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Best Inference AI tools

Serving model predictions in production — routing, batching and accelerated pipelines. The 15 highest-ranked of the 17 apps tagged Inference in the Onei AI catalogue.

Everything tagged Inference: apps, skills and MCP servers

  1. The open-source AI hub: over a million models, hundreds of thousands of datasets, and hosted demo Spaces.

    Also: Developers, Hosting, Open Source · Editor's pick

  2. One API and one bill for hundreds of language models, with automatic failover between providers.

    Also: API, Developers, LLM Gateway · Editor's pick

  3. Unsloth AI

    Open-source desktop app to run, serve and fine-tune text, image, video and audio models entirely on your own machine.

    Also: Fine-tuning, GPU, Local Models · Editor's pick

  4. Open-source inference engine that runs LLMs, vision and speech models fully on-device — no API keys, no cloud calls, from Swift to Godot.

    Also: Local Models, Open Source · Editor's pick

  5. Jun Kim

    Menu-bar LLM inference server for Apple Silicon, with continuous batching and tiered KV caching that keeps local models fast enough for real coding work.

    Also: Open Source, Privacy · Editor's pick

  6. Privacy-first AI gateway putting 600+ models from 90+ providers behind one OpenAI-compatible API, with no prompt or output logging.

    Also: API, Developers, LLM Gateway · Editor's pick

  7. Cactus Compute, Inc.

    8-29 MB automation models that run on phones, wearables and microcontrollers — tool calling, structured extraction and embeddings, fully offline.

    Also: Fine-tuning, Local Models, Open Source

  8. Simulate how fast a local LLM runs on a given GPU or Mac before you buy the hardware.

    Also: GPU

  9. Low-latency speech APIs from the team behind the open-source Dia model — text-to-speech and transcription priced well below the incumbents.

    Also: API

  10. Open-source local inference server that profiles your hardware, picks models that fit, and points your coding agent at them — free, private and offline.

    Also: Local Models, Open Source, Privacy

  11. ngrok

    A hosted LLM gateway from ngrok: one base URL and one key for public providers, your own keys and self-hosted models, with failover, scoped access and cost analytics.

    Also: API, Developers, LLM Gateway

  12. Production inference for open and custom models — fast, autoscaling, and deployable into your own cloud.

    Also: Developers, GPU, Hosting

  13. Serverless GPUs from a Python decorator — deploy models and batch jobs with no containers or cluster to manage.

    Also: Developers, GPU, Hosting

  14. Inference, fine-tuning, and GPU clusters for open models — the full stack for teams building on open weights.

    Also: API, Developers, Fine-tuning

  15. A generative media platform tuned for speed — image, video, and audio models served with very low latency.

    Also: API, Developers

How this list is ranked

Ranked by editorial weight (0–100), plus 5 points per bookmark up to 10, plus or minus up to 20 for the average review rating; ties go to featured apps, then the most recently updated. Discontinued apps are never ranked.

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