ToolEmu

Identify risks of LM agents with tool use through emulation.

DecliningOpen SourceLow lock-in

Pricing

Free tier

Flat rate

Adoption

Cooling

License

Open Source

Data freshness

Aging · Jun 8, 2026

Overview

What is ToolEmu?

A language model-based framework for identifying the potential risks associated with AI agents using tools. It helps in assessing and mitigating risks by simulating agent behavior.

Key differentiator

ToolEmu stands out as a specialized framework for simulating and analyzing the risks associated with AI agents using tools, offering unique insights into potential hazards.

Capability profile

Capability Radar

Ease of StartEcosystemValueMaturityFlexibilityScale Ready

Honest assessment

Strengths & Weaknesses

↑ Strengths

Simulates AI agent behavior to identify risksmedium

Framework for language model-based emulationmedium

Open-source with Apache-2.0 licensemedium

↓ Weaknesses

Steep learning curve for non-Python developershigh

API requires Python-specific patterns, TypeScript SDK is community-maintained

Frequent breaking changes between versionsmedium

v0.1 to v0.2 migration required rewriting chain definitions

Limited language support beyond Pythonhigh

Primary development and maintenance focus is on Python, other languages have minimal support or community-driven efforts

Performance issues with large-scale simulationsmedium

Simulating complex AI agent behaviors can lead to significant resource consumption and slow execution times

Fit analysis

Who is it for?

✓ Best for

Teams researching AI safety and tool use risks

Academic institutions studying the impact of tool use in AI agents

Developers needing to simulate and analyze AI agent behavior

✕ Not a fit for

Projects requiring real-time risk assessment without simulation capabilities

Applications that do not involve language model-based emulation or analysis

Cost structure

Pricing

Free Tier

Available

Open source — free to use

Starts at

$0

Model

Flat rate

Enterprise

None

Performance benchmarks

How Fast Is It?

Ecosystem

Relationships

Next step

Get Started with ToolEmu

Step-by-step setup guide with code examples and common gotchas.

View Setup Guide →