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.

Mission Planner Ground Control Station for ArduPilot (c# .net)

ArduPilot/MissionPlanner ↗

ArduPilot/MissionPlanner AI coding statistics: 11.9%

of 59 commits in February–September 15, 2026 were committed by an AI agent — a floor, not an estimate
Too little recent activity to publish. Only 59 commits landed in this window, so the percentage is noisy. Repositories below 100 are excluded from the index for this reason.
11.9% agent · top contributor 42.9%4 contributors
team

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

7
agent commits
52
other considered commits
4
agent contributors
42.9%
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

7assisted
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%6
2026-030%8
2026-040%9
2026-057.1%14
2026-0637.5%8
2026-070%9
2026-080%2
2026-09100%3

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

Which agents

AgentVendorCommitsShare
Claude CodeAnthropic46.8%
GitHub CopilotGitHub35.1%

Inspect the matches

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

Matched commit samples

  • 0cdb1630 on GitHubgithub: install Xamarin.Mac/iOS and Mono MDK from packages, not Homebrew cClaude Code
  • 27d7dab8 on GitHubRemove Azure Pipelines and AppVeyor CI configsClaude Code
  • 9515c880 on GitHubAdd CLAUDE.md with codebase architecture and workflow guidanceClaude Code
  • b509df75 on GitHubImport missing French localization resources (#3739)GitHub Copilot
  • 4576278d on GitHubFix AxisChange/Invalidate call order in ZedGraph controls (#3737)GitHub Copilot
  • ec2b6fcd on GitHubFix path traversal, DoS via thread exhaustion, and unauthenticated guided-GitHub Copilot

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 window59
Merge commits removed−0
CI / dependency bots removed−0
Considered59

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 ArduPilot/MissionPlanner

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