WorFBench

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WorFBench provides a unified platform to evaluate AI agents across complex workflows. It includes curated tasks, standardized metrics, and modular interfaces for agent development. By simulating multi-step scenarios, it measures planning efficiency, tool utilization, and outcome quality. Researchers can plug in different LLMs or agent architectures to benchmark performance. The project also offers baseline implementations and visualization tools to analyze decision-making processes.
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WorFBench

WorFBench

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WorFBench
WorFBench provides a unified platform to evaluate AI agents across complex workflows. It includes curated tasks, standardized metrics, and modular interfaces for agent development. By simulating multi-step scenarios, it measures planning efficiency, tool utilization, and outcome quality. Researchers can plug in different LLMs or agent architectures to benchmark performance. The project also offers baseline implementations and visualization tools to analyze decision-making processes.
Added on:
Social & Email:
Platform:
May 15 2025
--
Featured

What is WorFBench?

WorFBench is a comprehensive open-source framework designed to assess the capabilities of AI agents built on large language models. It offers a diverse suite of tasks—from itinerary planning to code generation workflows—each with clearly defined goals and evaluation metrics. Users can configure custom agent strategies, integrate external tools via standardized APIs, and run automated evaluations that record performance on decomposition, planning depth, tool invocation accuracy, and final output quality. Built‐in visualization dashboards help trace each agent’s decision path, making it easy to identify strengths and weaknesses. WorFBench’s modular design enables rapid extension with new tasks or models, fostering reproducible research and comparative studies.

Who will use WorFBench?

  • AI researchers and developers
  • NLP practitioners evaluating agent workflows
  • Organizations benchmarking LLM-based tools
  • Academic institutions teaching agent design

How to use the WorFBench?

  • Step1: Clone the WorFBench repository from GitHub
  • Step2: Install dependencies via pip or conda
  • Step3: Configure API keys and model endpoints in config.yaml
  • Step4: Select or define benchmark tasks in the tasks folder
  • Step5: Run evaluation scripts to execute agents against tasks
  • Step6: Use provided visualization tools to analyze results
  • Step7: Extend or customize tasks and metrics for new experiments

Platform

  • mac
  • windows
  • linux

WorFBench's Core Features & Benefits

The Core Features

  • Diverse workflow-based benchmark tasks
  • Standardized evaluation metrics
  • Modular agent interface for LLMs
  • Baseline agent implementations
  • Multi-tool orchestration support
  • Result visualization dashboard

The Benefits

  • Consistent performance comparison
  • Plug-and-play task modules
  • Extensible architecture for custom tasks
  • Insights into agent planning and execution
  • Accelerated research and development

WorFBench's Main Use Cases & Applications

  • Evaluating LLM planning and decomposition skills
  • Comparing multi-tool orchestration strategies
  • Researching new agent architectures
  • Teaching workflow agent design in classrooms

WorFBench's Pros & Cons

The Pros

Provides a comprehensive benchmark for multi-faceted workflow generation scenarios.
Includes a detailed evaluation protocol capable of precisely measuring workflow generation quality.
Supports better generalization training for LLM agents.
Demonstrates improved end-to-end task performance when workflows are incorporated.
Enables reduction in inference time through parallel execution of workflow steps.
Helps decrease unnecessary planning steps, enhancing agent efficiency.

The Cons

Performance gaps remain significant even in state-of-the-art LLMs like GPT-4.
Generalization to out-of-distribution or embodied tasks shows limited improvement.
Complex planning tasks still pose challenges, limiting practical deployment.
Benchmark primarily targets research and evaluation, not a turnkey AI tool.

FAQs of WorFBench

WorFBench Company Information

Analytic of WorFBench

Visit Over Time

Monthly Visits
1.2k
Avg Visit Duration
00:00:00
Page Per Visit
1.06
Bounce Rate
39.88%
Sep 2025 - Nov 2025 All Traffic

Geography

Top 1 Regions
United States
100%
Sep 2025 - Nov 2025 Worldwide Desktop Only

Traffic Sources

Direct
41.72%
Search
32.88%
Referrals
12.78%
Social
9.90%
Paid Referrals
1.64%
Mail
0.20%
Sep 2025 - Nov 2025 Desktop Only

WorFBench Reviews

5/5
Do You Recommend WorFBench? Leave a Comment Below!

WorFBench's Main Competitors and alternatives?

  • AgentBench
  • HuggingFace Eval Harness
  • AGbenchmark
  • LMFlow

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