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LLMBoard ranking

Agent Model Leaderboard

Compare the current agent model ranking from the LLMBoard Agent Score, eligible agent benchmarks, official token pricing and supporting task evidence.

Data as of 2026-10-22

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Agent Model Ranking

This leaderboard ranking orders models by their domain-specific LLMBoard score aggregated from eligible benchmark evidence. Pricing, coverage and the source signal remain separate.

30 of 48 rows
Columns

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Rank
Model
LLMBoard Agent Score
Official input / 1M
Official output / 1M
Score updated
Rank01ModelANClaude Fable 5.1AnthropicLLMBoard Agent Score89.42Official input / 1M$10Official output / 1M$50Score updatedOct 23, 2026
Rank02ModelOPGPT-6-AstraOpenAILLMBoard Agent Score89.26Official input / 1M$10Official output / 1M$50Score updatedOct 23, 2026
Rank03ModelANClaude Opus 5AnthropicLLMBoard Agent Score87.22Official input / 1M$5Official output / 1M$25Score updatedOct 23, 2026
Rank04ModelANClaude Fable 5AnthropicLLMBoard Agent Score84.98Official input / 1M$10Official output / 1M$50Score updatedOct 23, 2026
Rank05ModelMEMuse Spark 1.3MetaLLMBoard Agent Score74.22Official input / 1M$1.25Official output / 1M$4.25Score updatedOct 23, 2026
Rank06ModelOPGPT-5.6-SolOpenAILLMBoard Agent Score72.50Official input / 1M$4Official output / 1M$20Score updatedOct 23, 2026
Rank07ModelXAGrok 4.7xAILLMBoard Agent Score72.08Official input / 1M$2Official output / 1M$6Score updatedOct 23, 2026
Rank08ModelMAKimi K3Moonshot AILLMBoard Agent Score71.20Official input / 1M$3Official output / 1M$15Score updatedOct 23, 2026
Rank09ModelGOGemini 4 ArgonGoogleLLMBoard Agent Score70.94Official input / 1M$2Official output / 1M$10Score updatedOct 23, 2026
Rank10ModelZAGLM 5.2Zhipu AILLMBoard Agent Score70.57Official input / 1M$1.2Official output / 1M$4.18Score updatedOct 23, 2026
Rank11ModelANClaude Sonnet 5AnthropicLLMBoard Agent Score69.94Official input / 1M$2Official output / 1M$10Score updatedOct 23, 2026
Rank12ModelOPGPT-5.5OpenAILLMBoard Agent Score69.32Official input / 1M$5Official output / 1M$30Score updatedOct 23, 2026
Rank13ModelXIMiMo V2.6 ProXiaomiLLMBoard Agent Score67.18Official input / 1M$0.435Official output / 1M$0.87Score updatedOct 23, 2026
Rank14ModelTEHy4TencentLLMBoard Agent Score66.55Official input / 1MN/AOfficial output / 1MN/AScore updatedOct 23, 2026
Rank15ModelGOGemini 3.8 FlashGoogleLLMBoard Agent Score65.61Official input / 1M$0.75Official output / 1M$3.75Score updatedOct 23, 2026
Rank16ModelZAGLM 5.3Zhipu AILLMBoard Agent Score63.26Official input / 1M$1.2Official output / 1M$4.18Score updatedOct 23, 2026
Rank17ModelXAGrok 4.6xAILLMBoard Agent Score58.93Official input / 1M$2Official output / 1M$6Score updatedOct 23, 2026
Rank18ModelACQwen3.8 MaxAlibaba Cloud / Qwen TeamLLMBoard Agent Score57.00Official input / 1M$2Official output / 1M$6Score updatedOct 23, 2026
Rank19ModelANClaude Opus 5.5AnthropicLLMBoard Agent Score56.42Official input / 1M$4Official output / 1M$20Score updatedOct 23, 2026
Rank20ModelXIMiMo V2.6 FlashXiaomiLLMBoard Agent Score55.64Official input / 1M$0.14Official output / 1M$0.28Score updatedOct 23, 2026
Rank21ModelOPGPT-5.4OpenAILLMBoard Agent Score55.32Official input / 1M$2.5Official output / 1M$15Score updatedOct 23, 2026
Rank22ModelOPGPT-5.6-TerraOpenAILLMBoard Agent Score55.06Official input / 1M$2Official output / 1M$12Score updatedOct 23, 2026
Rank23ModelANClaude Opus 4.8AnthropicLLMBoard Agent Score54.86Official input / 1M$5Official output / 1M$25Score updatedOct 23, 2026
Rank24ModelDEDeepSeek-V4-ProDeepSeekLLMBoard Agent Score54.59Official input / 1M$0.66Official output / 1M$1.98Score updatedOct 23, 2026
Rank25ModelANClaude Haiku 5.5AnthropicLLMBoard Agent Score52.82Official input / 1M$0.10Official output / 1M$0.50Score updatedOct 23, 2026
Rank26ModelXAGrok 4.5xAILLMBoard Agent Score52.35Official input / 1M$2Official output / 1M$6Score updatedOct 23, 2026
Rank27ModelZAGLM 5.3 FlashZhipu AILLMBoard Agent Score51.20Official input / 1M$0.1195Official output / 1M$0.4183Score updatedOct 23, 2026
Rank28ModelGOGemini 3.6 FlashGoogleLLMBoard Agent Score44.52Official input / 1M$0.75Official output / 1M$3.75Score updatedOct 23, 2026
Rank29ModelGOGemini 3.7 FlashGoogleLLMBoard Agent Score44.05Official input / 1M$0.75Official output / 1M$3.75Score updatedOct 23, 2026
Rank30ModelOPGPT-5.6-LunaOpenAILLMBoard Agent Score42.59Official input / 1M$0.20Official output / 1M$1.2Score updatedOct 23, 2026

Leaderboard ranking overview

This leaderboard overview connects current LLMBoard leaders with benchmark coverage and supporting source activity.

Ranked models48
SignalLLMBoard Agent Score

Agent score and confidence

Use confidence and observed task volume to judge how firmly each leaderboard position is supported; these source proportions remain separate from benchmark coverage.

GPT-6-AstraOpenAI
14.70%
Claude Fable 5.1Anthropic
14.17%
Gemini 4 ArgonGoogle
12.03%
Claude Fable 5Anthropic
8.31%
Claude Opus 5Anthropic
8.09%
GPT-5.6-SolOpenAI
6.59%
Claude Sonnet 5Anthropic
4.15%
MiMo V2.6 ProXiaomi
3.68%
Gemini 3.8 FlashGoogle
3.57%
Muse Spark 1.3Meta
3.45%
Grok 4.7xAI
3.18%
GPT-5.5OpenAI
3.12%
1.62%Source score with confidence interval16.86%

Agent Model Leaderboard Vendor Mix

Vendor representation among the top-ranked models in this leaderboard.

Top-entry vendor mix

25 models
Anthropic7
OpenAI5
xAI2
Google2
Zhipu AI2
Xiaomi2
Meta1
Moonshot AI1

The Top AI Models for Agent

A practical summary of the first five entries in this agent AI model leaderboard, with benchmark evidence and pricing kept in context.

About this leaderboard ranking

Common questions about the Agent Model Leaderboard.

What is the top model on Agent Model Leaderboard?

Claude Fable 5.1 is currently ranked first with 89.42 LLMBoard Agent Score.

What are the top three models on Agent Model Leaderboard?

The current leaders are GPT-6-Astra (rank #1), Claude Fable 5.1 (rank #2), and Gemini 4 Argon (rank #3).

Which ranked model has the lowest official input price?

Claude Haiku 5.5 has the lowest matched official input price at $0.1 per 1M tokens.

Which models are fastest on this leaderboard?

The fastest matched records are Gemini 3.7 Flash (409.96 tok/s via Google), GPT-5.6-Luna (215.52 tok/s via OpenAI), and Gemini 3.1 Pro (90.00 tok/s via Google).

Does the top source result mean the model is best at every task?

No. Source Arena results describe a particular task or preference signal. Capability benchmarks, prices and runtime can produce different rankings.

0.00%4.25%8.50%12.75%17.00%128.6K459.7K1.6M5.9M21MSource Agent scoreObservations
44 models with comparable dataOpen a model by selecting its logo
How does this leaderboard use benchmarks?

The LLMBoard score normalizes eligible evidence by task dimension, applies domain weights and reports coverage separately. The ranking follows that score.

How many models are shown?

This page currently compares 48 models.

Why can a model be missing?

A model appears after LLMBoard calculates a score for this domain. A source Arena result is optional supporting evidence.

Top LLMBoard modelClaude Fable 5.189.42 score · 100.00% coverage
Closest challengerGPT-6-Astra0.16 LLMBoard points behind
Most observationsQwen3.8 Flash Next14772865 observations

Ranking basisThis agent AI model leaderboard uses the domain-specific LLMBoard score, evidence coverage and status. The leaderboard ranking keeps matched price and speed data separate from benchmark evidence.

  1. 01
    AN
    Claude Fable 5.1Anthropic
    LLMBoard Agent Score
    89.42
    Price
    $10 input / $50 output per 1M tokens

    Strengths

    • Ranks #1 on the current agent LLMBoard ranking
    • 2,003,615 observations support the source signal
    • A matched official token price is available

    Considerations

    • The source Arena signal remains visible separately from the aggregated LLMBoard score
  2. 02
    OP
    GPT-6-AstraOpenAI
    LLMBoard Agent Score
    89.26
    Price
    $10 input / $50 output per 1M tokens

    Strengths

    • Ranks #2 on the current agent LLMBoard ranking
    • 1,098,148 observations support the source signal
    • A matched official token price is available

    Considerations

    • The source Arena signal remains visible separately from the aggregated LLMBoard score
  3. 03
    AN
    Anthropic
    LLMBoard Agent Score
    87.22
    Price
    $5 input / $25 output per 1M tokens

    Strengths

    • Ranks #3 on the current agent LLMBoard ranking
    • 3,261,571 observations support the source signal
    • A matched official token price is available

    Considerations

    • The source Arena signal remains visible separately from the aggregated LLMBoard score
  4. 04
    AN
    Anthropic
    LLMBoard Agent Score
    84.98
    Price
    $10 input / $50 output per 1M tokens

    Strengths

    • Ranks #4 on the current agent LLMBoard ranking
    • 2,632,490 observations support the source signal
    • A matched official token price is available

    Considerations

    • The source Arena signal remains visible separately from the aggregated LLMBoard score
  5. 05
    ME
    Meta
    LLMBoard Agent Score
    74.22
    Price
    $1.25 input / $4.25 output per 1M tokens

    Strengths

    • Ranks #5 on the current agent LLMBoard ranking
    • 7,802,939 observations support the source signal
    • A matched official token price is available

    Considerations

    • The source Arena signal remains visible separately from the aggregated LLMBoard score

Selection summary

Best AI Models for Agent

Claude Fable 5.1 currently leads the agent ranking at 89.42. Compare evidence coverage, source activity and price separately before choosing a model for production.

Use this leaderboard with the supporting benchmark results and coverage details above. A leaderboard position summarizes the selected ranking signal; it does not replace workload-specific testing.

Claude Opus 5
Claude Fable 5
Muse Spark 1.3
LLMBoard rank #1Claude Fable 5.189.42
LLMBoard rank #2GPT-6-Astra89.26
LLMBoard rank #3Claude Opus 587.22