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What is local-ai-agent?

ilvy23/local-ai-agent — explained in plain English

Analysis updated 2026-05-18

6PythonAudience · vibe coderComplexity · 3/5LicenseSetup · moderate

In one sentence

A terminal based AI assistant that runs fully on your own computer using Ollama, with memory, safe PC control, and optional web search.

Mindmap

mindmap
  root((local-ai-agent))
    What it does
      Local terminal chat
      Persistent memory
      Safe PC control
    Tech stack
      Python
      Ollama
      SQLite
      sqlite-vec
    Use cases
      Private assistant
      Web search on demand
      Automated safe commands
    Audience
      Privacy focused users
      Terminal users
      Hobbyist coders

Code map

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filefunction / class

What do people build with it?

USE CASE 1

Chat with a private AI assistant in the terminal without sending data to the cloud.

USE CASE 2

Let the assistant search the live web and summarize sources when asked with /web.

USE CASE 3

Have the assistant run shell commands or edit files on your computer under a safety gate.

USE CASE 4

Keep a persistent, resumable memory of past conversations and facts about you.

What is it built with?

PythonOllamaSQLitesqlite-vecDuckDuckGo

How does it compare?

ilvy23/local-ai-agentaclark4life/home-depot-crawlashishdevasia/ha-proton-drive-backup
Stars666
LanguagePythonPythonPython
Last pushed2014-08-10
MaintenanceDormant
Setup difficultymoderatemoderatemoderate
Complexity3/52/52/5
Audiencevibe coderdeveloperops devops

Figures from each repo's GitHub metadata at analysis time.

How do you get it running?

Difficulty · moderate Time to first run · 30min

Install script downloads Ollama and about 6 GB of local models before first use.

MIT license: use, copy, modify, and distribute freely, including for commercial purposes, as long as you keep the copyright notice.

So what is it?

This project is an AI assistant that lives entirely in your terminal and runs against your own local Ollama installation, so nothing you type ever leaves your computer unless you explicitly ask it to search the web. There is no account to create and no API key to buy. The assistant remembers you across conversations. Chats are saved and can be resumed later, and it quietly pulls out lasting facts from what you tell it, then recalls them later based on meaning rather than exact keywords. When you add /web to the end of a message, it goes and searches the internet using DuckDuckGo, visits the relevant pages in real time, and answers using what it found, showing you its sources. It can also run commands on your computer and read or write files: safe actions run automatically, riskier ones ask for your permission first, and genuinely dangerous actions are refused outright, with everything it does written to a log you can review. It also pauses its background work if it notices you are playing a game, so it does not compete for your computer's resources. Getting started involves running an install script for Linux, or an experimental one for Windows, which checks your system, sets up the needed tools, and offers to install Ollama and download the two AI models required, roughly six gigabytes total. After that you can chat through a simple command menu or a direct chat command. The chat model must specifically support something called tool calling, meaning it can trigger actions like running commands, and the readme warns that some models will pretend to complete a task rather than admit they cannot, if this feature is missing. Everything the assistant knows about you is stored in a single file on your machine, combining the conversation history, extracted facts, and a search index built from them. The project is released under the MIT license, and the author says it is intentionally kept small and easy to read and modify.

Copy-paste prompts

Prompt 1
Help me install this local AI agent and pull the required Ollama models.
Prompt 2
Explain how the safety gate decides which shell commands to run automatically versus ask first.
Prompt 3
Walk me through using the /web command to get the agent to search and summarize a topic.
Prompt 4
Show me how memory and semantic recall work across chat sessions in this project.

Frequently asked questions

What is local-ai-agent?

A terminal based AI assistant that runs fully on your own computer using Ollama, with memory, safe PC control, and optional web search.

What language is local-ai-agent written in?

Mainly Python. The stack also includes Python, Ollama, SQLite.

What license does local-ai-agent use?

MIT license: use, copy, modify, and distribute freely, including for commercial purposes, as long as you keep the copyright notice.

How hard is local-ai-agent to set up?

Setup difficulty is rated moderate, with roughly 30min to a first successful run.

Who is local-ai-agent for?

Mainly vibe coder.

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