README.md

---
license: apache-2.0
task_categories:
- text-generation
tags:
- web-agent
- evaluation
- gitlab
pretty_name: GitLab Tasks
dataset_info:
  features:
  - name: benchmark
    dtype: string
  - name: task_name
    dtype: string
  - name: task_seed
    dtype: int64
  - name: task_config
    dtype: string
  - name: goal
    dtype: string
  - name: start_url
    dtype: string
  - name: validation
    dtype: string
  splits:
  - name: train
    num_bytes: 806672
    num_examples: 192
  download_size: 57836
  dataset_size: 806672
configs:
- config_name: default
  data_files:
  - split: train
    path: data/train-*
---

# 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:

```python
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

```python
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.