Week 45, updated 2 Nov 2026

AI use cases Local AI

Local AI

Software to run open AI models on your own computer or server, plus chat interfaces on top.

Tracked tools
5
Highest score
73
Caution labels
5
Use cases
3
Local AI, Week 45score 0–100, safety
  1. 1Ollama#2 overall · AI tool73Caution
  2. 2LobeHub#7 overall · AI tool69Caution
  3. 3Open WebUI#8 overall · AI tool68Caution
  4. 4llama.cpp#9 overall · AI tool68Caution
  5. 5vLLM#24 overall · AI tool54Caution

What you can do

Software to run open AI models on your own computer or server, plus chat interfaces on top. For people who want privacy, offline use or lower costs, and for teams self-hosting models.

Pick by situation

Based only on measured data for the 5 tracked tools here.

  • OllamaFits if you want the highest overall score (score 73, #2 of 52 overall)
  • LobeHubFits if active maintenance matters most (last push 2 Nov 2026, maintenance 78)
  • OllamaFits if you want the most widely adopted option (185,623 stars, 18,859 forks)
  • OllamaFits if you want the most thorough README docs (docs score 69, 19,345-character README)

What to watch out for

Scores are relative public signals; none of these tools were tested hands-on.

  • CautionOllama2 critical-severity known vulnerabilities in runtime dependencies (OSV)
  • CautionLobeHub3 critical-severity known vulnerabilities in runtime dependencies (OSV)
  • CautionOpen WebUI13 critical-severity known vulnerabilities in runtime dependencies (OSV)
  • Cautionllama.cpp12 critical-severity known vulnerabilities in runtime dependencies (OSV)
  • CautionvLLMSkill/agent file instructs piping a remote script into a shell: AGENTS.md
  • License to check before commercial use: LobeHub (LobeHub Community License), Open WebUI (Open WebUI License).
All scan reasons
  • Ollama: 2 critical-severity known vulnerabilities in runtime dependencies (OSV)
  • LobeHub: 3 critical-severity known vulnerabilities in runtime dependencies (OSV)
  • Open WebUI: 13 critical-severity known vulnerabilities in runtime dependencies (OSV)
  • llama.cpp: 12 critical-severity known vulnerabilities in runtime dependencies (OSV)
  • vLLM: Skill/agent file instructs piping a remote script into a shell: AGENTS.md — curl -LsSf https://astral.sh/uv/install.sh | sh

Full table

Open the sortable table
Local AI: highest scored first
Tool (overall rank)Use caseScoreSafetyLast pushStars
2 Ollamaollama/ollamaRun open models like Qwen, DeepSeek, Gemma and gpt-oss locally with one command. Local AI73 Caution★ 185,623
7 LobeHublobehub/lobehubOpen-source AI chat and agent workspace for organising and running your AI agents. Local AI69 Caution★ 83,689
8 Open WebUIopen-webui/open-webuiSelf-hosted ChatGPT-style web interface for Ollama and OpenAI-compatible APIs. Local AI68 Caution★ 157,502
9 llama.cppggml-org/llama.cppFast LLM inference in C/C++, the engine behind many local AI apps. Local AI68 Caution★ 133,105
24 vLLMvllm-project/vllmHigh-throughput, memory-efficient engine for serving LLMs. Local AI54 Caution★ 96,100

Score = relative rank (percentile) among all 52 tracked tools on maintenance, adoption and docs. Community signal is not measured yet. How we score.

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