AI Dev Impact Lab JA
LIVE 2026-08 · 13 categories · 310 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

7 items · 8,598 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 4,709
  2. 2 AGENTS.md (Codex等) 3,261
  3. 3 Cursor 340
  4. 4 GitHub Copilot 238
  5. 5 Cline 23
→ See all 7 items
💻

Programming languages

60 items · 23,693 mentions

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

  1. 1 Python 9,795
  2. 2 TypeScript 4,327
  3. 3 JavaScript 3,220
  4. 4 HTML 2,085
  5. 5 Shell 866
→ See all 60 items
🏷️

GitHub Topics

80 items · 18,943 mentions

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

  1. 1 claude-code 1,559
  2. 2 ai-agents 1,154
  3. 3 llm 1,068
  4. 4 claude 942
  5. 5 python 796
→ See all 80 items
🧠

LLM providers

17 items · 4,272 mentions

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

  1. 1 OpenAI 1,124
  2. 2 Gemini 1,014
  3. 3 Anthropic 686
  4. 4 Ollama 384
  5. 5 Groq 371
→ See all 17 items
🧩

AI frameworks

18 items · 919 mentions

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

  1. 1 LangChain 420
  2. 2 LangGraph 379
  3. 3 CrewAI 33
  4. 4 LlamaIndex 14
  5. 5 Instructor 14
→ See all 18 items
🌐

Web/App frameworks

38 items · 3,757 mentions

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

  1. 1 React 815
  2. 2 FastAPI 791
  3. 3 Streamlit 482
  4. 4 Next.js 346
  5. 5 Flask 223
→ See all 38 items
☁️

Cloud/hosting platforms

18 items · 560 mentions

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

  1. 1 Vercel 120
  2. 2 Cloudflare 108
  3. 3 AWS 102
  4. 4 Azure 84
  5. 5 Railway 40
→ See all 18 items
🔐

Auth services

9 items · 35 mentions

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

  1. 1 Clerk 17
  2. 2 Keycloak 6
  3. 3 Firebase Auth 3
  4. 4 Supabase Auth 2
  5. 5 Auth0 2
→ See all 9 items
🗄️

Vector databases

7 items · 317 mentions

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

  1. 1 Chroma 207
  2. 2 pgvector 59
  3. 3 Pinecone 36
  4. 4 Elasticsearch 8
  5. 5 OpenSearch 3
→ See all 7 items
💾

General databases

27 items · 1,018 mentions

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

  1. 1 SQLite 276
  2. 2 PostgreSQL 200
  3. 3 Supabase 131
  4. 4 MongoDB 93
  5. 5 Redis 76
→ See all 27 items
🤖

LLM models

16 items · 8,998 mentions

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

  1. 1 Claude 6,380
  2. 2 Gemini 1,014
  3. 3 Llama 608
  4. 4 DeepSeek 329
  5. 5 Qwen 181
→ See all 16 items
🔢

Embedding models

9 items · 57 mentions

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

  1. 1 sentence-transformers 22
  2. 2 bge 12
  3. 3 voyage 9
  4. 4 gte 4
  5. 5 text-embedding-3 3
→ See all 9 items
🤝

Agent frameworks

4 items · 1,524 mentions

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

  1. 1 MCP 1,510
  2. 2 AgentOps 11
  3. 3 AutoGPT 2
  4. 4 phidata 1
→ See all 4 items

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