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run_id
int64
attempt
int32
repo_id
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tar_file
string
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archive_bytes
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End of preview. Expand in Data Studio

GHAWTrace

GHAWTrace links public GitHub repositories, verified gh-aw workflow YAML files, GitHub Actions runs, and nonempty execution-log archives. The collection includes every star level.

Table Rows What it contains
repositories 5,051 Repository metadata, stars, and workflow/run/log counts
workflows 25,014 Names, paths, generated YAML source, and run/log counts
runs 4,112,526 Run identifiers, status, event, timestamps, full GitHub run JSON, and log counts
logs 562,877 Index of original ZIPs containing 3,897,601 log files, including rerun attempts

The log ZIPs total 56.1 GB before TAR packaging. They are stored under logs/<repo_id>.tar, one TAR per repository. Empty ZIPs, API retry records, and collection-process files are not part of this release.

Relationships and counts

A repository joins to its workflows through repo_id. A run joins to a workflow through repo_id and the exact YAML workflow_path/path. A log archive joins to a run through run_id, and attempt distinguishes reruns. The log_archive_count fields count ZIPs containing at least one log file. log_file_count counts files inside those ZIPs. A zero log count does not establish why a run has no released logs.

The run inventory ends on September 21, 2026 and starts on August 14, 2025. The fixed 90-day log cohort contains 2,453,263 runs created from June 23 through September 21, 2026. All released log archives link to runs in this cohort. GitHub's log retention and repository settings limit what could be downloaded. An archive is a ZIP for one run attempt, not a separate workflow run.

Reproduce a paper result

The tested Python example joins repository, workflow, run, and log metadata. It reproduces the paper's count of log archives linked to runs with a stored failure conclusion, then opens the original agent log of run 30125677266 using the tar_file and tar_member fields.

python -m pip install duckdb huggingface_hub
python examples/reproduce.py

The script downloads the metadata tables and one repository TAR when needed. If you already have the release locally, use python examples/reproduce.py --data-dir PATH_TO_GHAWTRACE.

Paper examples

These are the original, unmodified agent job-log text files quoted in the GH-AWTrace paper. Each file comes from attempt 1 of the named GitHub Actions run. The full ZIP remains in the repository TAR bundle.

Example Repository Run Agent job log
Issue triage open-feature/dotnet-sdk-contrib 30125677266 View text
Failure scanner dotnet/runtime 35294030895 View text
Issue triage microsoft/PowerToys 35351834895 View text
Dependency check home-assistant/core 33057082627 View text
Expert code review dotnet/maui-labs 31484611735 View text

Scope and limitations

Workflow identification uses the gh-aw generated-file header in indexed .github/workflows/*.yml and *.yaml files. A verified workflow can have no recorded runs. Run data comes from GitHub's workflow-run listing API, and github_metadata_json preserves the returned fields. This release does not add per-job metadata requests. GitHub code search and run/log retention can omit deleted, unindexed, or inaccessible material. Visible log messages are not a complete record of an agent's private reasoning.

The source repositories have their own licenses and terms. This dataset card does not assign a common license to the third-party workflow files or logs. The data reflects public GitHub content at collection time and may include user-generated text.

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