- Dataset
- 2026-09-18-v3.0
- Ruleset
- b2e8889c66f7
- Scanned
- 2026-09-16
- Window
- February–September 15, 2026
01Result
tensorflow/tensorflow ↗tensorflow/tensorflow AI coding statistics: 0.3%
Adoption is broad. Many contributors are committing agent-authored work, which is what a real organisational rollout looks like.
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 |
|---|---|---|
| 2026-01 | 0% | 3 |
| 2026-02 | 0% | 941 |
| 2026-03 | 0% | 1149 |
| 2026-04 | 0% | 1364 |
| 2026-05 | 0% | 1234 |
| 2026-06 | 1.5% | 1193 |
| 2026-07 | 0.4% | 1145 |
| 2026-08 | 0.4% | 1171 |
| 2026-09 | 0% | 398 |
Peak month: 1.5%. Bars are scaled to that peak, not to 100%.
Which agents
| Agent | Vendor | Commits | Share |
|---|---|---|---|
| Gemini CLI | 25 | 0.3% | |
| Claude Code | Anthropic | 3 | 0% |
03Evidence
Inspect the matches
Public commit samples let you inspect the signatures behind the aggregate result.
Matched commit samples
1d260e5bon GitHubUpdate tensorflow/core/ops/array_ops.ccGemini CLI633bee67on GitHubUpdate tensorflow/python/ops/signal/dct_ops.pyGemini CLI20d95efdon GitHubUpdate tensorflow/core/kernels/rnn/lstm_ops.ccGemini CLId08aebb3on GitHubPR #45683: pjrt: record Prepare failure before the two-phase barrierClaude Codeca79409eon GitHubPR #45682: pjrt: propagate Prepare failure on non-two-phase multi-device EClaude Codeed958e4bon GitHubPR #45684: pjrt_c_api_gpu: plumb max_inflight_computations through PJRT C-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 | 9,084 |
| Merge commits removed | −436 |
| CI / dependency bots removed | −50 |
| Considered | 8,598 |
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
- tensorflow/tensorflow
- Default branch
- master
- Resolved HEAD
- 4c67bc4447b91b31ad479328da1a1ec0087ff3c3 ↗
- 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
- 0.3%
- Cohort median
- 0.4%
- Share rank
- 66 / 127
Percentile = (repositories below + half of 5 tied repositories) ÷ 127.
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 tensorflow/tensorflow