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.

One-for-All Multimodal Evaluation Toolkit Across Text, Image, Video, and Audio Tasks

01Result

EvolvingLMMs-Lab/lmms-eval ↗

EvolvingLMMs-Lab/lmms-eval AI coding statistics: 4.3%

of 258 commits in February–September 15, 2026 were committed by an AI agent — a floor, not an estimate
4.3% agent · top contributor 18.2%10 contributors
org-wide

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

11
agent commits
247
other considered commits
10
agent contributors
18.2%
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

11assisted
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
2026-020%52
2026-031.7%58
2026-0411.1%18
2026-056.7%30
2026-0616.7%12
2026-0710.8%37
2026-080%36
2026-090%15

Peak month: 16.7%. Bars are scaled to that peak, not to 100%.

Which agents

AgentVendorCommitsShare
Claude CodeAnthropic83.1%
GitHub CopilotGitHub20.8%
Cursor AgentAnysphere10.4%

03Evidence

Inspect the matches

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

Matched commit samples

  • 2515c897 on GitHubfeat: add Kaleidoscope multilingual exam benchmark (#1412)Claude Code
  • 5937b934 on GitHubAdd Qwen-native JSON coordinate variants for pointing tasks (#1409)Claude Code
  • 220ad5d0 on GitHubfix(grounding/rec): guard empty metric bucket against ZeroDivisionError (#Claude Code
  • 247bebd8 on GitHubfix: update llava_onevision2 checkpoint repo path (#1345)GitHub Copilot
  • 78d6c72b on GitHubfeat: add ReVSI evaluation (#1307)GitHub Copilot
  • d8fcb9c3 on GitHub[Feature] v0.7: Operational simplicity and pipeline maturity for users (huCursor Agent

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 window261
Merge commits removed−2
CI / dependency bots removed−1
Considered258

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 EvolvingLMMs-Lab/lmms-eval

Scan another repository

Try