Datasets:

Modalities:
Tabular
Text
Formats:
parquet
ArXiv:
License:
jonan-richards commited on
Commit
c58e2be
·
verified ·
1 Parent(s): 128c249

Update dataset card

Browse files
README.md CHANGED
@@ -32,24 +32,24 @@ configs:
32
  >
33
  > [Dataset releases](https://huggingface.co/datasets/risenlab/agentlogs#releases) | [Changelog](https://github.com/risenlab/agentlogs/blob/main/CHANGELOG.md#schema-v1_0)
34
 
35
- 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.
36
 
37
  This dataset is described in:
38
 
39
- > 📄 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).
40
 
41
  ## Dataset
42
 
43
  | | # Records | Size | Table | Content |
44
  | --- | ---: | ---: | --- | --- |
45
  | **Repositories**<br><small>−&nbsp;2.18% with agent tasks</small> | 1,861,300<br><small>-&nbsp;40,565</small> | 462.7&nbsp;MB | [`repositories`](docs/schema/repository.md) | Public GitHub repositories with over 10 stars (metadata including name, license, language, stars, forks, timestamps, labels, topics). |
46
- | **Agent tasks**<br><small>−&nbsp;97.20% with sessions</small> | 363,624<br><small>-&nbsp;353,432</small> | 83.7&nbsp;MB | [`agent_tasks`](docs/schema/agent_task.md) | Agent assignment on a repository (metadata including name, request, state, creator, timestamps, branch/PR identifiers). |
47
- | **Agent sessions**<br><small>−&nbsp;98.24% with session logs</small> | 635,886<br><small>-&nbsp;624,668</small> | 243.1&nbsp;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). |
48
  | **Log entries**<br><small>−&nbsp;>99.99% parsed</small> | 75,631,136<br><small>-&nbsp;75,630,896</small> | 63.0&nbsp;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). |
49
  | **Users**<br><small>−&nbsp;4.40% with tasks or sessions</small> | 857,428<br><small>-&nbsp;37,714</small> | 211.5&nbsp;MB | [`users`](docs/schema/user.md) | Users, organizations, and bots related to the other tables (GitHub id, login slug, and creation date). |
50
  | **Pull requests**<br><small>−&nbsp;99.82% with timeline events</small> | 317,878<br><small>-&nbsp;317,297</small> | 483.9&nbsp;MB | [`pull_requests`](docs/schema/pull_request.md) | Pull requests worked on in agent tasks and sessions (GitHub id, number, state, and branches). |
51
- | **Pull request timeline events** | 9,070,939 | 327.4&nbsp;MB | [`pull_request_timelines`](docs/schema/pull_request_timeline_event.md) | Timeline events for collected pull requests (actor, label, commit, and message). |
52
- | **Workflow runs** | 554,496 | 83.3&nbsp;MB | [`workflow_runs`](docs/schema/workflow_run.md) | GitHub Actions runs that executed agent sessions (status, head commit, and triggering user/bot). |
53
  | **Total** | **89,292,687** | **64.9&nbsp;GB** | | |
54
 
55
  See the [schema reference](docs/schema/README.md) for field-level documentation of each table.
@@ -97,7 +97,7 @@ If you use AgentLogs in an academic publication, please cite this preprint:
97
 
98
  ```bibtex
99
  @misc{richards2026AgentLogsDatasetOpening,
100
- title = {{AgentLogs: A Dataset for Opening the Black Box of GitHub's Cloud Agent}},
101
  author = {Richards, Jonan and Horikawa, Kosei and Fan, Youmei and Kashiwa, Yutaro and Wessel, Mairieli},
102
  year = 2026,
103
  month = aug,
 
32
  >
33
  > [Dataset releases](https://huggingface.co/datasets/risenlab/agentlogs#releases) | [Changelog](https://github.com/risenlab/agentlogs/blob/main/CHANGELOG.md#schema-v1_0)
34
 
35
+ AgentLogs is a dataset of activity on [GitHub's cloud agent platform](https://github.com/features/copilot/agents): repository metadata, agent tasks, sessions, session logs (messages, tool calls, usage details, etc.), and user records.
36
 
37
  This dataset is described in:
38
 
39
+ > 📄 Jonan Richards, Kosei Horikawa, Youmei Fan, Yutaro Kashiwa, and Mairieli Wessel (2026), *AgentLogs: A Dataset for Opening the Black Box of Cloud Agents on GitHub*. arXiv: [2608.29204](https://arxiv.org/abs/2608.29204) (preprint).
40
 
41
  ## Dataset
42
 
43
  | | # Records | Size | Table | Content |
44
  | --- | ---: | ---: | --- | --- |
45
  | **Repositories**<br><small>−&nbsp;2.18% with agent tasks</small> | 1,861,300<br><small>-&nbsp;40,565</small> | 462.7&nbsp;MB | [`repositories`](docs/schema/repository.md) | Public GitHub repositories with over 10 stars (metadata including name, license, language, stars, forks, timestamps, labels, topics). |
46
+ | **Agent tasks**<br><small>−&nbsp;97.20% with sessions</small> | 363,624<br><small>-&nbsp;353,432</small> | 83.7&nbsp;MB | [`agent_tasks`](docs/schema/agent_task.md) | Agent assignments on a repository (metadata including name, request, state, creator, timestamps, branch/PR identifiers). |
47
+ | **Agent sessions**<br><small>−&nbsp;98.24% with session logs</small> | 635,886<br><small>-&nbsp;624,668</small> | 243.1&nbsp;MB | [`agent_sessions`](docs/schema/agent_session.md) | Executions of an agent on a task (metadata including model, prompt, outcome, usage, workflow run, and branch/PR identifier for that session). |
48
  | **Log entries**<br><small>−&nbsp;>99.99% parsed</small> | 75,631,136<br><small>-&nbsp;75,630,896</small> | 63.0&nbsp;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). |
49
  | **Users**<br><small>−&nbsp;4.40% with tasks or sessions</small> | 857,428<br><small>-&nbsp;37,714</small> | 211.5&nbsp;MB | [`users`](docs/schema/user.md) | Users, organizations, and bots related to the other tables (GitHub id, login slug, and creation date). |
50
  | **Pull requests**<br><small>−&nbsp;99.82% with timeline events</small> | 317,878<br><small>-&nbsp;317,297</small> | 483.9&nbsp;MB | [`pull_requests`](docs/schema/pull_request.md) | Pull requests worked on in agent tasks and sessions (GitHub id, number, state, and branches). |
51
+ | **Pull request timeline events** | 9,070,939 | 327.4&nbsp;MB | [`pull_request_timelines`](docs/schema/pull_request_timeline_event.md) | Timeline events for a pull request (actor, label, commit, and message). |
52
+ | **Workflow runs** | 554,496 | 83.3&nbsp;MB | [`workflow_runs`](docs/schema/workflow_run.md) | GitHub Actions workflow runs that executed an agent session (status, head commit, and triggering user/bot). |
53
  | **Total** | **89,292,687** | **64.9&nbsp;GB** | | |
54
 
55
  See the [schema reference](docs/schema/README.md) for field-level documentation of each table.
 
97
 
98
  ```bibtex
99
  @misc{richards2026AgentLogsDatasetOpening,
100
+ title = {{AgentLogs: A Dataset for Opening the Black Box of Cloud Agents on GitHub}},
101
  author = {Richards, Jonan and Horikawa, Kosei and Fan, Youmei and Kashiwa, Yutaro and Wessel, Mairieli},
102
  year = 2026,
103
  month = aug,
docs/schema/README.md CHANGED
@@ -16,4 +16,4 @@
16
  | `pull_request_timelines` | [Pull Request Timeline Event](pull_request_timeline_event.md) |
17
  | `workflow_runs` | [Workflow Run](workflow_run.md) |
18
 
19
- Generated from [schema definitions](https://github.com/risenlab/agentlogs/tree/v1.0.0/packages/risenlab-agentlogs/src/agentlogs/schema).
 
16
  | `pull_request_timelines` | [Pull Request Timeline Event](pull_request_timeline_event.md) |
17
  | `workflow_runs` | [Workflow Run](workflow_run.md) |
18
 
19
+ Generated from [schema definitions](https://github.com/risenlab/agentlogs/tree/v1.0.1/packages/risenlab-agentlogs/src/agentlogs/schema).
docs/schema/agent_session.md CHANGED
@@ -6,9 +6,9 @@
6
  > [Changelog](https://github.com/risenlab/agentlogs/blob/main/CHANGELOG.md#schema-v1_0)
7
 
8
  <table>
9
- <tr><th align="left">Description</th><td>Copilot cloud agent session.</td></tr>
10
  <tr><th align="left">Parquet table</th><td><code>agent_sessions</code></td></tr>
11
- <tr><th align="left">Schema definition</th><td><a href="https://github.com/risenlab/agentlogs/blob/v1.0.0/packages/risenlab-agentlogs/src/agentlogs/schema/types/agent_session.py#L26"><code>agentlogs/schema/types/agent_session.py</code></a></td></tr>
12
  </table>
13
 
14
  ## Data sources
@@ -24,7 +24,7 @@ Fields and values differ slightly from GitHub REST `GET /agents/tasks/{id}` ([do
24
  | <code>task</code> | [Agent Task](agent_task.md) | <code>sessions</code> | |
25
  | <code>user</code> | [User](user.md) | <code>sessions</code> | |
26
  | <code>pull_request_artifact</code> (optional) | [Pull Request](pull_request.md) | <code>created_by_sessions</code> | Pull request worked on in this session. Often also listed on the parent task ([pull request artifacts](./agent_task.md)). May be missing when the task still lists the pull request. |
27
- | <code>workflow_run</code> (optional) | [Workflow Run](workflow_run.md) | <code>session</code> | Actions run that executed this session. |
28
 
29
  ## Fields
30
 
 
6
  > [Changelog](https://github.com/risenlab/agentlogs/blob/main/CHANGELOG.md#schema-v1_0)
7
 
8
  <table>
9
+ <tr><th align="left">Description</th><td>Execution of an agent on a task.</td></tr>
10
  <tr><th align="left">Parquet table</th><td><code>agent_sessions</code></td></tr>
11
+ <tr><th align="left">Schema definition</th><td><a href="https://github.com/risenlab/agentlogs/blob/v1.0.1/packages/risenlab-agentlogs/src/agentlogs/schema/types/agent_session.py#L26"><code>agentlogs/schema/types/agent_session.py</code></a></td></tr>
12
  </table>
13
 
14
  ## Data sources
 
24
  | <code>task</code> | [Agent Task](agent_task.md) | <code>sessions</code> | |
25
  | <code>user</code> | [User](user.md) | <code>sessions</code> | |
26
  | <code>pull_request_artifact</code> (optional) | [Pull Request](pull_request.md) | <code>created_by_sessions</code> | Pull request worked on in this session. Often also listed on the parent task ([pull request artifacts](./agent_task.md)). May be missing when the task still lists the pull request. |
27
+ | <code>workflow_run</code> (optional) | [Workflow Run](workflow_run.md) | <code>session</code> | GitHub Actions workflow run that executed this session. |
28
 
29
  ## Fields
30
 
docs/schema/agent_session_log_entry.md CHANGED
@@ -6,9 +6,9 @@
6
  > [Changelog](https://github.com/risenlab/agentlogs/blob/main/CHANGELOG.md#schema-v1_0)
7
 
8
  <table>
9
- <tr><th align="left">Description</th><td>Copilot cloud agent session log event.</td></tr>
10
  <tr><th align="left">Parquet table</th><td><code>agent_session_logs</code></td></tr>
11
- <tr><th align="left">Schema definition</th><td><a href="https://github.com/risenlab/agentlogs/blob/v1.0.0/packages/risenlab-agentlogs/src/agentlogs/schema/types/agent_session_log.py#L9"><code>agentlogs/schema/types/agent_session_log.py</code></a></td></tr>
12
  </table>
13
 
14
  ## Data sources
 
6
  > [Changelog](https://github.com/risenlab/agentlogs/blob/main/CHANGELOG.md#schema-v1_0)
7
 
8
  <table>
9
+ <tr><th align="left">Description</th><td>One entry in the log of a session.</td></tr>
10
  <tr><th align="left">Parquet table</th><td><code>agent_session_logs</code></td></tr>
11
+ <tr><th align="left">Schema definition</th><td><a href="https://github.com/risenlab/agentlogs/blob/v1.0.1/packages/risenlab-agentlogs/src/agentlogs/schema/types/agent_session_log.py#L9"><code>agentlogs/schema/types/agent_session_log.py</code></a></td></tr>
12
  </table>
13
 
14
  ## Data sources
docs/schema/agent_task.md CHANGED
@@ -6,9 +6,9 @@
6
  > [Changelog](https://github.com/risenlab/agentlogs/blob/main/CHANGELOG.md#schema-v1_0)
7
 
8
  <table>
9
- <tr><th align="left">Description</th><td>Copilot cloud agent task.</td></tr>
10
  <tr><th align="left">Parquet table</th><td><code>agent_tasks</code></td></tr>
11
- <tr><th align="left">Schema definition</th><td><a href="https://github.com/risenlab/agentlogs/blob/v1.0.0/packages/risenlab-agentlogs/src/agentlogs/schema/types/agent_task.py#L44"><code>agentlogs/schema/types/agent_task.py</code></a></td></tr>
12
  </table>
13
 
14
  ## Data sources
 
6
  > [Changelog](https://github.com/risenlab/agentlogs/blob/main/CHANGELOG.md#schema-v1_0)
7
 
8
  <table>
9
+ <tr><th align="left">Description</th><td>Agent assignment on a repository.</td></tr>
10
  <tr><th align="left">Parquet table</th><td><code>agent_tasks</code></td></tr>
11
+ <tr><th align="left">Schema definition</th><td><a href="https://github.com/risenlab/agentlogs/blob/v1.0.1/packages/risenlab-agentlogs/src/agentlogs/schema/types/agent_task.py#L44"><code>agentlogs/schema/types/agent_task.py</code></a></td></tr>
12
  </table>
13
 
14
  ## Data sources
docs/schema/pull_request.md CHANGED
@@ -8,7 +8,7 @@
8
  <table>
9
  <tr><th align="left">Description</th><td>GitHub pull request collected from a task or session.</td></tr>
10
  <tr><th align="left">Parquet table</th><td><code>pull_requests</code></td></tr>
11
- <tr><th align="left">Schema definition</th><td><a href="https://github.com/risenlab/agentlogs/blob/v1.0.0/packages/risenlab-agentlogs/src/agentlogs/schema/types/pull_request.py#L74"><code>agentlogs/schema/types/pull_request.py</code></a></td></tr>
12
  </table>
13
 
14
  ## Data sources
 
8
  <table>
9
  <tr><th align="left">Description</th><td>GitHub pull request collected from a task or session.</td></tr>
10
  <tr><th align="left">Parquet table</th><td><code>pull_requests</code></td></tr>
11
+ <tr><th align="left">Schema definition</th><td><a href="https://github.com/risenlab/agentlogs/blob/v1.0.1/packages/risenlab-agentlogs/src/agentlogs/schema/types/pull_request.py#L74"><code>agentlogs/schema/types/pull_request.py</code></a></td></tr>
12
  </table>
13
 
14
  ## Data sources
docs/schema/pull_request_timeline_event.md CHANGED
@@ -6,9 +6,9 @@
6
  > [Changelog](https://github.com/risenlab/agentlogs/blob/main/CHANGELOG.md#schema-v1_0)
7
 
8
  <table>
9
- <tr><th align="left">Description</th><td>One event from a collected pull request timeline.</td></tr>
10
  <tr><th align="left">Parquet table</th><td><code>pull_request_timelines</code></td></tr>
11
- <tr><th align="left">Schema definition</th><td><a href="https://github.com/risenlab/agentlogs/blob/v1.0.0/packages/risenlab-agentlogs/src/agentlogs/schema/types/pull_request.py#L32"><code>agentlogs/schema/types/pull_request.py</code></a></td></tr>
12
  </table>
13
 
14
  ## Data sources
 
6
  > [Changelog](https://github.com/risenlab/agentlogs/blob/main/CHANGELOG.md#schema-v1_0)
7
 
8
  <table>
9
+ <tr><th align="left">Description</th><td>One event from a pull request timeline.</td></tr>
10
  <tr><th align="left">Parquet table</th><td><code>pull_request_timelines</code></td></tr>
11
+ <tr><th align="left">Schema definition</th><td><a href="https://github.com/risenlab/agentlogs/blob/v1.0.1/packages/risenlab-agentlogs/src/agentlogs/schema/types/pull_request.py#L32"><code>agentlogs/schema/types/pull_request.py</code></a></td></tr>
12
  </table>
13
 
14
  ## Data sources
docs/schema/repository.md CHANGED
@@ -8,7 +8,7 @@
8
  <table>
9
  <tr><th align="left">Description</th><td>GitHub repository.</td></tr>
10
  <tr><th align="left">Parquet table</th><td><code>repositories</code></td></tr>
11
- <tr><th align="left">Schema definition</th><td><a href="https://github.com/risenlab/agentlogs/blob/v1.0.0/packages/risenlab-agentlogs/src/agentlogs/schema/types/repository.py#L17"><code>agentlogs/schema/types/repository.py</code></a></td></tr>
12
  </table>
13
 
14
  ## Data sources
 
8
  <table>
9
  <tr><th align="left">Description</th><td>GitHub repository.</td></tr>
10
  <tr><th align="left">Parquet table</th><td><code>repositories</code></td></tr>
11
+ <tr><th align="left">Schema definition</th><td><a href="https://github.com/risenlab/agentlogs/blob/v1.0.1/packages/risenlab-agentlogs/src/agentlogs/schema/types/repository.py#L17"><code>agentlogs/schema/types/repository.py</code></a></td></tr>
12
  </table>
13
 
14
  ## Data sources
docs/schema/user.md CHANGED
@@ -8,7 +8,7 @@
8
  <table>
9
  <tr><th align="left">Description</th><td>GitHub user, organization, or bot.</td></tr>
10
  <tr><th align="left">Parquet table</th><td><code>users</code></td></tr>
11
- <tr><th align="left">Schema definition</th><td><a href="https://github.com/risenlab/agentlogs/blob/v1.0.0/packages/risenlab-agentlogs/src/agentlogs/schema/types/user.py#L17"><code>agentlogs/schema/types/user.py</code></a></td></tr>
12
  </table>
13
 
14
  ## Data sources
 
8
  <table>
9
  <tr><th align="left">Description</th><td>GitHub user, organization, or bot.</td></tr>
10
  <tr><th align="left">Parquet table</th><td><code>users</code></td></tr>
11
+ <tr><th align="left">Schema definition</th><td><a href="https://github.com/risenlab/agentlogs/blob/v1.0.1/packages/risenlab-agentlogs/src/agentlogs/schema/types/user.py#L17"><code>agentlogs/schema/types/user.py</code></a></td></tr>
12
  </table>
13
 
14
  ## Data sources
docs/schema/workflow_run.md CHANGED
@@ -8,7 +8,7 @@
8
  <table>
9
  <tr><th align="left">Description</th><td>GitHub Actions workflow run.</td></tr>
10
  <tr><th align="left">Parquet table</th><td><code>workflow_runs</code></td></tr>
11
- <tr><th align="left">Schema definition</th><td><a href="https://github.com/risenlab/agentlogs/blob/v1.0.0/packages/risenlab-agentlogs/src/agentlogs/schema/types/workflow_run.py#L16"><code>agentlogs/schema/types/workflow_run.py</code></a></td></tr>
12
  </table>
13
 
14
  ## Data sources
 
8
  <table>
9
  <tr><th align="left">Description</th><td>GitHub Actions workflow run.</td></tr>
10
  <tr><th align="left">Parquet table</th><td><code>workflow_runs</code></td></tr>
11
+ <tr><th align="left">Schema definition</th><td><a href="https://github.com/risenlab/agentlogs/blob/v1.0.1/packages/risenlab-agentlogs/src/agentlogs/schema/types/workflow_run.py#L16"><code>agentlogs/schema/types/workflow_run.py</code></a></td></tr>
12
  </table>
13
 
14
  ## Data sources