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.

Programmatic access to Gemini Notebook - via command-line interface (CLI), Model Context Protocol (MCP) server, and AI agent skills.

01Result

jacob-bd/gemini-notebook-mcp-cli ↗

jacob-bd/gemini-notebook-mcp-cli AI coding statistics: 10%

of 489 commits in February–September 15, 2026 were committed by an AI agent — a floor, not an estimate

10% agent · top contributor 24.5%18 contributors

org-wide

Adoption is broad. Many contributors are committing agent-authored work, which is what a real organisational rollout looks like.

agent commits

440

other considered commits

agent contributors

24.5%

largest contributor

02Drivers

What shapes this result

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

Assisted or autonomous

49assisted

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

Peak month: 26.6%. Bars are scaled to that peak, not to 100%.

Which agents

Agent	Vendor	Commits	Share
Cursor Agent	Anysphere	24	4.9%
Claude Code	Anthropic	22	4.5%
GitHub Copilot	GitHub	3	0.6%

03Evidence

Inspect the matches

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

Matched commit samples

c5de3c1e on GitHubrelease: v0.9.7 — orphan login fix and maintenance batchCursor Agent
1eb0fcad on GitHubstyle(mcp): align rate-limit env help column in server epilogCursor Agent
b3015932 on GitHubstyle: ruff format tests/test_mcp_auth_studio_failures.pyCursor Agent
9523f955 on GitHubdocs(references): add closed-loop "Refactor with NotebookLM" workflow (#23Claude Code
62e82cf8 on GitHubfeat(studio): expose per-artifact source_ids in studio statusClaude Code
09b12c1e on GitHubfix: align version files to 0.7.4 + address PR #233 review notes (#235)Claude Code
0ae9051a on GitHubAdd GitHub Copilot setup support (#178)GitHub Copilot
3b9eae4e on GitHubUpdate src/notebooklm_tools/utils/cdp.pyGitHub Copilot
4cd4adf6 on GitHubApply suggestions from code reviewGitHub Copilot

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	564
Merge commits removed	−66
CI / dependency bots removed	−9
Considered	489

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

Continue exploring

Claude Code commitsBrowse repositories with detected Claude Code signatures →GitHub Copilot commitsBrowse repositories with detected GitHub Copilot signatures →Cursor Agent commitsBrowse repositories with detected Cursor Agent signatures →Python AI coding statisticsCompare evidence across Python repositories →GitHub AI commit analyzerInspect another repository with the same evidence model →

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 jacob-bd/gemini-notebook-mcp-cli

Scan another repository

Try

Month	Agent share	Considered commits
2026-02	14.9%	87
2026-03	11.7%	77
2026-04	2.3%	88
2026-05	13%	46
2026-06	26.6%	64
2026-07	0%	58
2026-08	3.8%	52
2026-09	0%	17