Muse Spark 1.2

MetaMCP Tool CallReasoning
meta/muse-spark-1.2Closed API

Muse Spark 1.2 is a coding-focused update to Muse Spark 1.1 with improvements in code generation, complex debugging, codebase understanding, and end-to-end developer workflows.

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: 2026-08-05

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 1.2 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
1615
JobBenchmean rubric score
61.6
OSWorldmean partial score
47.6
OSWorldbinary completion rate
17.9
DeepSearchQAF1
85.9
Agentic IF Indexscore
46.2
AutomationBenchpass@1
38.2
MRCRmean sequence-match ratio
66.3
MRCRmean sequence-match ratio
55.5
DeepSWEpass@1
55
SWE-Atlas Codebase QnApass@1
46.2
Terminal-Benchpass@1
82.9
DeepSWEpass@1
59.3
MCP Atlaspass rate
90.3

API CALL INVOCATION EXAMPLE

// Example: Calling Muse Spark 1.2 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-1.2",
  messages: [{ role: "user", content: "Hello! Can you inspect MCP tools?" }],
});

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

PRICING BY PROVIDER

15 providers
Metamuse-spark-1.2
$1.25 / $4.25$0.15 cache
NanoGPTmeta/muse-spark-1.2
$1.25 / $4.25$0.15 cache
OpenCode Gomuse-spark-1.2-contributor
$0.10 / $0.20$0.00 cache
LLM Gatewaymeta-contributor/muse-spark-1.2-contributor
$0.10 / $0.20$0.00 cache
AI/ML APImeta/muse-spark-1.2
$1.72 / $5.85$0.21 cache
LLMTRmeta/muse-spark-1.2-contributor
$0.10 / $0.20$0.00 cache
Cloudflare AI Gatewaymeta/muse-spark-1.2
$1.25 / $4.25$0.16 cache
AIHubMixmuse-spark-1.2
$1.38 / $4.67
Abacusmuse-spark-1.2
$1.25 / $4.25$0.15 cache
Vercel AI Gatewaymeta/muse-spark-1.2
$1.25 / $4.25$0.15 cache
OpenCodemuse-spark-1.2
$1.25 / $4.25$0.15 cache
Eden AImeta/muse-spark-1.2
$1.25 / $4.25$0.15 cache
Merge Gatewaymeta/muse-spark-1.2
$1.25 / $4.25$0.15 cache
Kilo Gatewaymeta/muse-spark-1.2
$1.25 / $4.25$0.15 cache
DevPass (LLM Gateway)muse-spark-1.2
$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