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.

Knowhere extracts, parses, and outputs structured chunks ready for AI Agents and RAG.

01Result

Ontos-AI/knowhere ↗

Ontos-AI/knowhere AI coding statistics: 12.2%

of 1,218 commits in February–September 15, 2026 were committed by an AI agent — a floor, not an estimate
12.2% agent · top contributor 32.9%7 contributors
team

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

149
agent commits
1,069
other considered commits
7
agent contributors
32.9%
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

149assisted
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%53
2026-030.5%191
2026-040%267
2026-0516.5%333
2026-063.4%58
2026-0743.1%51
2026-0829.4%177
2026-0919.3%88

Peak month: 43.1%. Bars are scaled to that peak, not to 100%.

Which agents

AgentVendorCommitsShare
Cursor AgentAnysphere13310.9%
GitHub CopilotGitHub141.1%
Claude CodeAnthropic50.4%

03Evidence

Inspect the matches

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

Matched commit samples

  • 15b4fd08 on GitHubfix(retrieval): use content trigram index for corpus.grepCursor Agent
  • 624d37b0 on GitHubfix(parser): open macro-enabled Word packages as docxCursor Agent
  • 2118ac12 on GitHubPotential fix for pull request finding 'CodeQL / Potentially uninitializedCursor Agent
  • 7a0a51b8 on GitHubPotential fix for pull request finding 'CodeQL / Variable defined multipleGitHub Copilot
  • b6a95a8f on GitHubPotential fix for pull request finding 'CodeQL / Implicit string concatenaGitHub Copilot
  • 47160027 on GitHubPotential fix for pull request finding 'CodeQL / Empty except'GitHub Copilot
  • ccacf0a7 on GitHubfeat: page-memory fine-hierarchy trim and hierarchy path slash escaping (#Claude Code
  • ff4751c7 on GitHubfeat: remove H1 match pipeline, use TOC leaf-based shard planning (#203)Claude Code
  • 8cc23897 on GitHubfeat: page-memory native hierarchy with concurrent processing and agentic Claude 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 window1,621
Merge commits removed−403
CI / dependency bots removed−0
Considered1,218

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 →Cursor Agent commitsBrowse repositories with detected Cursor Agent 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 Ontos-AI/knowhere

Scan another repository

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