eric"} | How many commits did Eric make to a11yproject on 3/2? | import os
import re
from calendar import monthrange
from collections import Counter
from datetime import datetime, timedelta
from typing import Any, Dict, List
from urllib.parse import quote
import requests
import json
def _get_headers():
return {
"Content-Type": "application/json",
"Accept": "ap... | |
gitlab | gitlab.count-commits | 2 | {"date": "3/1/2023", "repo": "a11yproject", "user": "kilian"} | How many commits did kilian make to a11yproject on 3/1/2023? | import os
import re
from calendar import monthrange
from collections import Counter
from datetime import datetime, timedelta
from typing import Any, Dict, List
from urllib.parse import quote
import requests
import json
def _get_headers():
return {
"Content-Type": "application/json",
"Accept": "ap... | |
gitlab | gitlab.count-commits | 3 | {"date": "1/3/2023", "repo": "a11yproject", "user": "Eric and Kilian"} | How many commits did Eric and Kilian make to a11yproject on 1/3/2023? | import os
import re
from calendar import monthrange
from collections import Counter
from datetime import datetime, timedelta
from typing import Any, Dict, List
from urllib.parse import quote
import requests
import json
def _get_headers():
return {
"Content-Type": "application/json",
"Accept": "ap... | |
gitlab | gitlab.count-commits | 4 | {"date": "2/6/2023", "repo": "a11y-webring.club", "user": "Steven Woodson"} | How many commits did Steven Woodson make to a11y-webring.club on 2/6/2023? | import os
import re
from calendar import monthrange
from collections import Counter
from datetime import datetime, timedelta
from typing import Any, Dict, List
from urllib.parse import quote
import requests
import json
def _get_headers():
return {
"Content-Type": "application/json",
"Accept": "ap... | |
gitlab | gitlab.count-commits | 5 | {"date": "3/5/2023", "user": "kilian", "repo": "a11yproject/a11yproject.com"} | How many commits did kilian make on 3/5/2023 in the a11yproject/a11yproject.com repo? | import os
import re
from calendar import monthrange
from collections import Counter
from datetime import datetime, timedelta
from typing import Any, Dict, List
from urllib.parse import quote
import requests
import json
def _get_headers():
return {
"Content-Type": "application/json",
"Accept": "ap... | |
gitlab | gitlab.count-commits | 6 | {"date": "3/2", "user": "Eric", "repo": "a11yproject/a11yproject.com"} | How many commits did Eric make on 3/2 in the a11yproject/a11yproject.com repo? | import os
import re
from calendar import monthrange
from collections import Counter
from datetime import datetime, timedelta
from typing import Any, Dict, List
from urllib.parse import quote
import requests
import json
def _get_headers():
return {
"Content-Type": "application/json",
"Accept": "ap... | |
gitlab | gitlab.count-commits | 7 | {"date": "1/3/2023", "user": "Eric and Kilian", "repo": "a11yproject/a11yproject.com"} | How many commits did Eric and Kilian make on 1/3/2023 in the a11yproject/a11yproject.com repo in total? | import os
import re
from calendar import monthrange
from collections import Counter
from datetime import datetime, timedelta
from typing import Any, Dict, List
from urllib.parse import quote
import requests
import json
def _get_headers():
return {
"Content-Type": "application/json",
"Accept": "ap... | |
gitlab | gitlab.count-commits | 8 | {"period": "durning 2023", "user": "Kilian", "repo": "a11yproject/a11yproject.com"} | How many commits did Kilian make durning 2023 in the a11yproject/a11yproject.com repo? | import os
import re
from calendar import monthrange
from collections import Counter
from datetime import datetime, timedelta
from typing import Any, Dict, List
from urllib.parse import quote
import requests
import json
def _get_headers():
return {
"Content-Type": "application/json",
"Accept": "ap... | |
gitlab | gitlab.count-commits | 9 | {"period": "between Feb 2023 and May 2023", "user": "Eric", "repo": "a11yproject/a11yproject.com"} | How many commits did Eric make between Feb 2023 and May 2023 in the a11yproject/a11yproject.com repo? | import os
import re
from calendar import monthrange
from collections import Counter
from datetime import datetime, timedelta
from typing import Any, Dict, List
from urllib.parse import quote
import requests
import json
def _get_headers():
return {
"Content-Type": "application/json",
"Accept": "ap... | |
gitlab | gitlab.count-commits | 10 | {"period": "in 2023/1", "user": "Philip", "repo": "a11yproject/a11yproject.com"} | How many commits did Philip make in 2023/1 in the a11yproject/a11yproject.com repo? | import os
import re
from calendar import monthrange
from collections import Counter
from datetime import datetime, timedelta
from typing import Any, Dict, List
from urllib.parse import quote
import requests
import json
def _get_headers():
return {
"Content-Type": "application/json",
"Accept": "ap... | |
gitlab | gitlab.count-commits | 11 | {"period": "between 08/2022-09/2022", "user": "Anthony", "repo": "a11yproject/a11yproject.com"} | How many commits did Anthony make between 08/2022-09/2022 in the a11yproject/a11yproject.com repo? | import os
import re
from calendar import monthrange
from collections import Counter
from datetime import datetime, timedelta
from typing import Any, Dict, List
from urllib.parse import quote
import requests
import json
def _get_headers():
return {
"Content-Type": "application/json",
"Accept": "ap... | |
gitlab | gitlab.count-commits | 12 | {"period": "in April 2021", "user": "Nic", "repo": "a11yproject/a11yproject.com"} | How many commits did Nic make in April 2021 in the a11yproject/a11yproject.com repo? | import os
import re
from calendar import monthrange
from collections import Counter
from datetime import datetime, timedelta
from typing import Any, Dict, List
from urllib.parse import quote
import requests
import json
def _get_headers():
return {
"Content-Type": "application/json",
"Accept": "ap... | |
gitlab | gitlab.count-commits | 13 | {"repo": "primer/design"} | Tell me who has made the most contributions, in terms of number of commits, to the primer/design project | import os
import re
from calendar import monthrange
from collections import Counter
from datetime import datetime, timedelta
from typing import Any, Dict, List
from urllib.parse import quote
import requests
import json
def _get_headers():
return {
"Content-Type": "application/json",
"Accept": "ap... | |
gitlab | gitlab.count-commits | 14 | {"repo": "thoughtbot/administrate"} | Tell me who has made the most contributions, in terms of number of commits, to the thoughtbot/administrate project | import os
import re
from calendar import monthrange
from collections import Counter
from datetime import datetime, timedelta
from typing import Any, Dict, List
from urllib.parse import quote
import requests
import json
def _get_headers():
return {
"Content-Type": "application/json",
"Accept": "ap... | |
gitlab | gitlab.count-commits | 15 | {"repo": "AndroidSlidingUpPanel"} | Tell me who has made the most contributions, in terms of number of commits, to the AndroidSlidingUpPanel project | import os
import re
from calendar import monthrange
from collections import Counter
from datetime import datetime, timedelta
from typing import Any, Dict, List
from urllib.parse import quote
import requests
import json
def _get_headers():
return {
"Content-Type": "application/json",
"Accept": "ap... | |
gitlab | gitlab.count-commits | 16 | {"repo": "Pytorch GAN"} | Tell me who has made the most contributions, in terms of number of commits, to the Pytorch GAN project | import os
import re
from calendar import monthrange
from collections import Counter
from datetime import datetime, timedelta
from typing import Any, Dict, List
from urllib.parse import quote
import requests
import json
def _get_headers():
return {
"Content-Type": "application/json",
"Accept": "ap... |
End of preview. Expand in Data Studio
GitLab Tasks
An evaluation dataset for web agents operating on a self-hosted GitLab instance. Each row contains a task goal, a configuration dict, and a standalone Python validation function that scores agent performance by querying the GitLab API.
Dataset overview
- 155 samples across 23 task categories
- Validators are self-contained Python functions that call the GitLab REST API to verify outcomes
| Category | Samples | Description |
|---|---|---|
add-followed-users-to-new-repo |
3 | Follow users, create a group, create a project, and add them as collaborators |
create-group |
5 | Create a group and add members |
create-issue |
13 | Create an issue in a repository |
create-milestone |
5 | Create a milestone with start and end dates |
create-pr |
6 | Create a merge request between branches |
create-repo |
20 | Create a new project with visibility and member settings |
follow-user |
5 | Follow one or more users |
fork-repo |
6 | Fork a repository |
get-and-update-info |
3 | Update status and profile, then report repository contributions |
invite-user |
15 | Invite a user to a repository with a specific role |
list-issues |
12 | List issues matching specific filters |
list-pr |
2 | List merge requests matching specific filters |
list-repos |
6 | List repositories matching criteria |
open-issue |
10 | Find and open a specific existing issue |
post-message |
8 | Post a comment on a merge request |
show-command |
5 | Show the git clone command for a repository |
star-fork-create-milestone-issues |
3 | Star and fork a repo, create a milestone, and create issues |
star-repo |
5 | Star the top N most-starred repositories |
update-issue |
5 | Assign an issue to a user |
update-license |
5 | Change a repository's license |
update-multiple-issues-single-repo |
3 | Add comments to multiple issues in a repository |
update-profile |
5 | Update the user's profile homepage URL |
update-status |
5 | Set the user's GitLab status |
Schema
| Column | Type | Description |
|---|---|---|
benchmark |
string |
Benchmark name (gitlab) |
task_name |
string |
Task category (e.g. gitlab.create-issue) |
task_seed |
int |
YAML file ID the sample was generated from |
task_config |
string |
JSON-encoded dict with task-specific parameters used for validation |
goal |
string |
Natural language instruction shown to the agent |
start_url |
string |
URL where the agent should begin (empty, defaults to GitLab home) |
validation |
string |
Python source code of the validator module |
Validation
Each validator module exposes a validate(messages, config) function:
def validate(messages: List[Dict[str, str]], config: Dict[str, Any]) -> int:
"""
Args:
messages: Conversation history (list of {"role": ..., "content": ...} dicts).
The last assistant message is checked for answer-based tasks.
config: The task_config dict for this sample.
Returns:
1 if the task was completed successfully, 0 otherwise.
Raises:
ValueError: If the task configuration is invalid.
"""
Validators call the GitLab REST API to verify outcomes. The following environment variables must be set:
| Variable | Description |
|---|---|
GITLAB_BASE_URL |
Base URL of the GitLab instance (e.g. https://gitlab.example.com) |
GITLAB_EXTRA_HTTP_HEADERS |
JSON string containing authentication headers (e.g. {"Authorization": "Bearer <token>"}) |
Usage
import ast
from datasets import load_dataset
ds = load_dataset("servicenow-ai/gitlab-tasks")
sample = ds["train"][0]
config = ast.literal_eval(sample["task_config"])
# Load the validator
exec(sample["validation"], globals())
score = validate(
messages=[{"role": "assistant", "content": "Done."}],
config=config,
)
Task categories
Single-action tasks
- create-group / create-repo / create-issue / create-milestone / create-pr: Create a GitLab resource with specific attributes. Validated by querying the API for the created resource.
- follow-user / fork-repo / star-repo: Social actions on users or repositories. Validated by checking the user's following list, fork list, or starred projects.
- invite-user: Invite a user to a project with a specific access level. Validated by checking project membership.
- update-issue / update-license / update-profile / update-status: Modify an existing resource. Validated by reading back the resource state from the API.
- post-message: Post a comment on a merge request. Validated by fetching the MR's notes.
Information retrieval tasks
- list-issues / list-pr / list-repos: The agent must return a URL with the correct query parameters. Validated by checking the URL prefix and query string.
- open-issue: Find and navigate to a specific issue. Validated by matching the URL against the API's issue reference.
- show-command: Return the SSH clone command for a repository. Validated by comparing against the API's
ssh_url_to_repo.
Multi-step tasks
- add-followed-users-to-new-repo: Follow users, create a group, create a project, and add collaborators. Validated by checking all sub-tasks via the API.
- get-and-update-info: Update status and profile, then report repository contributions. Validated by checking status, profile URL, and message content.
- star-fork-create-milestone-issues: Star a repo, fork it, create a milestone, and create issues. Validated by checking all sub-tasks via the API.
- update-multiple-issues-single-repo: Add comments to multiple issues. Validated by checking issue notes.
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