- Dataset
- 2026-10-27-catalog-ai-v2
- Ruleset
- b2e8889c66f7
- Scanned
- 2026-10-27
- Window
- February–September 15, 2026
V100 / SM70-focused vLLM engineering fork for modern LLM inference.
01Result
1CatAI/1Cat-vLLM ↗1CatAI/1Cat-vLLM AI coding statistics: 8.2%
Adoption is broad. Many contributors are committing agent-authored work, which is what a real organisational rollout looks like.
02Drivers
What shapes this result
Mode, timing, and detected signatures show whether the result reflects broad adoption or one concentrated workflow.
Assisted or autonomous
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
| Month | Agent share | Considered commits |
|---|---|---|
| 2026-01 | 0% | 5 |
| 2026-02 | 4.7% | 855 |
| 2026-03 | 6.7% | 1078 |
| 2026-04 | 10.8% | 812 |
| 2026-05 | 13% | 856 |
| 2026-06 | 0% | 15 |
| 2026-07 | 0% | 9 |
| 2026-08 | 0.7% | 422 |
| 2026-09 | 12.2% | 499 |
Peak month: 13%. Bars are scaled to that peak, not to 100%.
Which agents
| Agent | Vendor | Commits | Share |
|---|---|---|---|
| Claude Code | Anthropic | 214 | 4.7% |
| Gemini CLI | 101 | 2.2% | |
| OpenAI Codex | OpenAI | 28 | 0.6% |
| Cursor Agent | Anysphere | 23 | 0.5% |
| GitHub Copilot | GitHub | 19 | 0.4% |
03Evidence
Inspect the matches
Public commit samples let you inspect the signatures behind the aggregate result.
Matched commit samples
475181c7on GitHub[Bugfix][Qwen4Exp] Allow checkpoint FP8 MTP experts under pipeline paralleClaude Code6361129aon GitHub[Bugfix][Qwen4Exp] Detect the FP8 PLE table from ModelOpt mixed-precision Claude Code8a10215don GitHub[Kernel][SM70] Share FP16 fast paths with E4M3 KVClaude Code812e7e73on GitHub[Bugfix][V1] Fix TOCTOU race causing intermittent `EADDRINUSE` on multi-APGemini CLId565357aon GitHub[Docs][ROCm] MoRI-IO Connector Usage Guide (#43603)Gemini CLId5cf7b4aon GitHub[Frontend] Split the offline inference APIs and utils. (#43553)Gemini CLI52ce76c9on GitHubDocument LMCache PR compatibility results and registration blockerOpenAI Codex70eb7cb4on GitHubTest external LMCache group metadata compatibilityOpenAI Codex5e128520on GitHubFix grouped offload retries when a pool defers storageOpenAI Codex0b56815aon GitHub[ROCm][Perf] DSv3.2 MI355X TP4 decode-step orchestration cleanup (3 micro-Cursor Agentbf18d7e0on GitHub[Misc][NUMA] Auto-bind to PCT priority cores on DGX B300 + widen EngineCorCursor Agent9090368bon GitHub[Feat] Add support for per GPU worker RDMA NIC selection (#42083)Cursor Agentb4334fc0on GitHub[Bugfix][Core] Preserve singleton prefill semantics in speculative GDNGitHub Copilot050611a3on GitHub[Bugfix] Fix glm4_moe_tool_parser._is_string_type for /v1/responses FunctiGitHub Copilot63cc8a55on GitHubfix(tool-parser): preserve "none"/"nil" strings as valid enum values in miGitHub Copilot
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 | 4,981 |
| Merge commits removed | −421 |
| CI / dependency bots removed | −9 |
| Considered | 4,551 |
Bots are excluded from the denominator entirely. Agent attribution requires a literal supported signature; no code-style inference is used.
Continue exploring
Related coding-agent evidence
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