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About

Muse Glimmer is a 30-billion-parameter open-weights model from Meta Superintelligence Labs, optimized for always-on local agent workflows. Small enough to run on a Mac or PC with a single consumer GPU, it is designed for local agents, function calling, coding, and LLM-as-a-judge evaluation without depending on cloud infrastructure or network access. The model combines long-horizon execution, precise tool calling, multimodal understanding, long-context memory, and instruction following. It can complete end-to-end agentic tasks, sustain multi-step reasoning across extended workflows, recover from failed or unexpected tool calls, and accept interleaved text and images through a dedicated perception encoder for interpreting screenshots, charts, and documents. Muse Glimmer works with OpenClaw and other agentic orchestration patterns, supports controllable reasoning effort, and is trained on data from more than 100 languages.

About

Plus One gives users their own AI personal agent with a name, memory, personality, and an infinite toolbelt. Powered by OpenClaw, it lets users get an OpenClaw in one click, automatically connected to Every apps and loaded with custom skills to superpower their work. A Plus One reports to its user, works alongside the rest of the team and their Plus Ones, and is designed to get real work done across collaborative environments. It connects to Slack with one-click workspace installation, comes built into Every apps such as Cora, Monologue, Sparkle, and Spiral, and can integrate with tools that have an API by adding the relevant key. Plus Ones can handle workflows such as content pipelines, strategy recommendations based on performance data, meeting prep, daily digests, launch coordination, Notion calendar updates, GitHub searches, email drafting, social media asset creation, quote generation, X draft creation, PostHog dashboards, ChartMogul views, and Stripe tracking.

Platforms Supported

Windows
Mac
Linux
Cloud
On-Premises
iPhone
iPad
Android
Chromebook

Platforms Supported

Windows
Mac
Linux
Cloud
On-Premises
iPhone
iPad
Android
Chromebook

Audience

Developers building private, always-on AI agents that need strong reasoning, tool use, and multimodal capabilities on local hardware

Audience

Founders, creators, and teams that need a personalized AI chief of staff to automate recurring workflows, coordinate across tools, and collaborate with people and agents

Support

Phone Support
24/7 Live Support
Online

Support

Phone Support
24/7 Live Support
Online

API

Offers API

API

Offers API

Screenshots and Videos

Screenshots and Videos

Pricing

Free
Free Version
Free Trial

Pricing

Free
Free Version
Free Trial

Reviews/Ratings

Overall 5.0 / 5

Reviews/Ratings

Overall 0.0 / 5
ease 0.0 / 5
features 0.0 / 5
design 0.0 / 5
support 0.0 / 5

This software hasn't been reviewed yet. Be the first to provide a review:

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Pros & Cons from Real Users

Pros

  • Muse Glimmer is exciting because it brings serious AI capability closer to the device. An open-weight model that can run on a laptop or desktop is a big deal for developers, builders, and AI power users who want more control. I like that it is focused on agentic tasks, not just basic chat. If it can handle reasoning, coding help, workflow automation, and local experimentation well, it could be really useful for private projects and always-on agents. The open-weight angle is the biggest win. Being able to download, modify, and run the model locally makes Muse Glimmer feel much more flexible than a closed API-only model.

Cons

  • I would still want to test it hard before trusting it for serious work. Smaller local models can be impressive, but they still need to prove themselves on coding, tool use, long tasks, and messy real-world prompts. Running locally also means the experience depends on your hardware. Even if it works on consumer devices, performance, speed, and setup may vary a lot.

Training

Documentation
Webinars
Live Online
In Person

Training

Documentation
Webinars
Live Online
In Person

Company Information

Meta
Founded: 2004
United States
meta.ai/

Company Information

Every
Founded: 2020
United States
every.to/plus-one

Alternatives

Grok 4.6

Grok 4.6

SpaceXAI

Alternatives

TrustClaw

TrustClaw

Composio
ClawSimple

ClawSimple

Localfirst LLC
PrimeClaws

PrimeClaws

PrimeClaws.com

Categories

Categories

Integrations

OpenClaw
ChartMogul
ExecuTorch
GitHub
Gmail
Google Docs
Hermes Agent
Hugging Face
LM Studio
Meta AI
Monologue
Muse Code
Notion
Ollama
OpenCode
PostHog
Proof
Slack
Stripe
X (Twitter)

Integrations

OpenClaw
ChartMogul
ExecuTorch
GitHub
Gmail
Google Docs
Hermes Agent
Hugging Face
LM Studio
Meta AI
Monologue
Muse Code
Notion
Ollama
OpenCode
PostHog
Proof
Slack
Stripe
X (Twitter)
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