- Dataset
- 2026-10-27-catalog-ai-v2
- Ruleset
- b2e8889c66f7
- Scanned
- 2026-10-27
- Window
- February–September 15, 2026
LakeSoul is an end-to-end, realtime cloud-native Lakehouse framework for fast data ingestion, concurrent updates, incremental analytics, multimodal data processing and vector search — powering next-generation BI and AI workloads.
01Result
lakesoul-io/LakeSoul ↗lakesoul-io/LakeSoul AI coding statistics: 18%
One person is driving this. The headline number reflects a single contributor's workflow, not a project-wide shift.
02Drivers
What shapes this result
Mode, timing, and detected signatures show whether the result reflects broad adoption or one concentrated workflow.
Assisted or autonomous
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
| Month | Agent share | Considered commits |
|---|---|---|
| 2026-02 | 0% | 5 |
| 2026-03 | 0% | 6 |
| 2026-04 | 0% | 9 |
| 2026-05 | 0% | 9 |
| 2026-06 | 70% | 10 |
| 2026-07 | 20% | 10 |
| 2026-08 | 21.6% | 37 |
| 2026-09 | 7.1% | 14 |
Peak month: 70%. Bars are scaled to that peak, not to 100%.
Which agents
| Agent | Vendor | Commits | Share |
|---|---|---|---|
| OpenAI Codex | OpenAI | 17 | 17% |
| Claude Code | Anthropic | 2 | 2% |
03Evidence
Inspect the matches
Public commit samples let you inspect the signatures behind the aggregate result.
Matched commit samples
562591ffon GitHubspark: rename merge scan for format neutrality (#834)OpenAI Codex55098755on GitHub[Release] Add 4.0.0 release guide and rearrange community docs (#823)OpenAI Codexcef37cf4on GitHubdocs: align README documentation links (#818)OpenAI Codexd2ba6addon GitHub[Spark][Rust] Fix compaction file_format and filter-pushdown session confiClaude Code9bdc672don GitHub[Native-IO] add vortex file format (#772)Claude Code
04Method
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 window | 101 |
| Merge commits removed | −1 |
| CI / dependency bots removed | −0 |
| Considered | 100 |
Bots are excluded from the denominator entirely. Agent attribution requires a literal supported signature; no code-style inference is used.
Continue exploring
Related coding-agent evidence
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 lakesoul-io/LakeSoul