τ-bench alternatives in 2026: 24 tools like τ-bench

Closest: Agent & General Benchmarks

APEX-Agents

Measures whether frontier AI agents can execute real long-horizon tasks

Curated

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ARC-AGI-2

Stress-tests efficiency and capability of state-of-the-art AI reasoning systems

Curated

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Context-Bench

A benchmark for agentic context engineering

Curated

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MCP Atlas

Scale AI's benchmark of real-world tool use by language models through MCP

Curated

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OSWorld

Benchmarks multimodal agents on open-ended tasks in real computer environments

Curated

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Repo Bench

Measures large-context reasoning, edit precision, and instruction adherence

Curated

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Terminal-Bench

Original Terminal-Bench task set for terminal agents

Curated

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Terminal-Bench 2.0

Second Terminal-Bench task set for terminal agents

Curated

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Vending-Bench 2

Measuring AI model performance on running a business over long time horizons

Curated

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PA

PR Arena

Software engineering agents head-to-head on real pull request tasks

Curated

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More in Benchmarks & Leaderboards

Aider Leaderboard

Aider's polyglot coding leaderboard measuring LLM performance across languages

Curated

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BigCodeArena

A human-in-the-loop platform for evaluating code generation through execution

Curated

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CORE-Bench Hard

Agent installs deps, runs published scientific code, and answers questions

Curated

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Live-SWE-agent

Can software engineering agents self-evolve on the fly? A living benchmark

Curated

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LiveCodeBench

Holistic and contamination-free evaluation of large language models for code

Curated

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LiveCodeBench Pro

Codeforces, ICPC, and IOI problems; regularly updated to prevent contamination

Curated

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Multi-SWE-bench

Multilingual benchmark for issue resolving across multiple programming languages

Curated

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SWE-bench

Evaluates LLM performance on real-world software issues collected from GitHub

Curated

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SWE-bench Multilingual

300 curated SWE-bench tasks from 42 repositories across 9 programming languages

Curated

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SWE-Bench Pro Commercial

Scale AI's SWE-Bench Pro private set of proprietary startup codebases

Curated

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SWE-Bench Pro Public

Public version of Scale AI's SWE-Bench Pro for real-world software engineering

Curated

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SWE-DEV

Evaluating and training autonomous feature-driven software development agents

Curated

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SWE-rebench

Continuously evolving and decontaminated benchmark for software engineering LLMs

Curated

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Artificial Analysis

Independent model and provider benchmarks: intelligence, speed and price

CuratedWeb

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Questions

What are the closest alternatives to τ-bench?

APEX-Agents, ARC-AGI-2 and Context-Bench sit on the same sub-line as τ-bench (Agent & General Benchmarks) on AI Landscape, with 7 more.

How are these alternatives chosen?

They are the other products on the Benchmarks & Leaderboards stop of the map: curated products first, the ones on τ-bench's sub-line before the rest, then by name until members have marked enough of them.