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 lightweight, streaming-native, multi-protocol gateway for AI, APIs, and real-time data. Route LLM requests across providers, govern MCP tools, and connect Kafka, MQTT, and HTTP through one high-performance engine with shared security and observability.

01Result

aklivity/zilla ↗

aklivity/zilla AI coding statistics: 76.1%

of 557 commits in February–September 15, 2026 were committed by an AI agent — a floor, not an estimate
76.1% agent · top contributor 96.9%4 contributors
individual

One person is driving this. The headline number reflects a single contributor's workflow, not a project-wide shift.

424
agent commits
133
other considered commits
4
agent contributors
96.9%
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

424assisted
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%4
2026-030%27
2026-0417.8%73
2026-0552.8%36
2026-0692.9%113
2026-0797%132
2026-0891.9%136
2026-0994.4%36

Peak month: 97%. Bars are scaled to that peak, not to 100%.

Which agents

AgentVendorCommitsShare
Claude CodeAnthropic42476.1%

03Evidence

Inspect the matches

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

Matched commit samples

  • d841ad7d on GitHubrefactor(engine.conf): resolve qname once at engine load time via Config.RClaude Code
  • a3624d6e on GitHubfix(common-feature): stop @Internal from leaking via version-string fallbaClaude Code
  • 9cf4ebc3 on GitHubfix(binding-mcp-openapi): resolve exit per route instead of one binding-wiClaude 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 window1,146
Merge commits removed−336
CI / dependency bots removed−253
Considered557

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 →Java AI coding statisticsCompare evidence across Java 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 aklivity/zilla

Scan another repository

Try