- Dataset
- 2026-10-27-catalog-ai-v2
- Ruleset
- b2e8889c66f7
- Scanned
- 2026-10-27
- Window
- February–September 15, 2026
Kima Hub is built for music lovers who want the convenience of streaming services without sacrificing ownership of their library. Point it at your music collection, and Kima handles the rest: artist discovery, personalized playlists, podcast subscriptions, and seamless integration with tools you already use like Lidarr and Audiobookshelf.
01Result
Chevron7Locked/kima-hub ↗Chevron7Locked/kima-hub AI coding statistics: 3.3%
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 |
|---|---|---|
| 2026-01 | 100% | 3 |
| 2026-02 | 8.8% | 306 |
| 2026-03 | 0% | 211 |
| 2026-04 | 0% | 24 |
| 2026-05 | 0% | 63 |
| 2026-06 | 0% | 47 |
| 2026-08 | 0% | 229 |
| 2026-09 | 0% | 23 |
Peak month: 100%. Bars are scaled to that peak, not to 100%.
Which agents
| Agent | Vendor | Commits | Share |
|---|---|---|---|
| Claude Code | Anthropic | 30 | 3.3% |
03Evidence
Inspect the matches
Public commit samples let you inspect the signatures behind the aggregate result.
Matched commit samples
f2a443c6on GitHubv1.4.0: sequential enrichment, GPU auto-detection, repo cleanupClaude Codea4a9787aon GitHubfix(vibe): use currently playing track as default sourceClaude Code183b183fon GitHubfeat(vibe): generate CLAP text embeddings for 69 vocabulary termsClaude 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 | 919 |
| Merge commits removed | −13 |
| CI / dependency bots removed | −0 |
| Considered | 906 |
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 Chevron7Locked/kima-hub