| --- |
| license: cc-by-4.0 |
| pretty_name: AgentLogs |
| configs: |
| - config_name: repositories |
| data_files: "repositories/*.parquet" |
| - config_name: agent_tasks |
| data_files: "agent_tasks/*.parquet" |
| - config_name: agent_sessions |
| data_files: "agent_sessions/*.parquet" |
| default: true |
| - config_name: agent_session_logs |
| data_files: "agent_session_logs/*.parquet" |
| - config_name: users |
| data_files: "users/*.parquet" |
| - config_name: pull_requests |
| data_files: "pull_requests/*.parquet" |
| - config_name: pull_request_timelines |
| data_files: "pull_request_timelines/*.parquet" |
| - config_name: workflow_runs |
| data_files: "workflow_runs/*.parquet" |
| --- |
| |
| # AgentLogs |
|
|
| <a href="https://github.com/risenlab/agentlogs" target="_blank" rel="noopener noreferrer"><img src="https://img.shields.io/badge/GitHub-risenlab%2Fagentlogs-181717?logo=github&logoColor=whitesmoke" alt="GitHub risenlab/agentlogs"></a> |
| <a href="https://pypi.org/project/risenlab-agentlogs/" target="_blank" rel="noopener noreferrer"><img src="https://img.shields.io/badge/PyPI-risenlab--agentlogs-blue?logo=pypi&logoColor=whitesmoke" alt="PyPI risenlab-agentlogs"></a> |
| <a href="https://arxiv.org/abs/2608.29204" target="_blank" rel="noopener noreferrer"><img src="https://img.shields.io/badge/arXiv-2608.29204-b31b1b?logo=arxiv&logoColor=whitesmoke" alt="arXiv 2608.29204"></a> |
|
|
| > [!NOTE] |
| > The latest dataset release is `1.0-20261008`, which only works with the schema `v1.0`. It is recommended to pin the Python package with `~=1.0.0` |
| > |
| > [Dataset releases](https://huggingface.co/datasets/risenlab/agentlogs#releases) | [Changelog](https://github.com/risenlab/agentlogs/blob/main/CHANGELOG.md#schema-v1_0) |
|
|
| AgentLogs is a dataset of activity related to the [GitHub agents functionality](https://github.com/features/copilot/agents): repository metadata, agent tasks, sessions, session logs (messages, tool calls, usage details, etc.), and user records. |
|
|
| This dataset is described in: |
|
|
| > 📄 Jonan Richards, Kosei Horikawa, Youmei Fan, Yutaro Kashiwa, and Mairieli Wessel (2026), *AgentLogs: A Dataset for Opening the Black Box of GitHub's Cloud Agent*. arXiv: [2608.29204](https://arxiv.org/abs/2608.29204) (preprint). |
|
|
| ## Dataset |
|
|
| | | # Records | Size | Table | Content | |
| | --- | ---: | ---: | --- | --- | |
| | **Repositories**<br><small>− 2.18% with agent tasks</small> | 1,861,300<br><small>- 40,565</small> | 462.7 MB | [`repositories`](docs/schema/repository.md) | Public GitHub repositories with over 10 stars (metadata including name, license, language, stars, forks, timestamps, labels, topics). | |
| | **Agent tasks**<br><small>− 97.20% with sessions</small> | 363,624<br><small>- 353,432</small> | 83.7 MB | [`agent_tasks`](docs/schema/agent_task.md) | Agent assignment on a repository (metadata including name, request, state, creator, timestamps, branch/PR identifiers). | |
| | **Agent sessions**<br><small>− 98.24% with session logs</small> | 635,886<br><small>- 624,668</small> | 243.1 MB | [`agent_sessions`](docs/schema/agent_session.md) | Agent runs within a task (metadata including model, prompt, outcome, usage, and branch/PR identifier for that session). | |
| | **Log entries**<br><small>− >99.99% parsed</small> | 75,631,136<br><small>- 75,630,896</small> | 63.0 GB | [`agent_session_logs`](docs/schema/agent_session_log_entry.md) | Session log events (including messages, usage details, tool calls for file edits, git, and GitHub issues, PRs, comments, CI). | |
| | **Users**<br><small>− 4.40% with tasks or sessions</small> | 857,428<br><small>- 37,714</small> | 211.5 MB | [`users`](docs/schema/user.md) | Users, organizations, and bots related to the other tables (GitHub id, login slug, and creation date). | |
| | **Pull requests**<br><small>− 99.82% with timeline events</small> | 317,878<br><small>- 317,297</small> | 483.9 MB | [`pull_requests`](docs/schema/pull_request.md) | Pull requests worked on in agent tasks and sessions (GitHub id, number, state, and branches). | |
| | **Pull request timeline events** | 9,070,939 | 327.4 MB | [`pull_request_timelines`](docs/schema/pull_request_timeline_event.md) | Timeline events for collected pull requests (actor, label, commit, and message). | |
| | **Workflow runs** | 554,496 | 83.3 MB | [`workflow_runs`](docs/schema/workflow_run.md) | GitHub Actions runs that executed agent sessions (status, head commit, and triggering user/bot). | |
| | **Total** | **89,292,687** | **64.9 GB** | | | |
|
|
| See the [schema reference](docs/schema/README.md) for field-level documentation of each table. |
|
|
| Example analysis code and a small sample: [risenlab/agentlogs](https://github.com/risenlab/agentlogs). |
|
|
| ### Releases |
|
|
| <table> |
| <thead><tr><th>Schema version</th><th>Dataset release</th><th>Release date</th><th>Cutoff date</th></tr></thead> |
| <tbody> |
| <tr><td rowspan="1"><a href="https://pypi.org/project/risenlab-agentlogs/1.0.0/">v1.0</a></td><td><a href="https://huggingface.co/datasets/risenlab/agentlogs/tree/1.0-20261008">1.0-20261008</a></td><td>8 October, 2026</td><td>30 September, 2026</td></tr> |
| <tr><td rowspan="1"><a href="https://pypi.org/project/risenlab-agentlogs/0.2.0/">v0.2</a></td><td><a href="https://huggingface.co/datasets/risenlab/agentlogs/tree/v0.2">0.2</a></td><td>29 August, 2026</td><td>17 July, 2026</td></tr> |
| </tbody> |
| </table> |
|
|
| ## Installation |
|
|
| ```bash |
| pip install 'risenlab-agentlogs~=1.0.0' huggingface_hub |
| ``` |
|
|
| ## Load |
|
|
| Download parquet once, then query with DuckDB, Polars, or the local streaming notebook. |
|
|
| ```python |
| from pathlib import Path |
| from huggingface_hub import snapshot_download |
| from agentlogs.schema import assert_dataset_version |
| |
| dataset_path = Path("data") / "dataset" |
| snapshot_download( |
| repo_id="risenlab/agentlogs", |
| repo_type="dataset", |
| revision="1.0-20261008", |
| local_dir=dataset_path, |
| ) |
| assert_dataset_version(dataset_path) |
| ``` |
|
|
| ## Citation |
|
|
| If you use AgentLogs in an academic publication, please cite this preprint: |
|
|
| ```bibtex |
| @misc{richards2026AgentLogsDatasetOpening, |
| title = {{AgentLogs: A Dataset for Opening the Black Box of GitHub's Cloud Agent}}, |
| author = {Richards, Jonan and Horikawa, Kosei and Fan, Youmei and Kashiwa, Yutaro and Wessel, Mairieli}, |
| year = 2026, |
| month = aug, |
| eprint = {2608.29204}, |
| primaryclass = {cs.SE}, |
| doi = {10.48550/arXiv.2608.29204}, |
| archiveprefix = {arXiv}, |
| url = {https://arxiv.org/abs/2608.29204} |
| } |
| ``` |
|
|
| ## License |
|
|
| [CC BY 4.0](DATA_LICENSE). Suggested attribution: |
|
|
| > AgentLogs dataset by RISEN Lab, licensed under CC BY 4.0. |
|
|
| Repository sampling uses [GitHub Search](https://seart-ghs.si.usi.ch/) |
| ([GitHub](https://github.com/seart-group/ghs), [Zenodo](https://doi.org/10.5281/zenodo.4588464)) |
| © SEART Research Group and Contributors, used under the |
| [MIT License](https://github.com/seart-group/ghs/blob/master/LICENSE). |
|
|
| The GitHub Search seed CSV is not distributed with this dataset. The |
| `repositories` table is built from that CSV. |
|
|
