- Dataset
- 2026-10-27-catalog-ai-v2
- Ruleset
- b2e8889c66f7
- Scanned
- 2026-10-27
- Window
- February–September 15, 2026
Debugging, monitoring and visualization for Python Machine Learning and Data Science
01Result
microsoft/tensorwatch ↗microsoft/tensorwatch AI coding statistics: 100%
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.
Which agents
| Agent | Vendor | Commits | Share |
|---|---|---|---|
| Claude Code | Anthropic | 6 | 100% |
03Evidence
Inspect the matches
Public commit samples let you inspect the signatures behind the aggregate result.
Matched commit samples
da2df333on GitHubswitch RestrictedUnpickler from blocklist to allowlist for pickle hardeninClaude Codef286895bon GitHubfix unsafe YAML deserialization and expand security noticeClaude Code9bc973bdon GitHubharden yaml_ordered_load and fix file_stream bugs found in security auditClaude 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 | 6 |
| Merge commits removed | −0 |
| CI / dependency bots removed | −0 |
| Considered | 6 |
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 microsoft/tensorwatch