Where Gemmaclaw Fits

Gemma-first, OpenClaw-powered, community-informed.

If you have heard of OpenClaw or Hermes and want to understand where Gemmaclaw sits, this page explains the relationship. Short version: Gemmaclaw is a focused distribution built on top of OpenClaw, shaped by experience in both the OpenClaw and Hermes communities, and aimed squarely at users who want a Gemma-powered local agent that works on real hardware with minimal friction.

The Three Projects

These are distinct efforts with different scopes and audiences. None is a replacement for the others.

Upstream framework

OpenClaw

OpenClaw is a general-purpose agent framework with multi-provider support, multi-channel delivery, a plugin architecture, and a broad runtime. It is the upstream project that Gemmaclaw is built on. Gemmaclaw pulls in OpenClaw updates directly and inherits its core runtime improvements.

  • Multi-provider inference (local, cloud, enterprise)
  • Multi-channel delivery (Discord, WhatsApp, Telegram, and more)
  • Plugin-oriented architecture for extensibility
  • Active runtime improvements that Gemmaclaw inherits
Community and peer project

Hermes

Hermes is another serious project in the local-agent ecosystem. It focuses on practical experiments with local tool-using models and has produced useful community knowledge about what local models can reliably do. Gemmaclaw learns from participating in the broader local-agent community that includes Hermes.

  • Active local-agent community with real-world experiments
  • Useful examples of local models performing tool-using tasks
  • A valuable source of community ideas and reliability comparisons

Gemmaclaw does not share code with Hermes, but the broader local-agent conversation that includes Hermes has informed Gemmaclaw's thinking about what matters for real users on real hardware.

This project

Gemmaclaw

Gemmaclaw is a Gemma-first distribution layered on OpenClaw. It adds hardware-aware setup, model and runtime recommendations, local-first self-hosting guides, a public benchmark suite, field notes from real usage, and runtime behavior enhancements for local agents.

  • Gemma-first onboarding: auto-detect hardware, pick the right model size
  • Hardware-aware setup for GPU and CPU-only paths
  • Public benchmark suite with full task transcripts
  • Self-hosting guides for real users, not only framework developers
  • Runtime enhancements for delivery verification and follow-through
  • Continuous upstream sync from OpenClaw

How They Relate

The relationship is straightforward: OpenClaw provides the runtime foundation, and Gemmaclaw builds a Gemma-specific distribution on top of it. Community participation, including in the OpenClaw and Hermes communities, feeds back into Gemmaclaw's priorities and field notes.

Upstream runtime OpenClaw General-purpose agent framework. Multi-provider, multi-channel, plugin-oriented.
Gemma-first distribution Gemmaclaw Built on OpenClaw. Gemma setup, hardware recommendations, benchmarks, enhancements.
Community participation OpenClaw + Hermes communities Ideas, real-world experience, and local-agent reliability insights feed back into Gemmaclaw priorities.

Why Gemmaclaw

If you want to run a Gemma-powered agent on your own hardware and need clear guidance on which model, which backend, and what to expect, Gemmaclaw is designed for that.

Gemma-first onboarding

One command gets a working Gemma assistant. The setup wizard auto-detects your hardware and picks the right model size and quantization.

Hardware-aware recommendations

GPU, CPU-only, and cloud paths are all first-class. Benchmark results and field notes tell you what actually works at each hardware tier.

Public benchmark suite

All models tested on the same 51-task agentic suite. Results include full transcripts, per-task scoring, and LLM judge evaluations. No hidden runs.

Self-hosting docs

Practical setup guides for real users. llama.cpp first, Docker sandbox, CPU-only fallbacks, and reproducible configurations.

Runtime enhancements

Code-owned instructions that help local agents verify external delivery receipts and follow through on commitments before claiming success.

Continuous upstream sync

Gemmaclaw pulls runtime improvements from OpenClaw continuously. You get the OpenClaw runtime foundation plus Gemma-specific additions.

Community Note

Gemmaclaw is a volunteer-driven project and is not an official Google product. It uses Gemma models and follows Google's open-model terms, but is built and maintained independently. The Gemmaclaw community works alongside and learns from both the OpenClaw community and the broader local-agent ecosystem, including projects like Hermes.

If you are building on Gemmaclaw or want to contribute benchmarks, hardware reports, or enhancements, the Community page has field notes and community hardware reports, and the GitHub repository is the right place for contributions.

Next Steps