AI Dev Impact Lab JA
LIVE 2026-07 · 13 categories · 149 unique items
ADOPTION RANKINGS

What's Actually
Used in AI Dev

Monthly adoption rankings across LLM providers, frameworks, databases, models, and more — sourced from real GitHub AI repos.

CATEGORIES All Rankings (13)

⌨️

AI coding tools

6 items · 1,536 mentions

Detects AI coding tools by config files: CLAUDE.md, .cursorrules, AGENTS.md, .windsurfrules, .github/copilot-instructions.md, .aider.conf.yml, .clinerules. Tracks 7 tools: Claude Code, Cursor, OpenAI Codex, GitHub Copilot, Windsurf, Aider, Cline.

  1. 1 Claude Code 900
  2. 2 AGENTS.md (Codex等) 522
  3. 3 Cursor 63
  4. 4 GitHub Copilot 43
  5. 5 Windsurf 6
→ See all 6 items
💻

Programming languages

0 items · 0 mentions

Primary language breakdown for AI-relevant repos (AI score ≥ 40). Aggregates GitHub's detected `primary_language` to show which languages dominate AI development.

Bootstrapping

🏷️

GitHub Topics

80 items · 164 mentions

GitHub topic tags self-applied by repo owners. llm/agent/rag/chatbot — what developers tag their AI projects with.

  1. 1 claude 10
  2. 2 llm 8
  3. 3 mcp 7
  4. 4 anthropic 6
  5. 5 rag 6
→ See all 80 items
🧠

LLM providers

12 items · 125 mentions

Which LLM provider companies/SDKs are mentioned across observed repos. Counts mentions of OpenAI, Anthropic, Google Gemini, AWS Bedrock, etc.

  1. 1 OpenAI 32
  2. 2 Anthropic 27
  3. 3 Gemini 21
  4. 4 Groq 13
  5. 5 Ollama 13
→ See all 12 items
🧩

AI frameworks

5 items · 36 mentions

AI-specific frameworks: LangChain, LlamaIndex, AutoGen, CrewAI, etc. (Web/UI frameworks are in a separate category.)

  1. 1 LangChain 15
  2. 2 LangGraph 15
  3. 3 LlamaIndex 3
  4. 4 Vercel AI SDK 2
  5. 5 CrewAI 1
→ See all 5 items
🌐

Web/App frameworks

14 items · 121 mentions

General-purpose frameworks for AI app frontends/APIs: Next.js, FastAPI, Streamlit, Gradio, Django, React, Flask, etc.

  1. 1 FastAPI 30
  2. 2 Streamlit 26
  3. 3 React 22
  4. 4 Next.js 21
  5. 5 Flask 5
→ See all 14 items
☁️

Cloud/hosting platforms

7 items · 25 mentions

Where AI apps/models are deployed: AWS, GCP, Azure, Vercel, Cloudflare, Modal, Replicate, RunPod, Hugging Face Spaces, etc.

  1. 1 Vercel 15
  2. 2 Azure 2
  3. 3 AWS 2
  4. 4 Cloudflare 2
  5. 5 Railway 2
→ See all 7 items
🔐

Auth services

0 items · 0 mentions

Authentication layer for AI SaaS: Auth0, Clerk, Supabase Auth, NextAuth, Firebase Auth, WorkOS, etc.

Bootstrapping

🗄️

Vector databases

3 items · 23 mentions

Vector databases for AI/RAG embeddings storage: Pinecone, Chroma, Qdrant, pgvector, FAISS, etc.

  1. 1 Chroma 18
  2. 2 pgvector 4
  3. 3 Pinecone 1
→ See all 3 items
💾

General databases

8 items · 32 mentions

General-purpose databases beyond vector storage: PostgreSQL, MySQL, MongoDB, Redis, Oracle, SQL Server, Supabase, Neon, etc.

  1. 1 SQLite 9
  2. 2 PostgreSQL 6
  3. 3 Redis 5
  4. 4 Supabase 4
  5. 5 MySQL 4
→ See all 8 items
🤖

LLM models

9 items · 121 mentions

Which specific LLM models get mentioned: GPT-4o, Claude 3.7, Gemini 2, Llama 3.x, DeepSeek-V3, etc.

  1. 1 Claude 50
  2. 2 Llama 24
  3. 3 Gemini 21
  4. 4 GPT-4 8
  5. 5 DeepSeek 8
→ See all 9 items
🔢

Embedding models

4 items · 10 mentions

Embedding model adoption: text-embedding-3, nomic-embed, bge, jina, etc.

  1. 1 sentence-transformers 5
  2. 2 bge 3
  3. 3 text-embedding-ada 1
  4. 4 voyage 1
→ See all 4 items
🤝

Agent frameworks

1 items · 20 mentions

AI agent construction frameworks: LangGraph, CrewAI, AutoGen, smolagents, MCP, etc.

  1. 1 MCP 20
→ See all 1 items

Detailed methodology: methodology . Detection keywords are extensible via the admin panel.