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.

Serve large Qwen models fast on the GPUs you actually own. Qwen3.8-27B on a single 24 GB card with vLLM: 127 tok/s single-user (381 when the answer quotes the prompt), ~1,035 tok/s at 64 concurrent, 150k-262k context. vLLM patches, requant pipeline, benchmarks.

01Result

syv-ai/HyperQwen ↗

syv-ai/HyperQwen AI coding statistics: 6.2%

of 305 commits in February–September 15, 2026 were committed by an AI agent — a floor, not an estimate

6.2% agent · top contributor 57.9%4 contributors

team

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

agent commits

286

other considered commits

agent contributors

57.9%

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

19assisted

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

Peak month: 9.8%. Bars are scaled to that peak, not to 100%.

Which agents

Agent	Vendor	Commits	Share
Claude Code	Anthropic	19	6.2%

03Evidence

Inspect the matches

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

Matched commit samples

6ceb64a5 on GitHublaunchers: REQ_METRICS as an array, not a failing command substitution (#5Claude Code
dfbb5503 on GitHubmamba-align prefix caching: opt-in retention of reachable state snapshots Claude Code
bb739e4e on GitHubpatches: fix malformed hunk header in prefill-attn-int8.patch (#53)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 window	354
Merge commits removed	−49
CI / dependency bots removed	−0
Considered	305

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 syv-ai/HyperQwen

Scan another repository

Try

Month	Agent share	Considered commits
2026-08	9.8%	164
2026-09	2.1%	141