MCP Atlas

🏆 Leaderboard

As of August 31, 2026, Muse Spark 1.1 is #1 for MCP Atlas at 88.1%. Ranked by the MCP Atlas score 38 models in this index have a published MCP Atlas score. MCP Atlas leaderboard with live API prices. MCP Atlas — evaluates Model Context Protocol tool integration and usage.

Updated August 31, 2026345 models36 providers

MCP Atlas vs price

38 models. Left is cheaper. Up is a higher score. The line is the best score you can buy at each price — a dot under it is a worse deal than something on the line.

Best score at each price#1 on this board


Muse Spark 1.1 Meta · Proprietary	88.1%	$5.50
Claude Opus 5 Anthropic · Proprietary	85.8%	$30.00
Kimi K3OSS Moonshot AI · Open Source	84.2%	$18.00
Seed 2.1 Pro ByteDance · Proprietary	83.8%	$5.34
Gemini 3.5 Flash Google · Proprietary	83.6%	$10.50
Claude Fable 5 Anthropic · Proprietary	83.3%	$60.00
Claude Opus 4.8 Anthropic · Proprietary	82.2%	$30.00
GPT-5.3 Codex OpenAI · Proprietary	81.4%	$15.75
Seed 2.1 Turbo ByteDance · Proprietary	80.3%	$3.00
Inkling-SmallOSS Thinking Machines · Open Source · via Thinking Machines Lab	79.6%	$1.50
Hy3OSS Tencent · Open Source	79.1%	$0.66
GPT-5.2 Pro OpenAI · Proprietary	77.8%	$189.00
Claude Opus 4.7 Anthropic · Proprietary	77.3%	$30.00
GLM-5.2OSS Z AI · Open Source	76.8%	$5.80
Qwen3.7 Max Qwen · Proprietary	76.4%	$5.00
Kimi K2.7 CodeOSS Moonshot AI · Open Source	76%	$4.93
Muse Glimmer-30BOSS Meta · Open Source	75.5%	$1.85
GPT-5.5 OpenAI · Proprietary	75.3%	$35.00
MiniMax M3OSS MiniMax · Open Source	74.2%	$1.50
Qwen3.6 Plus Qwen · Proprietary	74.1%	$3.50
DeepSeek-V4-Pro-MaxOSS DeepSeek · Open Source	73.6%	$5.22
Qwen3.7-Plus Qwen · Proprietary	73.2%	$1.60
GLM-5.1OSS Z AI · Open Source	71.8%	$5.80
GPT-4.1 OpenAI · Proprietary	70%	$10.00
Gemini 3.1 Pro Google · Proprietary	69.2%	$17.50
DeepSeek-V4-Flash-MaxOSS DeepSeek · Open Source	69%	$0.42
GLM-5OSS Z AI · Open Source	67.8%	$4.20
DeepSeek-V4-Flash-0423OSS DeepSeek · Open Source	67.4%	$0.30
GPT-5.4 OpenAI · Proprietary	67.2%	$17.50
Qwen3.6-35B-A3BOSS Qwen · Open Source · via OpenRouter	62.8%	$1.14
Claude Opus 4.6 Anthropic · Proprietary	62.7%	$30.00
Claude Opus 4.5 Anthropic · Proprietary	62.3%	$30.00
Claude Sonnet 4.6 Anthropic · Proprietary	61.3%	$18.00
GPT-5.2 OpenAI · Proprietary	60.6%	$15.75
GPT-5.4 mini OpenAI · Proprietary	57.7%	$5.25
Gemini 3 Flash Google · Proprietary	57.4%	$3.50
GPT-5.4 nano OpenAI · Proprietary	56.1%	$1.45
Nova 2 Lite Amazon · Proprietary	24.6%	$2.80
ChatGPT-4o Latest OpenAI · Proprietary	—	$12.50
Claude 3 Haiku Anthropic · Proprietary	—	$1.50
Claude 3 Opus Anthropic · Proprietary	—	$90.00
Claude 3 Sonnet Anthropic · Proprietary	—	$18.00
Claude 3.5 Haiku Anthropic · Proprietary	—	$4.80
Claude 3.5 Sonnet Anthropic · Proprietary	—	$18.00
Claude 3.5 Sonnet Anthropic · Proprietary	—	$18.00
Claude 3.7 Sonnet Anthropic · Proprietary	—	$18.00
Claude Haiku 4.5 Anthropic · Proprietary	—	$6.00
Claude Mythos 5 Anthropic · Proprietary	—	$60.00
Claude Mythos Preview Anthropic · Proprietary	—	$60.00
Claude Opus 4 Anthropic · Proprietary	—	$90.00

Showing 1–50 of 345 models

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The index

All Large Language Models

345 models across 36 providers. Search or jump to a lab — every model page stays linked here.

Cursor

2 models

Composer 2 Composer 2 Fast

xAI

17 models

Grok 4.6 Grok 4.5 Grok 4.3 Grok-4.1 Grok-4.1 Fast Non-Reasoning Grok-4.1 Fast Reasoning Grok-4.1 Thinking Grok 4 Fast Grok Code Fast 1 Grok-4 Fast Non-Reasoning Grok-4 Fast Reasoning Grok-4 Grok-3 Grok-3 Mini Grok-2 Grok-1.5V Grok-1.5

MiniMax

7 models

MiniMax M3 MiniMax M2.7 MiniMax M2.5 MiniMax M2.1 MiniMax M2 MiniMax M1 40K MiniMax M1 80K

Qwen

55 models

Qwen3.8 Flash Qwen3.8-Flash-Next Qwen3.8-27B Qwen3.8-2.4T-A95B Qwen3.8 Max Qwen3.7 Flash Qwen3.7-Plus Qwen3.7 Max Qwen3.6-27B Qwen3.6-35B-A3B Qwen3.6 Plus Qwen3.5-0.8B Qwen3.5-2B Qwen3.5-4B Qwen3.5-9B Qwen3.5-122B-A10B Qwen3.5-27B Qwen3.5-35B-A3B Qwen3.5-397B-A17B Qwen3 Max Qwen3 VL 235B A22B Instruct Qwen3 VL 235B A22B Thinking Qwen3 VL 30B A3B Instruct Qwen3 VL 30B A3B Thinking Qwen3 VL 32B Instruct Qwen3 VL 32B Thinking Qwen3 VL 4B Instruct Qwen3 VL 4B Thinking Qwen3 VL 8B Instruct Qwen3 VL 8B Thinking Qwen3-Next-80B-A3B-Instruct Qwen3-Next-80B-A3B-Thinking Qwen3-235B-A22B-Thinking-2507 Qwen3-235B-A22B-Instruct-2507 Qwen3 235B A22B Qwen3 30B A3B Qwen3 32B Qwen2.5-Omni-7B QwQ-32B Qwen2.5 VL 32B Instruct Qwen3-Coder 480B A35B Instruct Qwen2.5 VL 72B Instruct Qwen2.5 VL 7B Instruct Qwen3-Coder QvQ-72B-Preview QwQ-32B-Preview Qwen2.5 14B Instruct Qwen2.5 32B Instruct Qwen2.5 72B Instruct Qwen2.5 7B Instruct Qwen2.5-Coder 32B Instruct Qwen2.5-Coder 7B Instruct Qwen2-VL-72B-Instruct Qwen2 72B Instruct Qwen2 7B Instruct

AI21 Labs

2 models

Jamba 1.5 Large Jamba 1.5 Mini

Amazon

7 models

Nova 2 Lite Nova 2 Omni Nova 2 Pro Nova 2 Sonic Nova Lite Nova Micro Nova Pro

Baidu

2 models

ERNIE 5.0 ERNIE 4.5

ByteDance

4 models

Seed 2.1 Pro Seed 2.1 Turbo Seed 2.0 Lite Seed 2.0 Pro

Cohere

4 models

North Micro Vision Instruct North Mini Code 1.0 Command A+Command R+

IBM

2 models

IBM Granite 4.0 Tiny Preview Granite 3.3 8B Instruct

Inception

1 models

Mercury 2

inclusionAI

1 models

Ling-3.0-flash

LG AI Research

1 models

K-EXAONE-236B-A23B

Liquid AI

2 models

LFM2.5-VL-3B LFM2.5-2.6B

Meituan

4 models

LongCat-Flash-Lite LongCat-Flash-Thinking-2601 LongCat-Flash-Thinking LongCat-Flash-Chat

Microsoft

9 models

MAI-Code-1.1-Flash MAI-Code-1-Flash MAI-Thinking-1 Phi 4 Mini Phi-4-multimodal-instruct Phi 4 Phi-3.5-mini-instruct Phi-3.5-MoE-instruct Phi-3.5-vision-instruct

Moonshot AI

11 models

Kimi K3 Kimi K2.7 Code Kimi K2.7 Code HighSpeed Kimi K2.6 Kimi K2.5 Kimi K2 0905 Kimi K2-Instruct-0905 Kimi K2-Thinking-0905 Kimi K2 Base Kimi K2 Instruct Kimi-k1.5

Nous Research

1 models

Hermes 3 70B

NVIDIA

9 models

Nemotron 3.5 Lightning (30B A3B)Nemotron 3 Ultra (550B A55B)Nemotron 3 Super (120B A12B)Nemotron 3 Nano (30B A3B)Nemotron Nano 9B v2 Llama 3.1 Nemotron Ultra 253B v1 Llama 3.1 Nemotron Nano 8B V1 Llama-3.3 Nemotron Super 49B v1 Llama 3.1 Nemotron 70B Instruct

OpenBMB

1 models

MiniCPM-SALA

Poolside

2 models

Laguna S 2.1 Laguna XS 2.1

Sakana AI

1 models

Sakana Namazu

Sarvam AI

2 models

Sarvam-105B Sarvam-30B

StepFun

2 models

Step-3.5-Flash Step3-VL-10B

Tencent

1 models

Hy3

Thinking Machines

1 models

Inkling-Small

Unisound

1 models

Upstage

1 models

Solar Pro 4

Xiaomi

5 models

MiMo-V2.5-Pro MiMo-V2.5 MiMo-V2-Omni MiMo-V2-Pro MiMo-V2-Flash

Which model leads MCP Atlas right now?

As of August 31, 2026, Muse Spark 1.1 by Meta is #1 for MCP Atlas at 88.1%. Ranked by the MCP Atlas score This board also tracks MCP Atlas. Next on the same board: Claude Opus 5 and Kimi K3. This mcp atlas leaderboard ranks models by MCP Atlas. Scores come from public evals. Prices are the live API rates in the table above.

Sources: OpenAI API pricing (https://developers.openai.com/api/docs/pricing); Anthropic Claude API pricing (https://platform.claude.com/docs/en/about-claude/pricing); Gemini API pricing (https://ai.google.dev/gemini-api/docs/pricing)

Top 8 for mcp atlas. Ranked by the MCP Atlas score Input and output are dollars per million tokens.
Rank	Model	MCP Atlas	Input /M	Output /M
1	Muse Spark 1.1	88.1%	$1.25	$4.25
2	Claude Opus 5	85.8%	$5.00	$25.00
3	Kimi K3	84.2%	$3.00	$15.00
4	Seed 2.1 Pro	83.8%	$0.89	$4.45
5	Gemini 3.5 Flash	83.6%	$1.50	$9.00
6	Claude Fable 5	83.3%	$10.00	$50.00
7	Claude Opus 4.8	82.2%	$5.00	$25.00
8	GPT-5.3 Codex	81.4%	$1.75	$14.00

Related LLM leaderboards

LLM Leaderboard Coding Math Agentic Reasoning Writing Science Finance Long Context Vision Open Source

Individual benchmark pages

Rank one eval at a time. All LLM benchmarks.

HLE SWE Bench Humanity's Last Exam (No Tools)Humanity's Last Exam (With Tools)Terminal-Bench 2.0 Terminal-Bench Terminal-Bench 2.1 Terminal-Bench 2 Terminal-Bench 3.0 ARC-AGI-1 Verified

MCP Atlas FAQ

Who ranks #1 on the MCP Atlas leaderboard?

As of August 31, 2026, Muse Spark 1.1 by Meta ranks #1 on MCP Atlas at 88.1%. API pricing is $1.25/M input and $4.25/M output.

What are the top models on MCP Atlas?

The current MCP Atlas ranking as of August 31, 2026 is 1. Muse Spark 1.1 at 88.1%; 2. Claude Opus 5 at 85.8%; 3. Kimi K3 at 84.2%.

Which mcp atlas model is the cheapest?

DeepSeek-V4-Flash-0423 is the cheapest scored model on this mcp atlas leaderboard at $0.10/M input and $0.20/M output ($0.30 blended). Muse Spark 1.1 still leads MCP Atlas at 88.1%.

Should I always pick the #1 MCP Atlas model?

Not automatically. Muse Spark 1.1 leads MCP Atlas, but a cheaper scored model can be the better production choice if the quality gap is small. Use the table to weigh MCP Atlas against input/output price, context window, and related evals.

How often is the MCP Atlas leaderboard updated?

Scores and API prices on this page are refreshed from published evals and provider rates. The snapshot is labeled August 31, 2026. Treat it as a current index, not a one-off blog post.

What is MCP Atlas?

MCP Atlas — evaluates Model Context Protocol tool integration and usage. This page ranks models that have published a MCP Atlas score, with live API token prices on the same row.

Where is the MCP Atlas leaderboard?

This page is the MCP Atlas leaderboard. Models are sorted by MCP Atlas, with input and output token prices on the same row so you can weigh score against cost. Official boards often omit price; that comparison is the point of this index.

How is this MCP Atlas ranking different from the official board?

Official eval pages own the methodology. This page keeps the published MCP Atlas score next to live API $/M so you can pick a production SKU, not only a trophy number.

MCP Atlas vs price

You found the model. Now ship the product.

All Large Language Models

OpenAI

Anthropic

Google

Cursor

xAI

DeepSeek

MiniMax

Qwen

AI21 Labs

Amazon

Baidu

ByteDance

Cohere

IBM

Inception

inclusionAI

LG AI Research

Liquid AI

Meituan

Meta

Microsoft

Mistral

Moonshot AI

Nous Research

NVIDIA

OpenBMB

Poolside

Sakana AI

Sarvam AI

StepFun

Tencent

Thinking Machines

Unisound

Upstage

Xiaomi

Z AI

Which model leads MCP Atlas right now?

Related LLM leaderboards

Individual benchmark pages

MCP Atlas FAQ

Who ranks #1 on the MCP Atlas leaderboard?

What are the top models on MCP Atlas?

Which mcp atlas model is the cheapest?

Should I always pick the #1 MCP Atlas model?

How often is the MCP Atlas leaderboard updated?

What is MCP Atlas?

Where is the MCP Atlas leaderboard?

How is this MCP Atlas ranking different from the official board?