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All rankings

Best local LLM in 2026.

74 curated rankings by use case, hardware, and license — every pick runs on real consumer hardware.

As of August 2026, the sweet spot for most machines is the Qwen 3.5 27B class on 24GB GPUs, and an 8–9B model on 8GB cards. Not sure what fits? Use the LLM VRAM calculator or the full local LLM leaderboard.

By use case
7 picks
Best local LLM for agents
7 picks
Best local LLM for coding
8 picks
Best local LLM for French
9 picks
Best Ollama models
7 picks
Best local LLM for RAG
6 picks
Best local LLM for reasoning
7 picks
Best local LLM with vision
8 picks
Best local LLM for writing
NVIDIA GPU
7 picks
Best local LLM for rtx 2060
7 picks
Best local LLM for rtx 2070
7 picks
Best local LLM for rtx 2080
7 picks
Best local LLM for rtx 2080 ti
7 picks
Best local LLM for rtx 3050 8
8 picks
Best local LLM for rtx 3060
7 picks
Best local LLM for rtx 3060 ti
7 picks
Best local LLM for rtx 3070
7 picks
Best local LLM for rtx 3070 ti
7 picks
Best local LLM for the RTX 3080 (10 GB & 12 GB)
7 picks
Best local LLM for the RTX 3080 12 GB
7 picks
Best local LLM for rtx 3080 ti
8 picks
Best local LLM for rtx 3090
8 picks
Best local LLM for rtx 3090 ti
7 picks
Best local LLM for rtx 4060
7 picks
Best local LLM for rtx 4060 ti
7 picks
Best local LLM for rtx 4060 ti 16
7 picks
Best local LLM for rtx 4070
7 picks
Best local LLM for rtx 4070 super
7 picks
Best local LLM for rtx 4070 ti
7 picks
Best local LLM for rtx 4070 ti super
7 picks
Best local LLM for rtx 4080
7 picks
Best local LLM for rtx 4080 super
7 picks
Best local LLM for rtx 4090
7 picks
Best local LLM for rtx 5050
7 picks
Best local LLM for rtx 5060
7 picks
Best local LLM for rtx 5060 ti 16
7 picks
Best local LLM for rtx 5070
7 picks
Best local LLM for rtx 5070 ti
7 picks
Best local LLM for rtx 5080
8 picks
Best local LLM for rtx 5090
AMD Radeon
7 picks
Best local LLM for radeon rx 6700 xt
7 picks
Best local LLM for radeon rx 6800 xt
7 picks
Best local LLM for radeon rx 7700 xt
7 picks
Best local LLM for radeon rx 7800 xt
7 picks
Best local LLM for radeon rx 7900 gre
7 picks
Best local LLM for radeon rx 7900 xt
8 picks
Best local LLM for radeon rx 7900 xtx
7 picks
Best local LLM for radeon rx 9060 xt
7 picks
Best local LLM for radeon rx 9070
7 picks
Best local LLM for radeon rx 9070 xt
Apple Silicon
7 picks
Best local LLM for imac m4
8 picks
Best local LLM for mac 128gb
8 picks
Best local LLM for mac 16gb
8 picks
Best local LLM for mac 24gb
8 picks
Best local LLM for mac 32gb
8 picks
Best local LLM for mac 48gb
8 picks
Best local LLM for mac 64gb
7 picks
Best local LLM for mac 8gb
8 picks
Best local LLM for mac 96gb
7 picks
Best local LLM for mac mini m2
8 picks
Best local LLM for mac mini m4
8 picks
Best local LLM for Mac Silicon
8 picks
Best local LLM for mac studio
7 picks
Best local LLM for macbook air m1
7 picks
Best local LLM for macbook air m2
7 picks
Best local LLM for macbook air m3
7 picks
Best local LLM for macbook air m4
7 picks
Best local LLM for macbook pro m1
7 picks
Best local LLM for macbook pro m2
8 picks
Best local LLM for macbook pro m3
8 picks
Best local LLM for macbook pro m4
VRAM budget
8 picks
Best local LLM for 8GB VRAM
Constraint
8 picks
Best commercial-friendly local LLM
7 picks
Best CPU-only LLM
8 picks
Best European sovereign LLM
More rankings
Best Local LLM for Agents & Tool Use — MCP-Ready 2026
Best Local LLM on AMD Radeon — ROCm 2026 Guide
Best Local LLM for Customer Service Chatbots — SOC 2 Path
Best Local LLM for Coding — Cursor / Copilot Alternatives 2026
Best Local LLM for Python Development — 2026 Tested
Best Local LLM for Rust — Tested on Borrow Checker Edge Cases
Best Local LLM for SQL Generation — Hands-On 2026
Best Local LLM for TypeScript & React Development
Best Local LLM on AMD EPYC — CPU-Only Server Inference
Two RTX 3090s for Local LLM — Real Throughput vs $5k Cost
Best Local Embeddings Models for RAG — Self-Hosted
Best Local LLM for Fiction Writing — Tested on 50 Pages
Best Local LLM on Intel Arc B580/B570 — Battlemage Tested
Best Local LLM on Mac Mini M4 Pro (24 GB Unified)
Best Local LLM on Mac Studio M4 Ultra (256 GB): 2026 Verdict
Best Local LLM on MacBook Air M4 (16 / 24 GB)
Best Local LLM on MacBook Pro M4 Max — Cursor / Copilot Replacement
Best Local LLM for RAG — LangChain & LlamaIndex Tested
Local LLM on Raspberry Pi 5 — Yes, It Works (Just Painful)
Best Local LLM as a Research Assistant — 2026 Picks
Best Local LLM for RTX 3090 in 2026 — Still Worth It?
Best Local LLM for Snapdragon X Copilot+ PCs
Best Local LLM for Structured Data Extraction (JSON Mode)
Best Local LLM for Document Summarization — Long Docs Tested
Best Local LLM for Translation — 50+ Languages Tested
Best uncensored LLM.
Best Local Multimodal LLM — Llama 3.2 Vision, Qwen VL Tested
Best Local LLM for 12 GB VRAM (RTX 3060, 4070, 5070)
Best Local LLM for 24 GB VRAM — RTX 3090, 4090, 5090 Compared
Best Local LLM for Academic Writing & Research