Pulse
2026-09-18-v3.0
Dataset
2026-10-27-catalog-ai-v2
Ruleset
b2e8889c66f7
Scanned
2026-10-27
Window
February–September 15, 2026
Catalog tracking observation. This repository is measured with the same fixed window and ruleset, but it is not part of the published benchmark or its aggregate claims.

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).

Gentleman-Programming/gentle-shell ↗

Gentleman-Programming/gentle-shell AI coding statistics: 0.8%

of 1,983 commits in February–September 15, 2026 were committed by an AI agent — a floor, not an estimate
0.8% agent · top contributor 60%7 contributors
team

A small group is using agents. Adoption has spread beyond one person but is not project-wide.

15
agent commits
1,968
other considered commits
7
agent contributors
60%
largest contributor

What shapes this result

Mode, timing, and detected signatures show whether the result reflects broad adoption or one concentrated workflow.

Assisted or autonomous

15assisted
0autonomous

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

Agent-attributed commit share by month
MonthAgent shareConsidered commits
2026-021.5%330
2026-030%395
2026-040.2%423
2026-054%225
2026-060%36
2026-070%91
2026-080%160
2026-090%323

Peak month: 4%. Bars are scaled to that peak, not to 100%.

Which agents

AgentVendorCommitsShare
Claude CodeAnthropic150.8%

Inspect the matches

Public commit samples let you inspect the signatures behind the aggregate result.

Matched commit samples

  • 82c58839 on GitHubfix(setup): seed pi-mcp-adapter in global settings so engram works in any Claude Code
  • 9ee68863 on GitHubfix(skills): skip "_"-prefixed entries during skill tree discoveryClaude Code
  • ea31f08f on GitHubfix(ai/test): assert interleaved-thinking beta is omitted on Sonnet 4.6Claude Code

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 window2,318
Merge commits removed−260
CI / dependency bots removed−75
Considered1,983

Bots are excluded from the denominator entirely. Agent attribution requires a literal supported signature; no code-style inference is used.

Reproduce this observation

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

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