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choosekit

Typed choices and probability distributions from text and images with llama.cpp, Ollama, and OpenRouter

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GITHUB · launched Sep 19, 2026 · 21 upvotes (top 38%) · 1 view

Niche: machine learning developer tools · 303 launches, 11 in the last 7 days ▼ -45% · Explore this niche →

Category and tags

  • Horizontal
  • Model & infra
  • Developer
  • AI-native
  • Hobby / open-source project
  • llama-cpp
  • llm
  • local-ai
  • logprobs
  • typescript

Visit website ↗ Source listing ↗

Could you build this?

Yes It is a client library that queries llama.cpp's tokenization and logprob endpoints to extract constrained choices and calculate probabilities.

Competitors

Other products that read as similar to this one : 967 launches clear the similarity bar, closest 8 shown.

Attention rank: #370 of 968 (itself plus its competitors, highest first, normalized so YC and Product Hunt are compared fairly).

Launched 325 days after the earliest competitor.

  • AnyDecisionModel · github · 2026-09-21 · 9 upvotes · similarity 0.65
  • MagibuMizan · github · 2026-09-26 · 9 upvotes · similarity 0.64
  • jev-benchmarks · github · 2026-09-17 · 15 upvotes · similarity 0.63
  • nimble · github · 2026-09-18 · 1599 upvotes · similarity 0.59
  • go-jev · github · 2026-09-23 · 35 upvotes · similarity 0.58
  • decider · github · 2026-09-16 · 130 upvotes · similarity 0.58
  • decision-playground · github · 2026-09-19 · 15 upvotes · similarity 0.57
  • awesome-jev-typesafe · github · 2026-09-18 · 129 upvotes · similarity 0.57

The niche, labels, vibe code rating and competitor comparison on this page are analysis by Nicheloom. If you use them, please credit nicheloom.com. How you may use our data.