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.

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01Result

Mesh-LLM/mesh-llm ↗

Mesh-LLM/mesh-llm AI coding statistics: 6.8%

of 2,142 commits in February–September 15, 2026 were committed by an AI agent — a floor, not an estimate
6.8% agent · top contributor 51.4%11 contributors
team

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

146
agent commits
1,996
other considered commits
11
agent contributors
51.4%
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

71assisted
75autonomous

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%208
2026-033%400
2026-0418.2%610
2026-051.2%259
2026-060%131
2026-070%115
2026-083.3%240
2026-096.7%179

Peak month: 18.2%. Bars are scaled to that peak, not to 100%.

Which agents

AgentVendorCommitsShare
GitHub CopilotGitHub1245.8%
Claude CodeAnthropic221%

03Evidence

Inspect the matches

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

Matched commit samples

  • 7ffb4b9d on GitHubfix(cuda-cache-builds): correct slim/fat builds to not run on PRs (#461)GitHub Copilot
  • 2137b890 on GitHubRestore skippy CI workflow coverage (#434)GitHub Copilot
  • 5f80f497 on GitHubFix client join hang on unresponsive gossip peer (#346)GitHub Copilot
  • cb01bb37 on GitHubtest(model-hf): make the read-only filesystem warning test portableClaude Code
  • ddfbab1d on GitHubchore(ci): freeze the runtime-install env-mutation census at its new countClaude Code
  • 42dcd304 on GitHubdocs(runtime-install): document the catalog loading helpersClaude 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 window2,439
Merge commits removed−239
CI / dependency bots removed−58
Considered2,142

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 →Rust AI coding statisticsCompare evidence across Rust 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 Mesh-LLM/mesh-llm

Scan another repository

Try