tool-ahead-of-time — Agent Tool by leockl

by leockl · Agent Tool · ★ 120

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About tool-ahead-of-time

Tool-Ahead-of-Time (TAoT): Because Why Wait? 🕒 Ever found yourself staring at a shiny new LLM through LangChain's window, but can't use tool calling because it's "not supported yet"? Sad agent noises 😢 Well, hold my JSON parser, because this repo says "NOT TODAY!" 🦾 What is this sorcery? 🧙‍♂️ This is a Python package that enables tool calling for any model available through LangChain's ChatOpenAI class (and by extension, any model available through OpenAI's class), any model available through LangChain's AzureAIChatCompletionsModel class and any model available through LangChain's ChatBedrockConverse class, even before LangChain and LangGraph officially supports it! Yes, you read that right. We're living in the age of AI and things move fast 🏎️💨 It essentially works by reformatting the output response of the model into a JSON parser and passing this on to the relevant tools. This repo showcases an example with DeepSeek-R1 671B, which isn't currently supported with tool calling by LangChain and LangGraph (as of 16th Feb 2025).

Quick Facts

Stars120
Forks14
LanguageJupyter Notebook
CategoryAgent Tool
LicenseMIT
Quality Score37.75/100
Open Issues4
Last Updated2025-06-04
Created2025-02-15
Est. Tokens~60k

Compatible Skills

These tools work well together with tool-ahead-of-time for enhanced workflows:

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Frequently Asked Questions

What is tool-ahead-of-time?

tool-ahead-of-time is This is a Python package to add tool calling capabilities to newly released LLMs on LangChain's ChatOpenAI, AzureAIChatCompletionsModel and ChatBedrockConverse classes ahead of time before LangChain a. It is categorized as a Agent Tool with 120 GitHub stars.

What programming language is tool-ahead-of-time written in?

tool-ahead-of-time is primarily written in Jupyter Notebook.

How do I install or use tool-ahead-of-time?

You can find installation instructions and usage details in the tool-ahead-of-time GitHub repository at github.com/leockl/tool-ahead-of-time. The project has 120 stars and 14 forks, indicating an active community.

What license does tool-ahead-of-time use?

tool-ahead-of-time is released under the MIT license, making it free to use and modify according to the license terms.

What are the best alternatives to tool-ahead-of-time?

The top alternatives to tool-ahead-of-time on Agent Skills Hub include awesome-android-agent-skills, claude-code-skill-factory, claude-plugins. Each offers a different approach to the same problem space — compare them side-by-side by stars, quality score, and community activity.

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