- Dataset
- 2026-10-27-catalog-ai-v2
- Ruleset
- b2e8889c66f7
- Scanned
- 2026-10-27
- Window
- February–September 15, 2026
Gentle Shell is a Pi-native workspace for AI-assisted development, bringing parallel coding agents, live tasks, Git diffs, persistent memory, and permission controls into one terminal interface. Powered by Gentle AI and Organic Driven Development (ODD).
01Result
Gentleman-Programming/gentle-shell ↗Gentleman-Programming/gentle-shell AI coding statistics: 0.8%
A small group is using agents. Adoption has spread beyond one person but is not project-wide.
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 | 1.5% | 330 |
| 2026-03 | 0% | 395 |
| 2026-04 | 0.2% | 423 |
| 2026-05 | 4% | 225 |
| 2026-06 | 0% | 36 |
| 2026-07 | 0% | 91 |
| 2026-08 | 0% | 160 |
| 2026-09 | 0% | 323 |
Peak month: 4%. Bars are scaled to that peak, not to 100%.
Which agents
| Agent | Vendor | Commits | Share |
|---|---|---|---|
| Claude Code | Anthropic | 15 | 0.8% |
03Evidence
Inspect the matches
Public commit samples let you inspect the signatures behind the aggregate result.
Matched commit samples
82c58839on GitHubfix(setup): seed pi-mcp-adapter in global settings so engram works in any Claude Code9ee68863on GitHubfix(skills): skip "_"-prefixed entries during skill tree discoveryClaude Codeea31f08fon GitHubfix(ai/test): assert interleaved-thinking beta is omitted on Sonnet 4.6Claude 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 | 2,318 |
| Merge commits removed | −260 |
| CI / dependency bots removed | −75 |
| Considered | 1,983 |
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 Gentleman-Programming/gentle-shell