# ToolMate AI Lite
This is the lite version of ToolMate AI https://pypi.org/project/toolmate/
This Lite version supports running on Android Termux as well as on Windows / macOS / Linux / ChromeOS
# ToolMate AI
[ToolMate AI](https://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.
# Audio Overview
[](https://youtu.be/kLv0lUNoTQw)
[Click to listen audio overview](https://youtu.be/kLv0lUNoTQw)
# Three Inteface Options
[Graphical User Interface](https://github.com/eliranwong/toolmate/blob/main/package/toolmate/docs/GUI.md)
> toolmateai
[Terminal Interactive Mode](https://github.com/eliranwong/toolmate/blob/main/package/toolmate/docs/Quick%20Guide.md#prompt-interface), run:
> toolmate
[Command Line Interface](https://github.com/eliranwong/toolmate/blob/main/package/toolmate/docs/ToolMate%20API%20Server.md), 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%20Descriptions.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](https://github.com/eliranwong/teamgenai) - 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](https://github.com/eliranwong/toolmate/blob/main/package/toolmate/docs/Supported%20Backends%20and%20Models.md). 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%20Backends%20and%20Models.md
# New Additions
[NEW! Support Anthropic Claude 3.5 Sonnet](https://github.com/eliranwong/toolmate/blob/main/package/toolmate/docs/Anthropic%20API%20Setup.md)
[NEW! Support Gemini 2.0 Models](https://github.com/eliranwong/toolmate/blob/main/package/toolmate/docs/Gemini.md)
[NEW! Support Paid Azure API Keys](https://github.com/eliranwong/toolmate/blob/main/package/toolmate/docs/Azure%20API%20Setup.md)
[NEW! Support Free Github API Keys](https://github.com/eliranwong/toolmate/blob/main/package/toolmate/docs/Github%20API%20Setup.md)
[NEW! Graphical User Interface](https://github.com/eliranwong/toolmate/blob/main/package/toolmate/docs/GUI.md)
[NEW! AutoGen Agents Integration](https://github.com/eliranwong/toolmate/blob/main/package/toolmate/docs/AutoGen%20Integration.md)
[NEW! Support Ollama v0.5.0+ latest structured output feature](https://github.com/eliranwong/toolmate/blob/main/package/toolmate/docs/Configure%20Ollama%20Server.md)
[NEW! Support Llama.cpp server running on Android](https://github.com/eliranwong/toolmate/blob/main/package/toolmate/docs/Android%20Versions.md)
[NEW! Support X AI / Grok API Keys](https://github.com/eliranwong/toolmate/blob/main/package/toolmate/docs/xAI.md)
[NEW! ToolMate API Server & Client](https://github.com/eliranwong/toolmate/blob/main/package/toolmate/docs/ToolMate%20API%20Server.md)
[NEW! Support Mistral API Keys](https://github.com/eliranwong/toolmate/blob/main/package/toolmate/docs/Mistral%20API%20Setup.md)
[NEW! Edit Current Conversation](https://github.com/eliranwong/toolmate/blob/main/package/toolmate/docs/Edit%20Current%20Conversation.md)
[NEW! Support Android](https://github.com/eliranwong/toolmate/blob/main/package/toolmate/docs/Android%20Versions.md)
[NEW! Perplexica and SearXNG Integration](https://github.com/eliranwong/toolmate/blob/main/package/toolmate/docs/Perplexica%20and%20SearXNG%20Integration.md#searxng-setup)
# Distinctive Features
[Tool Selection Agent](https://github.com/eliranwong/toolmate/blob/main/package/toolmate/docs/Tool%20Selection%20Configurations.md)
[Deep Reflection Agents](https://github.com/eliranwong/toolmate/blob/main/package/toolmate/docs/Reflection%20Agents.md)
[Risk Management Agent](https://github.com/eliranwong/toolmate/blob/main/package/toolmate/docs/Risk%20Management%20Agent.md)
[Running Multiple Tools in One Go](https://github.com/eliranwong/toolmate/blob/main/package/toolmate/docs/Running%20Multiple%20Tools%20in%20One%20Go.md)
[Plentiful Built-in Tools](https://github.com/eliranwong/toolmate/blob/main/package/toolmate/docs/Tool%20Descriptions.md)
[Highly Customisable Plugins](https://github.com/eliranwong/toolmate/wiki#plugins)
[Savable, Searchable and Sharable Records](https://github.com/eliranwong/toolmate/blob/main/package/toolmate/docs/Chat%20Record%20Management.md)
[Integration with Popular AI Tools](https://github.com/eliranwong/toolmate/wiki#integration)
# 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](https://github.com/eliranwong/toolmate/blob/main/package/toolmate/docs/Plugins%20-%20How%20to%20Write%20a%20Custom%20Plugin.md).
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 …](https://github.com/eliranwong/toolmate/blob/main/package/toolmate/docs/Tool%20Selection%20Configurations.md)
## 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%20Multiple%20Tools%20in%20One%20Go.md
## Customizable Plugins
## AutoGen Agents Integration
https://github.com/eliranwong/toolmate/blob/main/package/toolmate/docs/AutoGen%20Integration.md
## System Command and Fabric Integration
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
## 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%20ToolMate.md
# Setup
> tmsetup
# Interactive Mode
> toolmate
# CLI
> tm -h
# GPU Acceleration
[GPU Acceleration](https://github.com/eliranwong/toolmate/blob/main/package/toolmate/docs/GPU%20Acceleration.md)
[GPU Acceleration with Llama.cpp Server](https://github.com/eliranwong/toolmate/blob/main/package/toolmate/docs/GPU%20Acceleration%20with%20Llama_cpp%20server.md)
# Quick Guide
https://github.com/eliranwong/toolmate/blob/main/package/toolmate/docs/Quick%20Guide.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
1 maintainer
Metadata
1 maintainer
Release files for toolmate-lite 0.6.52
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Source distribution (sdist)
| File | Size | Uploaded | Provenance | |
|---|---|---|---|---|
| toolmate_lite-0.6.52.tar.gz | 9.5 MB | Without provenance | Details |
Built distribution (wheel)
| File | Interpreter | ABI | Platform | Reset |
|---|---|---|---|---|
| toolmate_lite-0.6.52-py3-none-any.whl | Python 3 | none | any | Details |
Total release size: 19.2 MB
Release files / toolmate_lite-0.6.52.tar.gz
| Download URL | toolmate_lite-0.6.52.tar.gz |
|---|---|
| Size | 9.5 MB |
| Tags | Source |
|
SHA-256 checksum How to use checksums |
72c012a8c091a4b4614306180bd3bd77df4393c3c5ad0a80c62dc7c5132beab3
|
|
BLAKE2b-256 checksum How to use checksums |
12a1447a7e7724c624ada1d5c1f4e893b027e255d0fa11b3462f6097c1a478f7
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/6.1.0 CPython/3.10.12
|
Release files / toolmate_lite-0.6.52-py3-none-any.whl
| Download URL | toolmate_lite-0.6.52-py3-none-any.whl |
|---|---|
| Size | 9.7 MB |
| Tags | Python 3 |
|
SHA-256 checksum How to use checksums |
e27bc27a9d2cd738dce6aa1c4334f707f4791254b4fa1657ea7f088eed39922d
|
|
BLAKE2b-256 checksum How to use checksums |
a61e10406acc668c1887c94793edf8bf43773347cb44efdbe79a476270829373
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/6.1.0 CPython/3.10.12
|
Security for toolmate-lite 0.6.52
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
No provenance found
None of the files in this release were uploaded with provenance metadata.
A note on package security
PyPI is a repository for distributing packages, not a service for auditing them. While third-party security researchers and our staff do their best to detect and remove malicious packages, PyPI cannot guarantee the quality, security or suitability of any given package.
To learn more about protecting yourself from malicious actors, visit our package security documentation.
](https://youtu.be/kLv0lUNoTQw){kind=link}