ToolMate AI 2.0

ToolMate AI (version 2+) is a fully automatic AI agent, built to resolve complex tasks with AgentMake AI tools.

The version 2.0 is completely written with AgentMake AI SDK. The following features distinguish it from the previous version:

Fully automatic:

• Automate prompt engineering
• Automate tool instruction refinement
• Automate task resolution
• Automate action plan crafting
• Automate agent creation tailor-made to resolve user request
• Automate multiple tools selection
• Automate multiple steps execution
• Automate Quality Control
• Automate Report Generation

As version 2.0 is completely written with AgentMake AI SDK, it supports 14 AI backends. It runs with less dependencies than that required by preivious versions. It starts up much faster. Much more ...

Disclaimer

In response to your instructions, ToolMate AI is capable of applying tools to generate files or make changes on your devices. Please use it with your sound judgment and at your own risk. We will not take any responsibility for any negative impacts, such as data loss or other issues.

Installation

> pip install toolmate

Setting up a virtual environment is recommended, e.g.

python3 -m venv tm
source tm/bin/activate
pip install --upgrade toolmate
# setup
ai -m

Install extra package genai to support backend Vertex AI via google-genai library:

python3 -m venv tm
source tm/bin/activate
pip install --upgrade "toolmate[genai]"
# setup
ai -m

Command Line Interface

ToolMate AI 2.0+ offers mainly two commands toolmate / tm and toolmatelite / tml to resolve complex and simple tasks respectively.

To resolve tasks that involves multiple tools or multiple steps, e.g.:

> toolmate "Write brief introductions to William Shakespeare, David Williams and Plato. Save them in three separate markdown files in three separate folders named after them. Finally, package these three folders in a single zip file." -b azure

To resolve simple task, e.g.:

> toolmatelite "Send an email to Eliran Wong at eliran.wong@domain.com to express my gratitude for his work"

> tml "Download mp3 from a youtube video https://www.youtube.com/watch?v=X6Mtpk4jeVA"

Remarks: tm is an alias to toolmate whereas tml is an alias to toolmatelite.

Limit Tool Choices

Be default, ToolMate AI considers all available tools recognized by AgentMake AI for tool selection and action plan. You can limit the tool choices to serve your preference or to improve efficiency and accuracy. Simple declare the tools in your request e.g.:

> toolmate "@chat @styles/british_english @search/google @magic @perplexica/anthropic Write brief introductions to William Shakespeare, David Williams and Plato. Save them in three separate markdown files in three separate folders named after them. Finally, package these three folders in a single zip file." -b azure

More CLI Options

For more CLI options, run:

> toolmate -h

AI Backends and Configurations

ToolMate AI uses AgentMake AI configurations. The default AI backend is Ollama, but you can easily edit the default backend and other configurations. To configure, run:

> ai -ec

ToolMate Agentic Workflow

ToolMate Lite Agentic Workflow

Limitations and Solutions

AgentMake AI is built with a large set of tools for problem solving. To list all of them, run:

> ai -lt

Limitation: As ToolMate AI uses AgentMake AI tools, it can only solve requests within the capbilities of AgentMake AI tools. Though there are numerous tools that have been built for solving different tasks, there may be some use cases that are out of range.

Go Beyond the limitations: AgentMake AI supports custom tools to extend its capabilities. You can create AgentMake AI custom tools to meet your own needs.

Sibling projects

AgentMake AI

LetMeDoIt AI

TeamGen AI

ToolMate AI (BEFORE VERSION 2)

ToolMate AI, formerly known as LetMeDoIt AI, is a cutting-edge AI companion that seamlessly integrates agents, tools, and plugins to excel in conversations, generative work, and task execution. With the ability to perform multi-step actions, users can customize workflows to tackle complex projects with ease.

Latest Updates

We are upgrading ToolMate AI tools and agents in AgentMake AI. Read more at: https://github.com/eliranwong/agentmake

Audio Overview

Click to listen audio overview

Three Inteface Options

1. Graphical User Interface

> toolmateai

2. Terminal Interactive Mode, run:

> toolmate

3. Command Line Interface, for options, run:

> tm -h

Simple to Use

With tool auto-selection agent enabled, simply enter your request, e.g.

> Send a thank you email to Peter at peter@gmail.com

You can also specify a tool manually, e.g.

> @send_gmail Send a thank you email to Peter at peter@gmail.com

Remark: Default tool @chat is applied to chat with users when tool-selection agent is not enabled and a tool is not specified.

To run prompt directly via terminal, simply prefix your requests with tm or tmc, e.g.

> tm Send a thank you email to Peter at peter@gmail.com

Remarks: tm always starts a new conversation, whereas tmc extends a conversation in a chat session. You can always return and continue the previous conversation by using the tmc command, even if you have run other commands after the initial conversation or closed the terminal window and opened a new one, as long as you do not restart the backend tmserver or your device system.

To run multiple tools in a single request, simply declare tools, with each tool signature, which starts with @, followed by an instruction, e.g.

@chat Tell me a joke
@chat Tell me anther one
@send_gmail Send these joke to Peter at peter@gmail.com

Pre-defined workflow is supported, e.g.:

Save the following content in a file and named, for example, my_workflow.txt:

@search_google Updates about ToolMate AI?
@send_gmail Email this information to Peter at peter@gmail.com

In GUI or Terminal modes, run:

> @workflow my_workflow.txt

In CLI mode, run:

> cat my_workflow.txt | tm

Read more about tools at:

https://github.com/eliranwong/toolmate/blob/main/package/toolmate/docs/Tool Selection Configurations.md

https://github.com/eliranwong/toolmate/blob/main/package/toolmate/docs/Tool Descriptions.md

https://github.com/eliranwong/toolmate/blob/main/package/toolmate/docs/Running Multiple Tools in One Go.md

Use ToolMate as a Library

You can use package toolmate as LLM APIs or library to quicken the development of your AI projects.

Extended projects that based on ToolMate AI APIs:

TeamGen AI - Automate generating teams of AI agents to resolve user requests

NEW! We are developing a separate project toolmate-sdk, incorporating the best aspects of our ToolMate AI, to create a library aimed at further advancing the development of AI applications.

Find more updates at: https://github.com/eliranwong/toolmate-sdk/tree/main

Documentation

https://github.com/eliranwong/toolmate/wiki

Latest changes

https://github.com/eliranwong/toolmate/blob/main/latest_changes.md

Supported Platforms

Windows, macOS, Linux, ChromeOS, Android

AI Backends and Models

ToolMate AI supports a wide range of AI backends and models, including Ollama, Llama.cpp, Llama-cpp-python, Anthropic API, Groq Cloud API, Mistral AI API, X AI API, OpenAI API, Github API, Azure API, Google AI Studio API, Google Vertex AI and Google GenAI SDK. Llama-cpp-python is selected as the default backend because it is completely free and requires no additional setup. However, users can switch backends at any time.

Read more at https://github.com/eliranwong/toolmate/blob/main/package/toolmate/docs/Supported Backends and Models.md

New Additions

NEW! Support Anthropic Claude 3.5 Sonnet

NEW! Support Gemini 2.0 Models

NEW! Support Paid Azure API Keys

NEW! Support Free Github API Keys

NEW! Graphical User Interface

NEW! AutoGen Agents Integration

NEW! Support Ollama v0.5.0+ latest structured output feature

NEW! Support Llama.cpp server running on Android

NEW! Support X AI / Grok API Keys

NEW! ToolMate API Server & Client

NEW! Support Mistral API Keys

NEW! Edit Current Conversation

NEW! Support Android

NEW! Perplexica and SearXNG Integration

Distinctive Features

Tool Selection Agent

Deep Reflection Agents

Risk Management Agent

Running Multiple Tools in One Go

Plentiful Built-in Tools

Highly Customisable Plugins

Savable, Searchable and Sharable Records

Integration with Popular AI Tools

Quick Tool Calling

Starting with version 0.2.86+, users can utilize the @ symbol to designate a specific tool within the application. The toolmate package now comes with a suite of pre-built tools:

@add_google_calendar_event @add_outlook_calendar_event @agents @anthropic @append_command @append_fabric @append_fabric_pattern @append_instruction @apps @azure @b @bapi @bible @bible_commentary @captain @chat @codey @command @convert_relative_datetime @copy_to_clipboard @correct_python_code @create_image_dalle3 @create_image_imagen3 @create_map @create_qrcode @create_statistical_graphics @datetimes @deep_reflection @download_web_content @download_youtube_audio @download_youtube_video @edit_text @examine_audio_google @examine_audio_groq @examine_audio_openai @examine_audio_whisper @examine_files @examine_images_azure @examine_images_github @examine_images_googleai @examine_images_groq @examine_images_ollama @examine_images_openai @examine_images_pixtral @examine_images_vertexai @examine_web_content @execute_python_code @extract_bible_references @extract_python_code @extract_text @fabric @fabric_pattern @files @genai @general @github @googleai @groq @group @help @images @improve_writing @install_python_package @it @list_current_directory_contents @llamacpppython @llamacppserver @load_conversations @lyrics @map @mistral @modify_images @music @news @o1 @o1_mini @ollama @online @open_browser @openai @packages @palm2 @paste_from_clipboard @perplexica_github @perplexica_googleai @perplexica_groq @perplexica_openai @perplexica_xai @proxy @qna @radio @read_aloud @recommend_tool @reflection @remove_image_background @repos @save_memory @science @scientific_publications @screenshot @search_bible @search_bible_paragraphs @search_bing @search_conversations @search_finance @search_google @search_google_news @search_memory @search_searxng @search_sqlite @search_tavily @search_weather @send_gmail @send_outlook @send_tweet @social_media @software_wikis @task @tavily @transcribe_audio_google @transcribe_audio_groq @transcribe_audio_openai @transcribe_audio_whisper @translate @uniquebible @uniquebible_api @uniquebible_web @use_my_computer @vertexai @videos @web @wikimedia @workflow @xai

Android-only tools:

@show_location @show_connection @start_recording @stop_recording @phone_call @play_media @search_contacts @take_photo @selfie @read_sms @send_sms @send_email @send_whatsapp @share @share_file

For those interested in expanding the capabilities of ToolMate AI, custom tools can be added to the system via plugins.

Tips:

• Type the @ symbol to launch a drop-down menu listing all available tools for selection..
• Enter the @ symbol to display a list of all available tools and their descriptions
• @chat is regarded as a single tool. If you just want a direct response generated by LLM, simply use @chat.
• @command @task is like a magic tools designed to execute computing tasks upon user requests.
• @recommend_tool is designed to help users to find an appropriate tool to resolve a given request.
• @help is created for searching documentations

Selectie Screenshots

Desktop GUI Integration

Android Support

Tool Selection Agent

Read more ...

Multiple Tools in One Go

From version 0.2.87+, ToolMate AI supports use of multiple tools in a single request. It enables individual tools to work on results, generated by running previous tools.

Read more at: https://github.com/eliranwong/toolmate/blob/main/package/toolmate/docs/Running Multiple Tools in One Go.md

Customizable Plugins

AutoGen Agents Integration

https://github.com/eliranwong/toolmate/blob/main/package/toolmate/docs/AutoGen Integration.md

System Command and Fabric Integration

CLI Options: https://github.com/eliranwong/toolmate/blob/main/package/toolmate/docs/CLI Options.md

System Command Integration: https://github.com/eliranwong/toolmate/blob/main/package/toolmate/docs/System Command Integration.md

Fabric Integration: https://github.com/eliranwong/toolmate/blob/main/package/toolmate/docs/Fabric Integration.md

Support GPU Offloading

Access to Real-time Data

Access to Device Information

Task Execution

Content Creation

Installation

For Windows / macOS / LinuX / ChromeOS users:

> pip install --upgrade toolmate

or

> pip install --upgrade toolmate_lite

The lite version toolmate_lite runs faster and supports Android Termux. It lacks some of the features that are equipped with the full version toolmate.

For Android users:

> pip install --upgrade toolmate_lite

Extra Modules

cpp install additional cpp libraries, i.e. llama-cpp-python[server] and stable-diffusion-cpp-python

> pip install --upgrade toolmate[cpp]

gui install additional GUI library for running gui system tray and experimental desktop assistant

> pip install --upgrade toolmate[gui]

linux install additional packages for Linux users, i.e. flaml[automl], piper-tts

> pip install --upgrade toolmate[linux]

bible install additional libraries for working with bible tools

> pip install --upgrade toolmate[bible]

Read more at https://github.com/eliranwong/toolmate/blob/main/package/toolmate/docs/Install ToolMate.md

Setup

> tmsetup

Interactive Mode

> toolmate

CLI

> tm -h

GPU Acceleration

GPU Acceleration

GPU Acceleration with Llama.cpp Server

Quick Guide

https://github.com/eliranwong/toolmate/blob/main/package/toolmate/docs/Quick Guide.md

More

Documentation https://github.com/eliranwong/toolmate/wiki

Welcome Contributions

You are welcome to make contributions to this project by:

• joining the development collaboratively

• donations to show support and invest for the future

Support link: https://www.paypal.me/toolmate

Please kindly report of any issues at https://github.com/eliranwong/toolmate/issues