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.

V100 / SM70-focused vLLM engineering fork for modern LLM inference.

1CatAI/1Cat-vLLM ↗

1CatAI/1Cat-vLLM AI coding statistics: 8.2%

of 4,551 commits in February–September 15, 2026 were committed by an AI agent — a floor, not an estimate
8.2% agent · top contributor 6.4%197 contributors
org-wide

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

375
agent commits
4,176
other considered commits
197
agent contributors
6.4%
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

375assisted
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
2026-010%5
2026-024.7%855
2026-036.7%1078
2026-0410.8%812
2026-0513%856
2026-060%15
2026-070%9
2026-080.7%422
2026-0912.2%499

Peak month: 13%. Bars are scaled to that peak, not to 100%.

Which agents

AgentVendorCommitsShare
Claude CodeAnthropic2144.7%
Gemini CLIGoogle1012.2%
OpenAI CodexOpenAI280.6%
Cursor AgentAnysphere230.5%
GitHub CopilotGitHub190.4%

Inspect the matches

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

Matched commit samples

  • 475181c7 on GitHub[Bugfix][Qwen4Exp] Allow checkpoint FP8 MTP experts under pipeline paralleClaude Code
  • 6361129a on GitHub[Bugfix][Qwen4Exp] Detect the FP8 PLE table from ModelOpt mixed-precision Claude Code
  • 8a10215d on GitHub[Kernel][SM70] Share FP16 fast paths with E4M3 KVClaude Code
  • 812e7e73 on GitHub[Bugfix][V1] Fix TOCTOU race causing intermittent `EADDRINUSE` on multi-APGemini CLI
  • d565357a on GitHub[Docs][ROCm] MoRI-IO Connector Usage Guide (#43603)Gemini CLI
  • d5cf7b4a on GitHub[Frontend] Split the offline inference APIs and utils. (#43553)Gemini CLI
  • 52ce76c9 on GitHubDocument LMCache PR compatibility results and registration blockerOpenAI Codex
  • 70eb7cb4 on GitHubTest external LMCache group metadata compatibilityOpenAI Codex
  • 5e128520 on GitHubFix grouped offload retries when a pool defers storageOpenAI Codex
  • 0b56815a on GitHub[ROCm][Perf] DSv3.2 MI355X TP4 decode-step orchestration cleanup (3 micro-Cursor Agent
  • bf18d7e0 on GitHub[Misc][NUMA] Auto-bind to PCT priority cores on DGX B300 + widen EngineCorCursor Agent
  • 9090368b on GitHub[Feat] Add support for per GPU worker RDMA NIC selection (#42083)Cursor Agent
  • b4334fc0 on GitHub[Bugfix][Core] Preserve singleton prefill semantics in speculative GDNGitHub Copilot
  • 050611a3 on GitHub[Bugfix] Fix glm4_moe_tool_parser._is_string_type for /v1/responses FunctiGitHub Copilot
  • 63cc8a55 on GitHubfix(tool-parser): preserve "none"/"nil" strings as valid enum values in miGitHub 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 window4,981
Merge commits removed−421
CI / dependency bots removed−9
Considered4,551

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 1CatAI/1Cat-vLLM

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