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.

Awesome Firebase/Firestore-based CMS. The missing admin panel for your Firebase project!

01Result

firecmsco/firecms ↗

firecmsco/firecms AI coding statistics: 49.2%

of 331 commits in February–September 15, 2026 were committed by an AI agent — a floor, not an estimate
49.2% agent · top contributor 77.3%7 contributors
team

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

163
agent commits
168
other considered commits
7
agent contributors
77.3%
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

163assisted
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
2026-021.8%56
2026-030%34
2026-040%33
2026-050%10
2026-060%32
2026-0795.4%65
2026-0898.4%64
2026-09100%37

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

Which agents

AgentVendorCommitsShare
Claude CodeAnthropic16148.6%
GitHub CopilotGitHub20.6%

03Evidence

Inspect the matches

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

Matched commit samples

  • 0d44ae21 on GitHubfix(cli): say what login is waiting for, and stop hiding failures behind aClaude Code
  • 4fa1c496 on GitHubfix(cli): answer --help, and stop crashing on the paths and flags users tyClaude Code
  • 725fbe6f on GitHubfix(cli): drop the unused googleapis dependency, 200 MB of every first runClaude Code
  • 305acc77 on GitHubAllow configuring the image preview property for Cards/Kanban views (#943)GitHub Copilot
  • d89d51a0 on GitHubFireCMS 3.1 (#760)GitHub 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 window498
Merge commits removed−81
CI / dependency bots removed−86
Considered331

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 →TypeScript AI coding statisticsCompare evidence across TypeScript 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 firecmsco/firecms

Scan another repository

Try