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.

LLM-Driven Extraction of Unstructured Data — Built for API Deployments & ETL Pipeline Workflows

01Result

Zipstack/unstract ↗

Zipstack/unstract AI coding statistics: 76.1%

of 305 commits in February–September 15, 2026 were committed by an AI agent — a floor, not an estimate
76.1% agent · top contributor 41.4%15 contributors
org-wide

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

232
agent commits
73
other considered commits
15
agent contributors
41.4%
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

232assisted
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
2026-0280%30
2026-0371.6%67
2026-0466.7%39
2026-0585.4%41
2026-0675.5%49
2026-0785%40
2026-0882.6%23
2026-0956.3%16

Peak month: 85.4%. Bars are scaled to that peak, not to 100%.

Which agents

AgentVendorCommitsShare
Claude CodeAnthropic23276.1%

03Evidence

Inspect the matches

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

Matched commit samples

  • 520b98d7 on GitHubUN-4016 [FEAT] Publish the API deployment listing in the OpenAPI spec (#22Claude Code
  • 9be3cb7c on GitHubUN-4016 [FEAT] Resolve the organisation from a platform API key via a whoaClaude Code
  • df7b74df on GitHubUN-3883 [FEAT] Cut dashboard metrics cron DB load: narrower source windowsClaude 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 window313
Merge commits removed−0
CI / dependency bots removed−8
Considered305

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 →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 Zipstack/unstract

Scan another repository

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