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 ...
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.
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
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 [email protected] 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
.
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
For more CLI options, run:
toolmate -h
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


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.
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.
We are upgrading ToolMate AI tools and agents in AgentMake AI. Read more at: https://github.com/eliranwong/agentmake
Click to listen audio overview
toolmateai
toolmate
- Command Line Interface, for options, run:
tm -h
With tool auto-selection agent enabled, simply enter your request, e.g.
Send a thank you email to Peter at [email protected]
You can also specify a tool manually, e.g.
@send_gmail Send a thank you email to Peter at [email protected]
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 [email protected]
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 [email protected]
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 [email protected]
In GUI or Terminal modes, run:
@workflow my_workflow.txt
In CLI mode, run:
cat my_workflow.txt | tm
Read more about tools at:
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
https://github.com/eliranwong/toolmate/wiki
https://github.com/eliranwong/toolmate/blob/main/latest_changes.md
Windows, macOS, Linux, ChromeOS, Android
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.
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! 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! Edit Current Conversation
NEW! Perplexica and SearXNG Integration
Running Multiple Tools in One Go
Savable, Searchable and Sharable Records
Integration with Popular AI Tools
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
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.
CLI Options: https://github.com/eliranwong/toolmate/blob/main/package/toolmate/docs/CLI%20Options.md
System Command Integration: https://github.com/eliranwong/toolmate/blob/main/package/toolmate/docs/System%20Command%20Integration.md
Fabric Integration: https://github.com/eliranwong/toolmate/blob/main/package/toolmate/docs/Fabric%20Integration.md
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
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%20ToolMate.md
tmsetup
toolmate
tm -h
GPU Acceleration with Llama.cpp Server
Documentation https://github.com/eliranwong/toolmate/wiki
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