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    AgentBench-Live

    AgentBench-Live

    jackjin1997 March 14, 2026
    4 copies 0 downloads

    The open benchmark for AI agent task execution. Claude Code vs Gemini CLI — who wins? Live leaderboard inside.

    Agent Definition
    <div align="center">
    
    # AgentBench-Live
    
    ### The benchmark that tests what agents *do*, not what they *say*.
    
    Real tasks. Real sandboxes. Real scores. No vibes.
    
    [![CI](https://github.com/jackjin1997/AgentBench-Live/actions/workflows/ci.yml/badge.svg)](https://github.com/jackjin1997/AgentBench-Live/actions/workflows/ci.yml)
    [![Tests](https://img.shields.io/badge/Tests-183_passed-brightgreen.svg)](tests/)
    [![Coverage](https://img.shields.io/badge/Coverage-90%25-brightgreen.svg)](tests/)
    [![License: MIT](https://img.shields.io/badge/License-MIT-yellow.svg)](https://opensource.org/licenses/MIT)
    [![Python 3.9+](https://img.shields.io/badge/Python-3.9%2B-blue.svg)](https://www.python.org/downloads/)
    [![Release](https://img.shields.io/badge/Release-v0.1.0-blue.svg)](https://github.com/jackjin1997/AgentBench-Live/releases/tag/v0.1.0)
    
    [Live Leaderboard](https://jackjin1997.github.io/AgentBench-Live/) | [Methodology](docs/methodology.md) | [Contributing](CONTRIBUTING.md)
    
    </div>
    
    ---
    
    Most agent benchmarks test toy problems or let agents self-report. AgentBench-Live drops agents into **Docker-sandboxed workspaces** with real codebases, real data files, and real multi-step workflows — then scores them automatically with test suites and LLM judges.
    
    **Why not SWE-bench / OpenHarness?** Those benchmark a single axis (GitHub issue resolution). We test **5 capability domains** — code, data analysis, multi-step orchestration, research, and tool use — because real work isn't just fixing bugs.
    
    ---
    
    ## Leaderboard
    
    > **10 tasks across 5 domains** | Docker sandbox | Auto-eval + LLM Judge scoring
    
    | Agent | Code | Data | Multi-Step | Research | Tool Use | **Overall** |
    |:---|:---:|:---:|:---:|:---:|:---:|:---:|
    | **Claude Code** | 1.00 | 0.07 | 0.74 | 0.60 | 0.25 | **0.53** |
    | **Gemini CLI** | 1.00 | 0.32 | 0.77 | 0.45 | 0.05 | **0.52** |
    | Codex CLI | - | - | - | - | - | *pending* |
    | Aider | - | - | - | - | - | *pending* |
    
    <details>
    <summary><b>Full task-level breakdown</b></summ

    Tags

    agent-benchmarkai-agentsbenchmarkclaude-codecli-agentsevaluationgemini-clileaderboard

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