Muse Glimmer 30B

MetaMCP Tool CallReasoning
meta/muse-glimmer-30bOpen Weights

Muse Glimmer is a 30-billion-parameter open-weight multimodal model from Meta Superintelligence Labs, distilled from Muse Spark for always-on local agents, tool use, coding, and image understanding.

Benchmark Pricing$0.35 / 1M in$1.50 / 1M out$0.04 cache read
Context: 131,072 tokens•Max Output: 131,072 tokens•Knowledge: 2026-01-04•Released: 2026-08-10

TECHNICAL SPECIFICATIONS

Context Window131,072131.1K tokens
Max Output131,072131.1K tokens
LicenseApache 2.0Self-hostable
Input Modalities
TextVision
Function / Tool CallingSupported (MCP Ready)
Structured OutputsGuaranteed Schema

MODEL CONTEXT PROTOCOL (MCP) READINESS

✓ Muse Glimmer 30B natively supports OpenAI / Anthropic format tool calling and is fully compatible with MCP servers and agent loops.

MCP Context Window Recommendations

With a context capacity of 131,072 tokens, this model can handle moderately large MCP tool definitions and multi-turn conversation logs comfortably.

STANDARDIZED BENCHMARKS & EVALS

MCP Atlassuccess rate
75.5
DeepSearch QAUnit not reported
74.6
SWE-Bench Proresolve rate
51.2
SWE-Bench Verifiedresolve rate
76
Terminal-Benchsuccess rate
51.7
OSWorld-Verifiedsuccess rate
65.9
AIME 2026accuracy
94.7
GPQA Diamondaccuracy
83.5
CharXiv Reasoningaccuracy
78.8

API CALL INVOCATION EXAMPLE

// Example: Calling Muse Glimmer 30B via OpenAI SDK
import OpenAI from "openai";

const client = new OpenAI({
  apiKey: process.env.META_API_KEY,
});

const response = await client.chat.completions.create({
  model: "meta/muse-glimmer-30b",
  messages: [{ role: "user", content: "Hello! Can you inspect MCP tools?" }],
});

console.log(response.choices[0].message.content);

PRICING BY PROVIDER

12 providers
NanoGPTmeta/muse-glimmer-30b
$0.35 / $1.50$0.04 cache
Vultrmuse-glimmer-30b
$0.25 / $1.00
LLM Gatewaytogether-ai/muse-glimmer-30b
$0.35 / $1.50$0.04 cache
AI/ML APImeta/muse-glimmer-30b
$0.48 / $2.06$0.06 cache
LLMTRmuse-glimmer-30b-tr
$2.00 / $5.00$0.50 cache
Vercel AI Gatewaymeta/muse-glimmer-30b
$0.35 / $1.50$0.04 cache
Nvidiameta/muse-glimmer-30b
$0.00 / $0.00
Kilo Gatewaymeta/muse-glimmer-30b
$0.30 / $1.20$0.04 cache
DevPass (LLM Gateway)muse-glimmer-30b
$0.30 / $1.20$0.04 cache
Requestymuse-glimmer-30b
$0.00 / $0.00
EmpirioLabs AImuse-glimmer-30b
$0.20 / $0.80$0.05 cache
OpenRoutermeta/muse-glimmer-30b
$0.30 / $1.20$0.04 cache

Rates in USD per 1M tokens. Rates synchronized from models.dev public catalog.

Prompt Caching Active

This model supports prompt caching at $0.04 / 1M tokens, saving up to 89% on repetitive MCP tool definitions and system instructions.