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metadata 
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

AgentLogs

Version Package Code Preprint

AgentLogs is a dataset of activity related to the GitHub agents functionality: 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 (preprint).

# Records Size Table Content
Repositories
− 1.98% with agent tasks		 1,812,362
- 35,810		 395.6 MB repositories Public GitHub repositories with over 10 stars (metadata including name, license, language, stars, forks, timestamps, labels, topics).
Agent tasks
− 99.90% found
− 97.00% with sessions		 307,416
- 307,108
- 298,188		 77.1 MB agent_tasks Agent assignment on a repository (metadata including name, request, state, creator, timestamps, branch/PR identifiers).
Agent sessions 549,239 225.1 MB agent_sessions Agent runs within a task (metadata including model, prompt, outcome, usage, and branch/PR identifier for that session).
Log entries
− >99.99% parsed		 64,255,174
- 64,254,936		 56.0 GB agent_session_logs Session log events (including messages, usage details, tool calls for file edits, git, and GitHub issues, PRs, comments, CI).
Users
− 99.96% found		 33,573
- 33,561		 39.7 MB users Users related to the agent tasks and sessions (only GitHub id and username).
Total 66,957,764 56.7 GB

See the schema reference for field-level documentation of each table.

Entity relationship diagram
Entity relationship diagram for the AgentLogs dataset. Non-foreign key fields are omitted.

Example analysis code and a small sample: risenlab/agentlogs.

Installation 

pip install risenlab-agentlogs huggingface_hub datasets

Load

Snapshot (recommended)

Download parquet once, then query with DuckDB, Polars, or the local streaming notebooks. Prefer this for agent_session_logs.

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="v0.2",
    local_dir=dataset_path,
)
assert_dataset_version(dataset_path)

load_dataset

Convenient for the smaller tables.

from datasets import load_dataset
from agentlogs.schema import assert_version

assert_version("v0.2")

repositories = load_dataset("risenlab/agentlogs", "repositories", split="train", revision="v0.2")
tasks = load_dataset("risenlab/agentlogs", "agent_tasks", split="train", revision="v0.2")
sessions = load_dataset("risenlab/agentlogs", "agent_sessions", split="train", revision="v0.2")
users = load_dataset("risenlab/agentlogs", "users", split="train", revision="v0.2")

agent_session_logs is large. Prefer a snapshot. Do not stream that config with load_dataset (full rows, including payloads, are downloaded to your machine).

Citation

If you use AgentLogs in an academic publication, please cite this preprint:

@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. Suggested attribution:

AgentLogs dataset by RISEN Lab, licensed under CC BY 4.0.

Repository sampling uses GitHub Search (GitHub, Zenodo) © SEART Research Group and Contributors, used under the MIT License.

The GitHub Search seed CSV is not distributed with this dataset. The repositories table is built from that CSV.