- Dataset
- 2026-09-18-v3.0
- Ruleset
- b2e8889c66f7
- Scanned
- 2026-09-16
- Window
- February–September 15, 2026
01Result
teng-lin/notebooklm-py ↗teng-lin/notebooklm-py AI coding statistics: 61.6%
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. Across the whole index, 96% of agent commits are assisted.
Agent share by month
| Month | Agent share | Considered commits |
|---|---|---|
| 2026-02 | 12.5% | 8 |
| 2026-03 | 15.7% | 121 |
| 2026-04 | 40.7% | 59 |
| 2026-05 | 73.6% | 761 |
| 2026-06 | 93.3% | 254 |
| 2026-07 | 87.2% | 148 |
| 2026-08 | 61.4% | 254 |
| 2026-09 | 9.2% | 261 |
Peak month: 93.3%. Bars are scaled to that peak, not to 100%.
Which agents
| Agent | Vendor | Commits | Share |
|---|---|---|---|
| Claude Code | Anthropic | 1147 | 61.5% |
| Gemini CLI | 4 | 0.2% | |
| Cursor Agent | Anysphere | 1 | 0.1% |
03Evidence
Inspect the matches
Public commit samples let you inspect the signatures behind the aggregate result.
Matched commit samples
d5b38fa7on GitHubfix(ci): distinguish copied inventory from download payloads (#2408)Claude Code39dff44aon GitHubfix(ci): isolate live E2E runs and stream RPC diagnostics (#2406)Claude Code8be8dbdeon GitHubfix(ci): remove RPC provisioning and expose E2E progress (#2405)Claude Code822b3a28on GitHubdocs: document the long-running (deep-research) cassette re-record recipe Gemini CLI3fd8f9acon GitHubfix(review): cover notebook service import guards (#693)Gemini CLI43220fc2on GitHubchore(tests): drop internal audit IDs from test docstrings and comments (PGemini CLIf59ab35aon GitHubfeat(mcp): source_delete accepts multiple sources (bulk) (#1995) (#2262)Cursor Agent
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 | 2,043 |
| Merge commits removed | −143 |
| CI / dependency bots removed | −34 |
| Considered | 1,866 |
Bots are excluded from the denominator entirely. Agent attribution requires a literal supported signature; no code-style inference is used.
05Provenance
Pinned to a source state
This observation names the repository state, release, and detector that produced it. Use these identifiers when reproducing or citing the result.
- Dataset release
- 2026-09-18-v3.0
- Scan date
- 2026-09-16
- Ruleset
- sha256:b2e8889c66f72c18a61839f0bf1a9f77b5481ba2def044dba33c797b2f2bdcae
- Canonical repository
- teng-lin/notebooklm-py
- Default branch
- main
- Resolved HEAD
- 5472d7cfcc2f5afeaa8bf556506c25e55946a22c ↗
- Resolved
- 2026-09-16
- Measurement window
- February–September 15, 2026
06Peer context
Position among comparable repositories
The cohort uses the same release and measurement window, then narrows to the repository’s ecosystem and removes low-activity observations.
Midrank percentile; equal shares split the tied positions.
- Repository
- 61.6%
- Cohort median
- 6.3%
- Share rank
- 11 / 247
Percentile = (repositories below + half of 1 tied repository) ÷ 247.
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 teng-lin/notebooklm-py