Dev tools · alternatives · 2026

24 alternatives to spark cli

One bash script to set up and serve LLMs on DGX Spark

Below are 24 products that do a similar job, ranked by how close each is in meaning and then by launch-day votes.

1
LLM Spark▲365
Dev platform for building production ready LLM apps
2023 · yourgpt.ai · its alternatives →
2
Bash4LLM+ – A lightweight, dependency-free Bash wrapper for LLM APIs▲60
Bash4LLM is a single-file Bash wrapper for interacting with LLMs from the terminal. I created it because I wanted something simple that worked without installing Python, Node, or any other runtime. It uses only Bash, curl, and jq. You can send prompts, start a small chat, process files line by line, stream output, and save session metadata in JSON format. I tried to make it safe and predictable: no use of the system /tmp, no use of eval. Groq is supported by default, and other providers can be added with dedicated Bash scripts in the extras/providers/ folder. Example: echo…
Jun 2026 · github.com · its alternatives →
3
Prompting LLMs in Bash scripts▲79
https://github.com/elijah-potter/ofc
2025 · elijahpotter.dev · its alternatives →
4
Ollama – Run LLMs on your Mac▲284
Hi HN A few folks and I have been working on this project for a couple weeks now. After previously working on the Docker project for a number of years (both on the container runtime and image registry side), the recent rise in open source language models made us think something similar needed to exist for large language models too. While not exactly the same as running linux containers, running LLMs shares quite a few of the same challenges. There are "base layers" (e.g. models like Llama 2), specific configuration to run correctly (parameters, temperature, context window sizes etc). There's…
2023 · github.com · its alternatives →
5
NixOS-DGX-Spark – Nix and NixOS on the DGX Spark▲132
Try DGX Spark playbooks using Nix on DGX OS, or install NixOS on your DGX Spark for the full Nix experience. The repository provides USB images and a NixOS module with settings for DGX Spark systems. This works on the NVIDIA DGX Spark itself and also on the Asus Ascent GX10. See my 5 minute lightning talk from Planet Nix for an intro: https://youtu.be/AvK_gi_snJE?si=MPKv3iiuS9B5elIE
Aug 2026 · github.com · its alternatives →
6
Aviary.sh – A tiny Bash alternative to Ansible▲276
Minimal distributed configuration management in bash - frameable/aviary.sh
2020 · github.com · its alternatives →
7
Ell – A command-line interface for LLMs written in Bash▲214
Hi HN! I've created a CLI tool called "ell" that allows you to interact with LLMs directly from your terminal. Designed with the Unix philosophy in mind, ell is simple, modular, and extensible. You can easily pipe input and output to integrate with other tools. Its templates and hook-based plugins enable you to customize and extend its functionality to suit any needs. Check out the README for usage instructions and examples. I developed this tool because existing solutions often felt too heavy, with many dependencies, or they weren't friendly to piping and customization. I, on the contrary,…
2024 · github.com · its alternatives →
8
GitHub Spark AI▲193
Create and manage full-stack micro-apps with AI prompts
2024 · githubnext.com · its alternatives →
9
Pipelex – Declarative language for repeatable AI workflows▲122
We’re Robin, Louis, and Thomas. Pipelex is a DSL and a Python runtime for repeatable AI workflows. Think Dockerfile/SQL for multi-step LLM pipelines: you declare steps and interfaces; any model/provider can fill them. Why this instead of yet another workflow builder? - Declarative, not glue code: you state what to do; the runtime figures out how. - Agent-first: each step carries natural-language context (purpose, inputs/outputs with meaning) so LLMs can follow, audit, and optimize. Our MCP server enables agents to run pipelines but also to build new pipelines on demand. - Open…
Oct 2025 · github.com · its alternatives →
10
Bash-My-AWS – CLI Commands for AWS▲155
Bash-my-AWS is a simple but powerful set of CLI commands for managing resources on Amazon Web Services.
2019 · bash-my-aws.org · its alternatives →
11
Apache Airflow on Astronomer▲87
Write and deploy custom ETL pipelines in Python
2018 · astronomer.io · its alternatives →
12
Llm2sh – Translate plain-language requests into shell commands▲67
This is my take on the common "use llms to generate shell commands" utility. Emphasis is placed on good CLI UX, simplicity, and flexibility. `llm2sh` supports multiple LLM providers and lets LLMs generate multi-command sequences to handle complex tasks. There is also limited support for commands requiring `sudo` and other basic input. I recommend using Groq llama3-70b for day-to-day use. The ultra-low latency is a game-changer - its near-instant responses helps `llm2sh` integrate seamlessly into day-to-day tasks without breaking you out of the 'zone'. For more advanced tasks, swapping to…
2024 · github.com · its alternatives →
13
Self-host open-source LLMs on AWS with scale-to-zero▲7
Deploy LLMs to production in one command. VeloxML CLI is an open-source engine that provisions optimized serverless infrastructure directly in your own AWS/GCP account - paguasmar/veloxml-deploy
Sep 2026 · github.com · its alternatives →
14LB
LLM Based Spark Profiler▲27
Hey HN, Spark event logs run into 100s of MBs and offer a wealth of insight into your workloads but making sense of them has always been quite a bit prohibitive. We’ve recently built a lightweight tool that automatically parses Spark event logs and surfaces targeted insights to help you optimize your data jobs. Whether you’re chasing down a bottleneck or balancing performance vs. cost, the profiler got you covered with real-time configuration recommendations, data skew analysis, and more. Curious how it works in action? Check out this quick Loom video for a walk-through:…
2025 · datasre.ai · its alternatives →
15
LLM, a Rust Crate/CLI for CPU Inference of LLMs (LLaMA, GPT-NeoX, etc.)▲45
G'day, HN! I'm one of the maintainers of `llm`. I've been working alongside a trusty group of contributors to bring this project to life, and we're now at a point where we're ready to share it with the world. Large language models (LLMs) are taking the computing world by storm due to their emergent abilities that allow them to perform a wide variety of tasks, including translation, summarization, code generation, and even some degree of reasoning. However, the ecosystem around LLMs is still in its infancy, and it can be difficult to get started with these models. `llm` is a one-stop shop for…
2023 · github.com · its alternatives →
16
Slim 2: Create VM from Dockerfile, boots in seconds (+macOS M1/Hyper-V)▲59
Build and run tiny vms from Dockerfiles. Small and sleek. - GitHub - ottomatica/slim at 2.x
2022 · github.com · its alternatives →
17
Sunk Cost – How long until a local LLM rig pays for itself?▲47
Pick a Mac mini, Mac Studio, DGX Spark or Strix Halo box, see which open models fit and how fast they run, and how much usage it takes to break even against paying an API. It is willing to say: it doesn
Sep 2026 · sunkcost.ai · its alternatives →
18
LLM-Term – Simple Rust-based CLI assist tool▲32
Current AI-assisted CLI tools are often part of larger systems and work better on Linux. I built llm-term to address these. It's a Rust-based tool that compiles into a single binary file. You only need to download the binary, add it to your PATH, and configure your OpenAI key to get started. While llm-term offers an option for gpt-4o, it works great with gpt-4o-mini. So it's not costly. I appreciate any feedback or suggestions.
2024 · github.com · its alternatives →
19
A CLI that makes LLMs convenient to use for developers▲26
Command-line interface for the Arcane Engine. Contribute to arc-eng/cli development by creating an account on GitHub.
2024 · github.com · its alternatives →
20
Build AI DAGs with Memory; Run and Validate LLM Tools in Containers▲48
I am working on a modular open source framework called Griptape that allows Python developers to create LLM pipelines and DAGs for complex workflows that use rules and memory. Griptape can be thought of as "Airflow for LLMs," providing an alternative to the agent-based LangChain approach. Developers can also build reusable LLM tools with explicit JSON schemas that can be executed in any environment (local, containerized, cloud, etc.) and integrated into Griptape workflows. They can also be easily converted into ChatGPT Plugin APIs and LangChain tools via adapters. Tools can be thought of as…
2023 · github.com · its alternatives →
21
docker/model-runner – an open-source tool for local LLMs▲18
Hey Hacker News, We're the maintainers of docker/model-runner and wanted to share some major updates we're excited about. Link: https://github.com/docker/model-runner We are rebooting the community: https://www.docker.com/blog/rebooting-model-runner-community... At its core, model-runner is a simple, backend-agnostic tool for downloading and running local large language models. Think of it as a consistent interface to interact with different model backends. One of our main backends is llama.cpp, and we make it a point to contribute any…
2025 · github.com · its alternatives →
22SA
Setup a gpu optimized spark/hadoop cluster with docker compose▲7
Hey folks, I figured this might be useful for a few people who want to play with hadoop and spark locally. Feedback hugely appreciated. I built this from the pain of wanting to setup a cluster for demos. I have gpu bits in there due to the use case but figured maybe some could draw inspiration from this. Happy to answer questions if there's any interest. Link here: https://github.com/deeplearning4j/docker
2016 · its alternatives →
23
Run LLMs in Docker for any language without prebuilding containers▲26
I've been looking for a way to run LLMs safely without needing to approve every command. There are plenty of projects out there that run the agent in docker, but they don't always contain the dependencies that I need. Then it struck me. I already define project dependencies with mise. What if we could build a container on the fly for any project by reading the mise config? I've been using agent-en-place for a couple of weeks now, and it's working great! I'd love to hear what y'all think
Jan 2026 · github.com · its alternatives →
24
DealerRock — Modern DMS for Marine & RV▲11
All-in-one cloud-based DMS built for marine and RV dealers
2025 · dealerrock.com · its alternatives →

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