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.

The official firmware for Meshtastic, an open-source, off-grid mesh communication system.

meshtastic/firmware ↗

meshtastic/firmware AI coding statistics: 17.4%

of 1,144 commits in February–September 15, 2026 were committed by an AI agent — a floor, not an estimate
17.4% agent · top contributor 25.1%39 contributors
org-wide

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

199
agent commits
945
other considered commits
39
agent contributors
25.1%
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

199assisted
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
2026-028.6%105
2026-0318.5%124
2026-0431.3%150
2026-0523.5%102
2026-0621.5%149
2026-078.1%247
2026-0817%188
2026-0915.2%79

Peak month: 31.3%. Bars are scaled to that peak, not to 100%.

Which agents

AgentVendorCommitsShare
GitHub CopilotGitHub11910.4%
Claude CodeAnthropic837.3%
Cursor AgentAnysphere30.3%

Inspect the matches

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

Matched commit samples

  • 9625c6be on GitHubnrf52840: prevent duplicate I2C switch case for LP5562/MMC5983MA (#11658)GitHub Copilot
  • 48357538 on GitHubMeshnology W10: enable the AXP2101 power key as a second button (#11593)GitHub Copilot
  • c308d0ac on GitHubfeat: Support Elecrow ThinkNode M9 (#10908)GitHub Copilot
  • ee155084 on GitHubtime: arm the remaining 0-means-unset stamps through the helpers (#11830)Claude Code
  • 31f05ab0 on GitHubfix(touch): stop LONG_PRESS repeating when the suppression deadline wraps Claude Code
  • bef289ef on GitHubfix(extnotif): make isNagging the only armed flag for the nag cycle (#1182Claude Code
  • 37fdbb49 on GitHubAdd RAK WisMesh Pod variant and fix Tag LPCOMP wake on user shutdown (#110Cursor Agent
  • 834357e9 on GitHubAdd RAK WisMesh Repeater Mini V2 and HP variants (#10918)Cursor Agent
  • 9358b2c5 on GitHubfix(esp32): skip RTC timer wake on user shutdown; TAP V2 OCV and partitionCursor Agent

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 window1,436
Merge commits removed−80
CI / dependency bots removed−212
Considered1,144

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 meshtastic/firmware

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