StartLux-Decision alternatives

StartLuxLabs/StartLux-Decision (405 stars, +191 this week): Open decision models from 0.8B to 27B: a calibrated probability for every option in one pass, and a short thought only when unsure. Why it matters: helps you run models on your own hardware without an API bill.

Below are 4 other Local LLMs repos tracked by OSS Radar that share at least two GitHub topics with StartLux-Decision, ordered by how many topics overlap, then by stars gained in the last 7 days. Topic overlap means a similar problem space, not a drop-in replacement, so check each project's README.

1. 1. AtomicBot-ai/atomic-agent

   +49/wkest.

   Atomic Agent is a local-first AI agent. Runs open-weight models on your own machine via llama.cpp. Why it matters: helps you run models on your own hardware without an API bill.

   3.3k stars · TypeScript · shared topics: agents, gguf, llama-cpp, llm

2. 2. sgaofen/humanizer-local-model

   +112/wkest.

   Rewrites AI drafts so they read like a person wrote them — runs locally, keeps the facts. Why it matters: helps you run models on your own hardware without an API bill.

   247 stars · Python · shared topics: gguf, llama-cpp, llm

3. 3. prabanta-dev/janas

   +224/wkest.

   37 tok/s from Qwen3-Next-80B (48 GB) on a 32 GB laptop, 24 without drafts vs 2.8 for llama.cpp; reading 62 vs 16 tok/s. Why it matters: helps you run models on your own hardware without an API bill.

   353 stars · C · shared topics: gguf, llm

4. 4. maziyarpanahi/openmed

   +56/wkest.

   Local-first healthcare AI: clinical NER and HIPAA PII de-identification on hardware you control. Why it matters: helps you run models on your own hardware without an API bill.

   5.7k stars · Python · shared topics: llm, mlx

More: all trending Local LLMs repos · compare StartLux-Decision with the top 2