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Open-source LLM operations tools

The INITE Atlas lists 13. By use, the list opens with Thinking Machines Lab, OmniRoute, Ollama LLM Throughput Benchmark, Plano and Phoenix Grove Systems™.

Offered under an open-source licence, per the pricing page; any paid tier is hosting or support.

Where each one says so

ToolWhere it says so
Thinking Machines Lab logoThinking Machines LabFrom $0.33 per useper the homepagethinkingmachines.ai
OmniRoute logoOmniRoutePrice not readper the homepageomniroute.online
Ollama LLM Throughput Benchmark logoOllama LLM Throughput BenchmarkOpen sourceaidatatools.com/llm-benchmarkread Sep 24, 2026
Plano logoPlanoOpen sourceplanoai.devread Sep 24, 2026
Phoenix Grove Systems™ logoPhoenix Grove Systems™Price not readper the homepagepgsgrove.com
MarsNMe logoMarsNMeOpen sourcemarsnme.comread Sep 21, 2026
Your Own AI logoYour Own AIFree plan · From $200/yrper the homepageyourownai.net
The Multivac logoThe MultivacPrice not readper the homepagethemultivac.com
Flowgen logoFlowgenPrice not readper the homepagemeltlight.art
ForgeOpus logoForgeOpusPrice not readper the homepageforgeopus.org
Aurora Gateway logoAurora GatewayOpen sourceaurorallm.online/pricingread Sep 19, 2026
Titen logoTitenPrice not readper the homepagetiten.dev
Raintree Technology logoRaintree TechnologyPrice not readper the homepageraintree.technology

How we read a tool

No votes, no reviews, no vendor claims. Every week a crawler reads each tool's own site and a few public registries, and the words on the card are bands over what it read.

  • Use: visits to the site (estimated), installs from npm and PyPI, presence in Chrome's usage report.
  • Activity: the newest release on GitHub, npm or PyPI; the newest dated page on the site; open roles on a public jobs board.
  • Price: the vendor's own pricing page, read with the date. A figure is printed only when it is on that page.
  • The line and the use cases are written by us from the homepage, one tool at a time, and refused when they repeat the vendor's marketing.

How AI assistants read each site — the reading vendors ask us about — is on each tool's own visibility page.

How we read every tool → · By INITE Atlas Desk