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choosekit

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

Details

External ID
1376697456
Source
GITHUB
Company
—
Product
choosekit
Website domain
github.com
Launched
Sept. 19, 2026
Cohort
—
Upvotes
21
Upvotes percentile
0.6211247758134768
Tags
llama-cpp, llm, local-ai, logprobs, typescript
Fetched at
Sept. 23, 2026, 5:02 p.m.
Updated at
Sept. 23, 2026, 5:02 p.m.

Enrichment

Theme
decision model runtimes and tools
Vertical
Horizontal
Function
Model & infra
Audience
Developer
AI stance
AI-native
Project type
Hobby / open-source project
Normalized one-liner
typed choices and probabilities extraction for llama.cpp
Manually corrected
False

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 — 379 launches clear the similarity bar, closest 8 shown.

Attention rank: #161 of 380 (itself plus its competitors, highest first — normalized so YC and Product Hunt are compared fairly).

Launched 321 days after the earliest competitor.

Other launches for this product

Same idea, different domain

Nobody's really built a model & infra tool for Fintech yet.