Ling 3.0 Flash VL

InclusionaiMCP Tool CallReasoning

inclusionai/ling-3.0-flash-vlOpen Weights

Native multimodal hybrid MoE model for image and video understanding, reasoning, and visual agents

Benchmark Pricing$0.06 / 1M in$0.18 / 1M out$0.01 cache read

Context: 262,144 tokens•Max Output: 32,768 tokens•Released: 2026-09-10

TECHNICAL SPECIFICATIONS

Context Window262,144262.1K tokens

Max Output32,76832.8K tokens

LicenseMITSelf-hostable

Input Modalities

TextVisionVideo

Function / Tool CallingSupported (MCP Ready)

Structured OutputsGuaranteed Schema

MODEL CONTEXT PROTOCOL (MCP) READINESS

✓ Ling 3.0 Flash VL 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 262,144 tokens, this model can handle moderately large MCP tool definitions and multi-turn conversation logs comfortably.

API CALL INVOCATION EXAMPLE

// Example: Calling Ling 3.0 Flash VL via OpenAI SDK
import OpenAI from "openai";

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

const response = await client.chat.completions.create({
  model: "inclusionai/ling-3.0-flash-vl",
  messages: [{ role: "user", content: "Hello! Can you inspect MCP tools?" }],
});

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