Muse Spark 1.3

MetaMCP Tool CallReasoning
meta/muse-spark-1.3Closed API

Muse Spark 1.3 is a multimodal reasoning model from Meta for long-running agentic, multi-agent, and coding workflows. It improves long-horizon agent collaboration, instruction following, and coding efficiency relative to Muse Spark 1.2.

Benchmark Pricing$1.25 / 1M in$4.25 / 1M out$0.15 cache read
Context: 1,048,576 tokens•Max Output: 131,072 tokens•Released: 2026-09-02

TECHNICAL SPECIFICATIONS

Context Window1,048,5761M tokens
Max Output131,072131.1K tokens
LicenseProprietaryCloud API only
Input Modalities
TextVisionPDFAudioVideo
Function / Tool CallingSupported (MCP Ready)
Structured OutputsGuaranteed Schema

MODEL CONTEXT PROTOCOL (MCP) READINESS

✓ Muse Spark 1.3 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 1,048,576 tokens, this model can handle extremely large MCP resource manifests, complete database schemas, and multiple active server tool definitions simultaneously without degradation.

STANDARDIZED BENCHMARKS & EVALS

GDPval-AAElo
1754
JobBenchmean rubric score
64.9
OSWorldmean partial score
66.9
OSWorldbinary completion rate
32
DeepSearchQAF1
90.3
Agentic IF Indexscore
57.8
AutomationBenchpass@1
49.6
MRCRmean sequence-match ratio
98.5
MRCRmean sequence-match ratio
98.1
DeepSWEpass@1
75.4
SWE-Atlas Codebase QnApass@1
59.4
Terminal-Benchpass@1
88.8

API CALL INVOCATION EXAMPLE

// Example: Calling Muse Spark 1.3 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-spark-1.3",
  messages: [{ role: "user", content: "Hello! Can you inspect MCP tools?" }],
});

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

PRICING BY PROVIDER

15 providers
Metamuse-spark-1.3
$1.25 / $4.25$0.15 cache
ClinePasscline-pass/muse-spark-1.3-contributor
$0.10 / $0.20$0.00 cache
NanoGPTmeta/muse-spark-1.3-contributor
$0.10 / $0.20$0.00 cache
OpenCode Gomuse-spark-1.3-contributor
$0.10 / $0.20$0.00 cache
LLM Gatewaymeta-contributor/muse-spark-1.3-contributor
$0.10 / $0.20$0.00 cache
AI/ML APImeta/muse-spark-1.3
$1.72 / $5.85$0.21 cache
Cloudflare AI Gatewaymeta/muse-spark-1.3
$1.25 / $4.25$0.16 cache
AIHubMixmuse-spark-1.3
$1.38 / $4.67$0.17 cache
Vercel AI Gatewaymeta/muse-spark-1.3-contributor
$0.10 / $0.20$0.00 cache
OpenCodemuse-spark-1.3
$1.25 / $4.25$0.15 cache
Eden AImeta/muse-spark-1.3
$1.25 / $4.25$0.15 cache
Bothubmuse-spark-1.3-contributor
$0.10 / $0.20
Kilo Gatewaymeta/muse-spark-1.3-contributor
$0.10 / $0.20$0.00 cache
DevPass (LLM Gateway)muse-spark-1.3-contributor
$0.10 / $0.20$0.00 cache
Oppermuse-spark-1.3
$1.25 / $4.25$0.15 cache

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

Prompt Caching Active

This model supports prompt caching at $0.15 / 1M tokens, saving up to 88% on repetitive MCP tool definitions and system instructions.

MODEL RESOURCES