How fast is LlamaStash? Overhead, throughput, and a fair comparison with Ollama and LM Studio

This page summarizes the projects mentioned and recommended in the original post on dev.to

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  1. llama.cpp

    LLM inference in C/C++

    LlamaStash spawns the unmodified upstream llama-server. So three different questions follow from that, and there is a benchmark suite for each.

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  3. llamastash

    A fast terminal native app (TUI) and CLI with init wizard for launching local LLMs via llama.cpp with zero overhead

    All three suites live in docs/benchmarks/ in the repo. The harness is in scripts/bench/. The methodology page covers fairness, how I throw out noisy runs, and why outputs differ across backends. Read it before pulling any single number out of context. On its own, one cell can mislead.

  4. ollama

    Get up and running with Kimi-K2.6, GLM-5.1, MiniMax, DeepSeek, gpt-oss, Qwen, Gemma and other models.

    Suite B: cross-tool comparison. How does LlamaStash-as-shipped compare to Ollama and LM Studio on the same model, same hardware, through their OpenAI-compatible HTTP endpoints? This is the question users care about.

NOTE: The number of mentions on this list indicates mentions on common posts plus user suggested alternatives. Hence, a higher number means a more popular project.

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