LibreAI / AI Agents / prime-agent
// agents · PrimeIntellect-ai/prime-agent

prime-agent

A self-improving agent for coding workflows and long-running autonomous tasks

★ 21.6k stars⑂ 2.4k forksNOASSERTIONupdated 2026-10
▦ visual — this project's README ships no embeddable screenshot,
so here's a placeholder. The guide below is complete regardless.
// project facts

Project facts

prime-agent is an open-source ai agents project by PrimeIntellect-ai (PrimeIntellect-ai/prime-agent on GitHub). It has 21,619 GitHub stars and 2,385 forks, is released under the NOASSERTION license, and was last updated on GitHub on 8 October 2026.

GitHub stars
21,619
Forks
2,385
License
NOASSERTION
Last updated on GitHub
8 October 2026
Category
AI Agents
Listing
Full install guide
// how it works

How it works

  1. Decide on a long task

    Pick a coding or research task that benefits from an agent that runs and improves over hours.

  2. Get Prime Agent

    Install it with the official install script for your platform.

  3. Start the background service

    Launch the agent in a project and let the daemon keep sessions alive.

  4. Direct your first agent

    Give it a task, detach, and reattach later to review progress and results.

// features

Why people love it

Persistent Python control environment

A persistent Python REPL is the built-in model tool - files, shell, tools and context are all managed through code.

Built-in subagents

Agents can spawn real child agents for parallel or background work and consume their results programmatically.

Self-improving harness

A refine flow reviews the trajectory and applies small, evidence-backed updates to harness state, with snapshots for rollback.

Background sessions

Daemon-backed agents keep running after the terminal disconnects and can be reattached, resumed and inspected.

Executable skills

Skills are importable Python packages, and a built-in creator can turn recurring workflows into new skills.

Agent-to-agent messaging

Running agents exchange messages and orchestrate one another directly.

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// run it

Run it yourself

  1. Clone the repository

    Get the source code from GitHub and enter the project directory.

    git clone https://github.com/PrimeIntellect-ai/prime-agent.git
    cd prime-agent
  2. Manage sessions

    Use the CLI to browse, attach to and inspect running agents and the background service.

    prime-agent agents
    prime-agent status
    prime-agent attach <agent>
  3. Install on Windows

    On Windows, the README provides a PowerShell installer instead of the shell script.

    # Run the PowerShell install command from the README's Install section
// use cases

What you can build

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// faq

Questions, answered

Who maintains this project?

It is maintained by Prime Intellect (PrimeIntellect-ai) on GitHub.

Is it free to use?

It is open source - see the LICENSE file in the repository for the exact terms (GitHub metadata lists the license as NOASSERTION).

Does it need a paid API key?

The agent drives an LLM, so you need model access - a provider account or API key you configure - and usage costs depend on that provider.

How does it compare to alternatives?

Compared with single-session coding agents, Prime Agent is built around durability: background daemon sessions, persistent state and self-refinement for tasks that run for hours, not minutes.

How do I get started?

Install with the script in the README's Install section, open a project, start the agent, and use prime-agent agents and attach to follow it.

// keep exploring

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// alternatives

Alternatives in AI Agents

The most-starred other AI Agents projects in the LibreAI catalogue — the realistic shortlist if prime-agent is not the right fit.

Get prime-agent

Free and open — grab the source, star the repo, and start creating.