AI Dev Impact Lab JA
← Monthly reports · REPORT 2026-09 · published 2026-10-05
MONTHLY REPORT

September 2026 AI Development Impact Report

Observed facts: the reviewed sample of 1,515 repositories shows 12.74% identified as having AI built in (12.74%), 4.42% identified as AI-using (4.42%), and 15

36,012
AI repos observed
11,616
tool signals
5,025
solo dev
5,501
web launches
AI SHARE
12.7%
AI-using 4.4%
Sample n 1,515
AI-built share over time
🥇 TOP TOOL
Claude Code
6,021
repos
52.6%
share

ADOPTION AI coding tool adoption — September 2026

CONTEXT Global GitHub scale (GH Archive)

2,335,210
new repos
3,597,960
create events
36,808,163
push events
197,699
forks
910,228
watch events

Note: GH Archive's fork and watch/star coverage degrades sharply from late 2025. Values are shown as the source publishes them.

ANALYSIS Analysis & commentary

Executive summary

Observed facts: the reviewed sample of 1,515 repositories shows 12.74% identified as having AI built in (12.74%), 4.42% identified as AI-using (4.42%), and 15.91% identified as either (15.91%). The margin of error for the sample is 1.68 percentage points. Within the sample, 193 repos were labeled built, 67 using, 241 either, and 19 both.

Interpretation: the prevalence of projects with AI-built components in this sample is non-trivial relative to the rest of tracked activity, while direct AI-using signals remain lower. The margin of error (±1.68 points) indicates that reported percentages should be treated as estimates with moderate precision; the sample size is 1,515 repositories.

Key movements

Observed facts: among tool signals tracked this month, the largest counts are 6,049 repos with the top signal, 4,582 with the next, and 467 for a third signal. The tracked corpus this site reports includes 36,012 AI-related repositories and 11,616 repos with explicit AI-tool signals. Continuity of development over a three-month window is 0.1771 (17.71%). There are 5,025 candidate solo-developer repositories and 5,501 web-launch candidate repositories in the tracked corpus.

Interpretation: tool-signal concentrations remain concentrated in a few signals, suggesting a small number of toolchains or frameworks drive much of the detectable tooling footprint. The continuity rate (≈17.7%) implies a minority of repositories created three months ago sustain active pushes, which affects expectations for longer-term project maturation.

Twelve-month trend

Observed facts: between 2026-04 and 2026-09 the share identified as having AI built moved through these values: 7.51% (Apr), 8.02% (May), 8.86% (Jun), 10.95% (Jul), 13.04% (Aug), and 12.74% (Sep). The share identified as AI-using in the same months was: 4.58% (Apr), 4.60% (May), 4.40% (Jun), 5.12% (Jul), 4.35% (Aug), and 4.42% (Sep). Sample sizes for those months ranged from 1,680 to 1,811, with 1,515 in the current sample.

Interpretation: built-share rose notably from April through August and is near the recent peak in September, while the using-share has remained relatively flat in the 4.3–5.1% range. The divergence between the growing built-share and the steadier using-share suggests increased incorporation of AI components in projects rather than an equivalent rise in projects that merely call out third-party AI usage.

Outlook

Observed facts: notable high-profile repositories this month include projects with star counts up to 98,290 and AI scores ranging in the dataset (examples include scores of 100, 70, 55, 50). The largest tool-signal counts are concentrated in a couple of signals totaling thousands of repositories. The tracked corpus contains tens of thousands of AI-related repositories and several thousand candidate solo and web-launch projects.

Interpretation: near-term monitoring should prioritize the dominant tool signals and projects with sustained pushes because they appear to drive visible changes in the built-share. Given the modest continuity rate (≈17.7%), many new AI-related repos may not convert to long-lived projects; focusing on signal concentration and continuity offers actionable insight into which initiatives are likely to persist.

REPOS Top repos in September 2026 (AI score 40+ / by stars)

nexu-io/open-design

🎨 Best DeepSeek Harness Design Plugin. The open-source Claude Design alternative. 🖥️ Local-first desktop app. 🖼️ Your coding agent becomes the design engine: prototypes, landing pages, dashboards, slides, images & video — real files, HTML/PDF/PPTX/MP4 export. 🤖 Claude Code / Codex / Cursor / DeepSeek Harness / OpenCode & 20+ CLIs via BYOK.

TypeScript ★ 98,290 AI 70 2 sig
open-slide/open-slide

A slide framework built for agents.

TypeScript ★ 8,088 AI 45 2 sig
WenyuChiou/awesome-agentic-ai-zh

A trilingual (繁中 / English / 简中) learning roadmap for agentic AI: from LLM basics to multi-agent systems, with 240+ curated resources and hands-on examples. 中文 AI agent 學習地圖。

Python ★ 7,186 AI 100 1 sig
CopilotKit/OpenBot

Open-source AI coworkers that each get a computer of their own: a browser, files and tools, with every action decided before it happens and recorded after. Bring any AG-UI agent.

TypeScript ★ 4,602 AI 70 1 sig
experientiallabs/experiential

Experiential is the open source, zero markup gateway for BYOK, self-hosted and 1000+ marketplace models. It learns from your traffic to cut costs, recommend better models, and train a specialized model you own.

Python ★ 3,611 AI 45 2 sig
AminBlg/SimpleEnglish

Agent skill: make LLMs write docs in ASD-STE100 Simplified Technical

Python ★ 3,307 AI 45
Sophomoresty/gemini-web2api

Convert Google Gemini web into OpenAI-compatible API. Zero auth, cross-platform, single file.

Python ★ 3,152 AI 55
ccch1mneyyy/dsh-TUI

DSH's officially top-recommended TUI plugin — high performance, low overhead, cute pixel whale, smooth mouse interaction. One-command install via npm. / DSH 官方首推的 TUI 插件,高性能低占用,可爱像素鲸鱼,流畅鼠标交互,npm 一键安装

TypeScript ★ 3,115 AI 50 2 sig
plannotator/effective-html

Agent skills for useful HTML artifacts, wireframes, interactive prototypes, plans, and diagrams.

HTML ★ 3,063 AI 70
HarnessRouter/harnessrouter

HarnessRouter Community Edition: the self-hosted, Apache-2.0 edition of the unified interface for agent harnesses. Run Codex, Claude Code, Hermes, PI, DSH, and more through one API, with sessions, streaming, files, cancellation, and failure handling. Implements the Unified Harness Protocol (UHP), an open standard. Your keys, your infrastructure.

Python ★ 2,575 AI 70
lexmount/moli

Best headless browser for AI agents. Lite, Fast, High-Compatibility. Built in Rust

Rust ★ 2,347 AI 70 1 sig
Javis603/token-monitor

Local-first desktop widget for tracking token usage, costs, and limits across 43+ AI coding tools—including Claude Code, Codex, Cursor, OpenCode, OpenClaw, and more—with multi-device sync.

JavaScript ★ 2,084 AI 70 2 sig

NEW New AI repos created in September 2026

undefined-ui/second-brain-os

An AI second brain that maintains itself. Full guide, starter vault, agent skills and scripts for a self-organizing knowledge base in Claude Code and Obsidian.

HTML ★ 780 AI 100 NEW
L-1ngg/forge-agent

A general-purpose single-agent framework, currently under personal development.

TypeScript ★ 22 AI 100 NEW
lyfuci/ai-terminal-manager

AI Terminal Manager — unified session history for Claude Code, Codex, Gemini CLI, opencode and Pi, plus a persistent tmux sidebar

Python ★ 20 AI 100 NEW
FiredMosquito831/my-claude-code

My Claude Code (MCC) is a local multi-provider LLM proxy, model router and control plane for Claude Code, Codex, OpenCode, Gemini CLI and other AI coding agents — 57 providers, fallback routing, credential health, a native web-search tool proxy, and exhaustive analytics with cost provenance in one local dashboard.

Python ★ 8 AI 100 NEW
FreakyAdy/Reward-Hackability-Auditor--CLI---Claude-Skill-

🐀 Fuzz your verifier before an RL agent does. Static + dynamic LLM security auditor to detect reward-hacking in RL post-training environments (OpenEnv, verifiers-spec, Gymnasium).

Python ★ 6 AI 100 NEW
stwins60/devops-agent-harness

Model-agnostic DevOps AI agent harness: policy, approvals, audit and rollback enforced outside the LLM. Works with Claude Code, OpenCode, Cursor, Copilot and any MCP client.

Python ★ 6 AI 100 NEW
aknakshay/Agent-Tarmac

Mission control for your coding agents — every Claude Code and Codex session on your Mac in one window: live terminals, activity status (which agent needs you), restore after reboot.

TypeScript ★ 6 AI 100 NEW
promptadvisers/claude-code-next-steps

Claude Code for Everyone: Next Steps — ClientDesk course slides, complete specs, design assets, source, and end-to-end build walkthrough.

TypeScript ★ 6 AI 100 NEW

EXPLORE Dig deeper

📅

September 2026 raw snapshot

Top 20 repos, all monthly metrics, GH Archive globals

⌨️

AI coding tool ranking

Claude Code, Cursor, Codex, Copilot, Windsurf, Aider, Cline

📊

All 13 rankings

languages, LLMs, frameworks, DBs, models, embeddings, agents

← Previous August 2026 AI Development Impact Report

Aggregated from snapshots of AI-relevant repos (AI score ≥ 40) for this month. methodology