Pulse
2026-09-18-v3.0
Dataset
2026-10-27-catalog-ai-v2
Ruleset
b2e8889c66f7
Scanned
2026-10-27
Window
February–September 15, 2026
Catalog tracking observation. This repository is measured with the same fixed window and ruleset, but it is not part of the published benchmark or its aggregate claims.

Apache DataFusion Ballista Distributed Query Engine

apache/datafusion-ballista ↗

apache/datafusion-ballista AI coding statistics: 11.2%

of 358 commits in February–September 15, 2026 were committed by an AI agent — a floor, not an estimate
11.2% agent · top contributor 70%4 contributors
team

A small group is using agents. Adoption has spread beyond one person but is not project-wide.

40
agent commits
318
other considered commits
4
agent contributors
70%
largest contributor

What shapes this result

Mode, timing, and detected signatures show whether the result reflects broad adoption or one concentrated workflow.

Assisted or autonomous

40assisted
0autonomous

Assisted — a developer’s identity authored the commit and the agent added itself as co-author. Autonomous — a bot identity authored the commit without a human identity attached.

Agent share by month

Agent-attributed commit share by month
MonthAgent shareConsidered commits
2026-020%10
2026-030%23
2026-040%36
2026-051.4%69
2026-060%37
2026-0714.1%92
2026-0833.3%75
2026-096.3%16

Peak month: 33.3%. Bars are scaled to that peak, not to 100%.

Which agents

AgentVendorCommitsShare
Claude CodeAnthropic4011.2%

Inspect the matches

Public commit samples let you inspect the signatures behind the aggregate result.

Matched commit samples

  • 5df57fb0 on GitHubfix: derive stage input/output rows from the plan's leaves and root (#2435Claude Code
  • 7e939fe2 on GitHubfeat(core): range shuffle reads only the bytes a consumer's range covers (Claude Code
  • 76c4a01e on GitHubfix(docker): base runtime images on ubuntu:26.04 (#2380)Claude Code

What entered the denominator

The result begins with commit history, removes merges and routine automation, and reports literal agent signatures as a lower bound.

Exclusion ledger

Commits in window657
Merge commits removed−0
CI / dependency bots removed−299
Considered358

Bots are excluded from the denominator entirely. Agent attribution requires a literal supported signature; no code-style inference is used.

Reproduce this observation

Run the same detector locally.

Deterministic signature matching; no code-style inference. Squash merges can remove trailers, so this result remains a measured floor.

npx qmmit-cli apache/datafusion-ballista

Scan another repository