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.

A fast, helpful, and open-source document parser

run-llama/liteparse ↗

run-llama/liteparse AI coding statistics: 4.2%

of 795 commits in February–September 15, 2026 were committed by an AI agent — a floor, not an estimate
4.2% agent · top contributor 78.8%6 contributors
team

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

33
agent commits
762
other considered commits
6
agent contributors
78.8%
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

33assisted
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%74
2026-031.6%125
2026-040%38
2026-050.5%195
2026-060.8%120
2026-074.1%74
2026-0814.1%128
2026-0919.5%41

Peak month: 19.5%. Bars are scaled to that peak, not to 100%.

Which agents

AgentVendorCommitsShare
Claude CodeAnthropic324%
GitHub CopilotGitHub10.1%

Inspect the matches

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

Matched commit samples

  • 52f8bffc on GitHubAdd page_orientation_corrections: counter-rotate pages by a caller-supplieClaude Code
  • b89585a5 on GitHubraw_text: derive rotated and sheared grounding bounds from glyph outlinesClaude Code
  • 57dc6b2c on GitHubpdfium-sys: declare FPDF_ImportPagesByIndex for the static (wasm) bindingsClaude Code
  • 4220eef0 on GitHubfeat(wasm): add WebAssembly bindings for browser PDF parsingGitHub 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 window1,125
Merge commits removed−284
CI / dependency bots removed−46
Considered795

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 run-llama/liteparse

Scan another repository