BENCHMARKS

Execution-Based Benchmarks

Traditional benchmarks use static test cases. Ours use real execution traces from production agents. Evaluate your agent against how agents actually behave in the wild.

522
Active Benchmarks
2M+
Execution Traces
124
AI Companies Evaluating
99.2%
Trace Coverage
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Coding Agent Benchmarks

189 datasets • 612K+ executions

Evaluate code generation, bug fixing, refactoring, and test writing against real execution traces.

Key Metrics6 tracked
Benchmark Tasks6 available
42 companies evaluating coding agents
🌐

Browser Agent Benchmarks

134 datasets • 890K+ executions

Measure navigation, form filling, data extraction, and error recovery on real websites.

Key Metrics6 tracked
Benchmark Tasks6 available
28 companies evaluating browser agents
🧠

Reasoning & Planning Benchmarks

112 datasets • 340K+ executions

Test multi-step planning, tool use, recursive reasoning, and decision quality.

Key Metrics6 tracked
Benchmark Tasks6 available
35 companies evaluating reasoning agents
🔄

Multi-Agent Benchmarks

87 datasets • 156K+ executions

Evaluate coordination, delegation, consensus, and conflict resolution between agents.

Key Metrics6 tracked
Benchmark Tasks6 available
19 companies evaluating multi-agent systems

Run Benchmarks Against Real Traces

Compare your agent against execution data from production agents — not synthetic test cases.

benchmark_run.py
import { StratScopeBenchmark } from '@stratscope/sdk';

const benchmark = new StratScopeBenchmark({
  apiKey: process.env.STRATSCOPE_API_KEY,
  agentId: 'agent_mycoding_01'
});

// Run SWE-Bench Verified against execution traces
const results = await benchmark.run({
  benchmark: 'swe-bench-verified',
  dataset: 'seea_planning_traces_v11',
  metrics: ['pass_at_1', 'test_coverage', 'code_quality'],
  compareAgainst: ['gpt-4', 'claude-3-opus', 'seea']
});

console.log(results);
/*
{
  agent: 'agent_mycoding_01',
  pass_at_1: 0.73,
  test_coverage: 0.89,
  code_quality: 8.2,
  percentile: 87,
  compared_to: {
    'gpt-4': { pass_at_1: 0.68 },
    'claude-3-opus': { pass_at_1: 0.71 },
    'seea': { pass_at_1: 0.82 }
  }
}
*/

Available Benchmark Tasks

CodingLive

HumanEval+ Extended

156K execution traces

CodingLive

SWE-Bench Verified

89K execution traces

BrowserLive

WebArena Full

234K execution traces

BrowserLive

Mind2Web Hard

167K execution traces

ReasoningBeta

PlanBench

89K execution traces

ReasoningLive

ToolBench Complete

112K execution traces

Multi-AgentBeta

MA-Bench

67K execution traces

Multi-AgentBeta

CoordinationBench

45K execution traces

Start Benchmarking Today

Run your agent against the most realistic benchmarks available. Get detailed comparison reports.

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