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.

FIT: 企业级AI开发框架，提供多语言函数引擎（FIT）、流式编排引擎（WaterFlow）及Java生态的LangChain替代方案（FEL）。原生/Spring双模运行，支持插件热插拔与智能聚散部署，无缝统一大模型与业务系统。

01Result

ModelEngine-Group/fit-framework ↗

ModelEngine-Group/fit-framework AI coding statistics: 94.3%

of 53 commits in February–September 15, 2026 were committed by an AI agent — a floor, not an estimate

Too little recent activity to publish. Only 53 commits landed in this window, so the percentage is noisy. Repositories below 100 are excluded from the index for this reason.

94.3% agent · top contributor 100%1 contributor

individual

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

agent commits

other considered commits

agent contributors

100%

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

50assisted

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: 94.9%. Bars are scaled to that peak, not to 100%.

Which agents

Agent	Vendor	Commits	Share
Claude Code	Anthropic	45	84.9%
OpenAI Codex	OpenAI	4	7.5%
Gemini CLI	Google	1	1.9%

03Evidence

Inspect the matches

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

Matched commit samples

072324a9 on GitHubdocs(sandbox): 修正各 AI 工具跳过确认的参数描述Claude Code
614a637f on GitHubdocs(sandbox): 补全各 TUI 工具的自动化执行参数文档Claude Code
1f36466c on GitHubfix(docs): 统一 review-task 命令的"下一步"多 TUI 输出格式Claude Code
87cb5322 on GitHubchore(codex): 统一fit命令命名空间OpenAI Codex
ceb60122 on GitHubfeat(docker): 沙箱默认预装opencodeOpenAI Codex
47827a41 on GitHubfix(docker): 修复沙箱分支映射与校验OpenAI Codex
7d3e9d8c on GitHubdocs(ai-agents): 统一任务管理指令的 TASK ID 格式与目录结构Gemini CLI

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	90
Merge commits removed	−37
CI / dependency bots removed	−0
Considered	53

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 →OpenAI Codex commitsBrowse repositories with detected OpenAI Codex signatures →Gemini CLI commitsBrowse repositories with detected Gemini CLI 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 ModelEngine-Group/fit-framework

Scan another repository

Try

Month	Agent share	Considered commits
2026-02	94.9%	39
2026-03	92.9%	14