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VECTOR WIREAI INTELLIGENCE
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MCP Atlas leaderboard — the family board.

2 TRACKED VARIANTS · 2 FIRST-CLASS BOARDS

One family, 2 tracked prints: MCP Mark Verified is cited standalone and keeps live board of its own. Scoring configs and splits of the base board render as sections of this page, each under its own honest label.

● LIVE DATA58 MODELS ON THIS BOARDLEADER MUSE SPARK 1.1 AT 88.1

First-class boards in this familyCITED STANDALONE · EACH KEEPS ITS OWN LIVE BOARD

#BoardModels scored
01MCP AtlasTHIS PAGE58

The board — MCP AtlasTOP 58 OF 58 MEASURED · BEST SCORE PER MODEL, DEFAULT VARIANT

#ModelVendorScoreVLast seen
01Muse Spark 1.1Meta88.12026-08-24
02Claude Fable 5.1Anthropic87.22026-09-05
03Claude Opus 5Anthropic85.82026-08-24
04Claude Fable 5Anthropic84.72026-08-24
05Qwen3.8 2.4T A95BAlibaba84.52026-09-18
06GLM-5.3Z.ai84.22026-09-18
07Kimi K3Moonshot84.22026-08-24
08Seed 2.1 Pro PreviewByteDance83.82026-09-28
09Hy4Tencent83.72026-08-31
10Claude Opus 4.8Anthropic83.62026-08-24
11GPT-5.6 SolOpenAI83.62026-08-24
12Gemini 3.5 FlashGoogle83.62026-08-24
13GPT-5.5OpenAI82.82026-09-28
14GLM-5.2Z.ai82.62026-08-24
15Muse SparkMeta82.22026-08-24
16Seed2.1ByteDance80.32026-09-28
17Inkling-SmallThinking Machines79.62026-08-24
18Claude Opus 4.7Anthropic79.12026-09-28
19Hy3-previewTencent79.12026-08-23
20Gemini 3.1 ProGoogle78.22026-09-28
21Claude Opus 4.6Anthropic76.82026-08-24
22Qwen3.7 MaxAlibaba76.42026-08-23
23InklingThinking Machines762026-09-09
24Kimi K2.7 CodeMoonshot762026-08-23
25GLM-5.1Z.ai75.62026-08-24
26Muse GlimmerMeta75.52026-08-23
27DeepSeek-V4-ProDeepSeek74.22026-09-02
28MiniMax M3MiniMax74.22026-08-23
29Qwen3.6 PlusAlibaba74.12026-08-23
30Qwen3.7 Plus PreviewAlibaba73.22026-08-23
31GPT-5.4OpenAI70.62026-08-24
32Gemini 3 ProGoogle70.32026-08-24
33Claude Opus 4.5Anthropic69.82026-08-24
34Claude Sonnet 4.6Anthropic69.52026-08-24
35GLM-5Z.ai69.22026-08-23
36DeepSeek-V4-FlashDeepSeek692026-07-04
37Qwen3.5 27BAlibaba68.42026-06-06
38Kimi K2.6Moonshot68.12026-07-16
39GPT-5.2OpenAI682026-08-24
40Ling-3.0-flashInclusionAI65.52026-09-09
41Kimi K2.5Moonshot64.42026-08-24
42Nemotron 3 Ultra 550B A55BNVIDIA63.12026-09-22
43Qwen3.6 35B A3BAlibaba62.82026-08-23
44Qwen3.5 35B A3BAlibaba62.42026-06-06
45DeepSeek-V3.2DeepSeek62.22026-05-18
46Gemini 3 Flash PreviewGoogle622026-08-24
47Claude Sonnet 4.5Anthropic59.52026-08-24
48GLM-4.7Z.ai58.12026-08-24
49GPT-5.4 miniOpenAI57.72026-08-24
50Gemma 4 31BGoogle57.22026-06-06
51Gemini 3.1 Flash Lite PreviewGoogle57.12026-08-24
52GPT-5.4 nanoOpenAI56.12026-08-23
53GPT-5.1OpenAI50.12026-08-24
54Gemma 4 26B A4BGoogle502026-06-06
55MiniMax M2.7MiniMax48.82026-05-18
56o3-proOpenAI44.52026-08-24
57Claude Opus 4.1Anthropic40.92026-07-29
58Claude Haiku 4.5Anthropic40.22026-08-24
◆ IV — INDEPENDENTLY VERIFIED · ◆ AA — AGGREGATOR · ◆ VA — VENDOR · ◇ SA — SOURCE-ATTRIBUTED
THE FAMILY BOARD · EVERY PRINT LABELED · EVERY SCORE SOURCE-ATTRIBUTED ON ITS OWN LIVE BOARDAll leaderboardsThe frontier boardModels by vendor