Ollama

Excellent

by Ollama, Inc. · founded 2023 · updated Jul 2026

Ollama makes running open-weight LLMs on your own machine trivial: one command pulls and serves models like Llama, Mistral, Gemma and Qwen with an OpenAI-compatible API. The default choice for local, private AI development.

ML PlatformsOpen SourceEstablishedFrom Free
83.5TIP Score
Excellent

The score, taken apart

Fixed weights, sources attached, the formula

Cap 76Val 96Sec 88Int 85Mat 74Mom 86
Capability(30%)76
Value for Money(15%)96
Security & Compliance(15%)88
Integrations & Ecosystem(15%)85
Maturity & Reliability(10%)74
Momentum(15%)86

Best for

  • ◆Private/offline development
  • ◆Air-gapped environments
  • ◆Learning and experimentation

Key integrations

OpenAI-compatible APILangChain/LlamaIndexVS Code extensionsDockerOpen WebUI

Strengths

  • +Zero-cost, fully private inference on local hardware
  • +Dead-simple UX: `ollama run` and you're chatting
  • +OpenAI-compatible API drops into existing code

Limitations

  • -Local hardware caps model size and speed
  • -No managed scaling story for production traffic
  • -Quantized models trade some quality for footprint

Evidence behind this score

Each score is built from the claims below. This is a snapshot, so check the current terms with the vendor before you commit to anything.

2 of 3 claims below are past their re-check window. Pricing, availability and security details move fast, so confirm those with the vendor.

ClaimSourceChecked
150K+ GitHub stars; among the most popular AI dev toolsGitHub repositoryOct 2025
Data never leaves the machine in local mode· re-checkOllama documentationJun 2025
Supports all major open-weight model families day-one· re-checkOllama model librarySep 2025

Intelligence on Ollama

Pricingmedium impactJun 17, 2026

Groq deprecates four workhorse open models on free and developer tiers

Groq is retiring llama-3.1-8b-instant, llama-3.3-70b-versatile, qwen3-32b and llama-4-scout-17b, recommending migration to gpt-oss-20b/120b or qwen3.6-27b. Enterprise committed-spend contracts are exempt. If your stack pins these model IDs, schedule the migration now.

Hugging FaceOllamaGroq deprecation notices
Adoptionmedium impactSep 20, 2025

Local AI goes mainstream: Ollama crosses new adoption milestone

Ollama's install base doubled year-over-year as privacy-sensitive teams standardize on local inference for development and internal tooling.

OllamaMistral AICommunity metrics

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