Skip to content
whatismyalternative

modelmap

Interactive architecture maps for any Hugging Face model, with GPU fit checking

Visit modelmap

modelmap lets users paste a Hugging Face model id to see the full network, watch a forward pass, and check GPU fit without downloading weights. It offers reference architectures, model comparison, and a small model that runs live in the browser for watching real attention. The tool is open source under the MIT license and provides a REST API, CLI, Python, and MCP access.

12 alternatives to modelmap

Ranked by how well each tool replaces modelmap: shared features, audience, price and popularity.

  1. Hugging Face

    The AI community building the future

    Covers 0 of 12 key features and has a free plan.

    Free plan
    64 out of 100 match$9/mo

  2. Atlas Cloud

    One API for image, video, audio and chat models

    Covers 2 of 12 key features and has a free plan.

    Free plan
    57 out of 100 matchUsage-based

  3. Replicate

    Cloud platform for running open-source machine learning models via API

    Covers 1 of 12 key features and has a free plan.

    Free planOpen source
    56 out of 100 matchUsage-based

  4. OpenRouter

    The unified interface for every model

    Covers 1 of 12 key features and has a free plan.

    Free planOpen source
    56 out of 100 matchFree

  5. Meta Model API (Muse Code)

    Build with Meta's AI models and tools, including Muse Spark on Meta Model API and MuseCode

    Covers 2 of 12 key features.

    55 out of 100 match$5/mo

  6. GoModel

    Open-source AI gateway written in Go providing one OpenAI- and Anthropic-compatible API in

    Covers 1 of 12 key features and has a free plan.

    Free planOpen source
    52 out of 100 matchContact sales

  7. Experiential Labs

    The open source AI gateway

    Covers 1 of 12 key features and has a free plan.

    Free planOpen source
    52 out of 100 match$20/mo

  8. Liquid AI

    Run efficient foundation models directly on edge devices.

    Covers 2 of 12 key features and has a free plan.

    Free planOpen source
    52 out of 100 matchFree

  9. CometAPI

    The Unified API for 500+ AI Models

    Covers 1 of 12 key features and has a free plan.

    Free plan
    52 out of 100 matchUsage-based

  10. LocalAI

    Make AI run on every machine

    Covers 1 of 12 key features.

    Open source
    52 out of 100 match—

  11. AI21 Labs

    AI Systems Built for the Enterprise

    Covers 1 of 12 key features and has a free plan.

    Free plan
    52 out of 100 matchUsage-based

  12. Opper AI

    The European AI gateway for agents.

    Covers 1 of 12 key features and has a free plan.

    Free plan
    51 out of 100 matchContact sales