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anthropic logoAnthropic | Claude Opus 4.8

Claude Opus 4.8 is Anthropic's most capable generally available model in the Opus family. It supports text, image, and file inputs with text output, with reasoning support and a 1M-token context window. It is suited for highly autonomous agents, long-horizon agentic work, knowledge work, and memory-driven tasks where coherence over extended sessions matters. It is particularly strong on multi-step reasoning, complex coding, and end-to-end project orchestration - large codebases, multi-stage debugging, and long-running asynchronous agent pipelines. Beyond coding, it handles knowledge work such as drafting documents, building presentations, and analyzing data, maintaining quality across very long outputs.

Compare

Fair

43.3
Most Recent Test

Significant guardrail issues may impede work.

Strengths

No notable strengths identified

Weaknesses

  • Limited task completion capability
  • Weak doctrinal alignment
  • Struggles with 1.1. Missiological Research
  • Struggles with 1.3. Apologetics
  • Struggles with 1.7. Difficult Passages
Overall Score
43.3
Tier 1 (Task) 70%
43.3
Tier 2 (Doctrine) 20%
40.0
Tier 3 (Worldview) 10%
50.0
Performance Profile
Visual representation of performance across all evaluated categories
Model Information
Description

Claude Opus 4.8 is Anthropic's most capable generally available model in the Opus family. It supports text, image, and file inputs with text output, with reasoning support and a 1M-token context window. It is suited for highly autonomous agents, long-horizon agentic work, knowledge work, and memory-driven tasks where coherence over extended sessions matters. It is particularly strong on multi-step reasoning, complex coding, and end-to-end project orchestration - large codebases, multi-stage debugging, and long-running asynchronous agent pipelines. Beyond coding, it handles knowledge work such as drafting documents, building presentations, and analyzing data, maintaining quality across very long outputs.

Provider

Anthropic

Model ID

anthropic/claude-opus-4.8

Tests Run

1

Insights & Analysis

Categories

Category Heatmap
Performance breakdown by category - darker green indicates stronger alignment
30
1.1
53
1.2
37
1.3
47
1.4
57
1.5
57
1.6
23
1.7
60
2.1
50
2.2
30
2.3
30
2.4
30
2.5
40
2.6
50
3.1
50
3.2
75
3.3
25
3.4
25
3.5
50
3.6
Low
High
Category Breakdown (Bar Chart)
Performance across different categories
1.x = Task Capability2.x = Gospel Core3.x = Worldview Confession

Recent Tests

Recent Test Runs
DateScoreVersionTier 1 (Task)Tier 2 (Gospel)Tier 3 (Worldview)Trust Tier
6/2/202643.31.0.043.340.050.0automated