Federate

Federate is a cross-platform, terminal-based peer to peer AI orchestration harness and universal automation system.

It turns your terminal into an interactive workbench where you can run specialized teams of AI agents who talk to and collaborate with each other, use voice input and output, execute desktop automation commands, and much more.

Federate Logo

What Makes Federate Different?

1. Orchestration Freedom

You organize your team of agents simply by writing their backstories. Describe how they relate to one another, and Federate builds the communication network dynamically. You can create:

  • A true Peer-to-Peer hierarchy where every agent is equal to every other agent. This is the default and exclusive to Federate. No other agentic system does this as of date (2nd July 2026). We are the first to implement it (though many will likely follow suit).
  • A strict corporate hierarchy or military style chain-of-command.
  • A collaborative Hub-and-Spoke swarm.
  • Anything else you can think of.

Federate supports a true multi-model ecosystem. Because it abstracts the underlying LLM provider, you can bring different models into the same session. You can easily watch ChatGPT and Gemini debate a technical architecture decision, a code optimization, or a creative writing prompt directly inside your terminal window.

2. Active Skills

While we support markdown based skills, Federate debuts the 'active skill' system where actual programs are stored and executed by agents on demand. This allows automation of almost anything you can think of. There is Visual Computer Usage ability for automating tasks requiring GUI interaction.

3. Native Desktop Vision & Speech

On desktop machines, agents can physically interact with your computer, listen for input and also talk back to you, using any model (not just those with speech understanding or synthesis baked in). Speech to text with hotword detection results in true hands free operation. Text to speech with different voice for each agent results in immerrssive role-play.

4. First Class support for Termux

Even on mobile, you can delegate complex multi-step coding tasks to an autonomous sub-agent. The system spawns an isolated local git worktree, writes and edits code, runs your local tests, and presents you with a clean commit diff to approve—ensuring your active development workspace remains untouched. Did you know your old Android can compile Rust?

Feature Checklist

  • File and Folder attachments (&): Type & followed by a file or directory (e.g., &src/app.py or &src/) to attach that file or folder directly into your prompt.
  • Direct Shell Passthrough (!): Type ! followed by a command (e.g., !git diff) to run it in your local workspace and feed the output to the AI.
  • Integrated Text IDE: Press F6 to instantly toggle between the chat view, a local file tree, a code editor with symbol outline, and an execution dashboard.
  • And a lot more: Offline Persistent memory with semantic search, goal management, skills (passive and active skills, the latter again a Federate exclusive as on date), speech to text, text to speech, deep research with illustrated pdf generation, computer use, telegram integration, task scheduling etc already baked in, more features might be added in the future.

Installation

Mac/Linux/Android(Termux):

curl https://raw.githubusercontent.com/ROCK-LAB-PRIVATE-LIMITED/federate.ai/main/install.sh | bash

Windows:

irm https://raw.githubusercontent.com/ROCK-LAB-PRIVATE-LIMITED/federate.ai/main/install.ps1 | iex

Via uv:

uv tool install federate

Via pipx:

pipx install federate

You can also install the package via pip. We recommend installing with all optional extras to enable local voice/audio and IDE capabilities:

pip install "federate[all]"

(For a lightweight installation without audio or computer usage capabilities, run pip install federate).

Update

Mac/Linux/Android(Termux):

curl https://raw.githubusercontent.com/ROCK-LAB-PRIVATE-LIMITED/federate.ai/main/update.sh | bash

Windows:

irm https://raw.githubusercontent.com/ROCK-LAB-PRIVATE-LIMITED/federate.ai/main/update.ps1 | iex

Uninstall

Mac/Linux/Android(Termux):

curl https://raw.githubusercontent.com/ROCK-LAB-PRIVATE-LIMITED/federate.ai/main/uninstall.sh | bash

Windows:

irm https://raw.githubusercontent.com/ROCK-LAB-PRIVATE-LIMITED/federate.ai/main/uninstall.ps1 | iex

Quickstart

Start the application from your terminal:

federate

(You can also open the last available chat using federate -r)

Basic Setup

  1. On the first run of Federate, you will be presented with an onboarding popup that will help you setup your first agent.
  2. Set up your active agent, including your API keys and model choices (Federate is pre-configured for OpenRouter, but works with any OpenAI-compatible API).
  3. Federate will securely encrypt and save your credentials inside your native OS keychain.

Changing Safety Modes (Ctrl+T)

To protect your workspace, the system boots in SAFE mode. You can use /tools command to check what tools are available and activated at any time for the current agent.

  • Press Ctrl+T to cycle permissions:
    • SAFE: Agents can only call basic tools (web search, deep research and list files). You can authorize more tools in safe mode on a per-agent basis but they will still present a confirmation popup.
    • SEMI-AUTO: Agents can edit and execute, but Federate will present a popup asking you to approve every single tool execution.
    • FULL-AUTO: Agents can run any and every tool available. No confirmation will be required.

Command Reference

  • Attach Files and Folders: Type & followed by the file path (e.g., &src/main.py). Use UP/DOWN arrow keys to cycle through autocomplete suggestions.
  • Mention Agents: Type @ followed by the agent name to route your message to a specific agent. Use @team to broadcast to everyone, or @room to talk to agents active in the current session. Agents can also use @ to invoke other agents, which is the core of the peer to peer system.
  • Slash Commands: Type / followed by the command. For /help the full list of available commands and their descriptions.
  • Key Bindings:
    • F2: Session Manager (Create a new chat or load historical multi-agent sessions)
    • F4: Open the Active Agent's configuration
    • F5: Change Agent and set the default agent
    • F6: Cycle through UI panels (Chat ↔ IDE Editor ↔ Executions Dashboard)
    • F8: Change your workspace directory
    • Ctrl+K: Start fresh conversation
    • Ctrl+A: ABORT (Emergency stop for any running AI tasks or terminal commands)
    • Ctrl+Q: Quit Federate

Disclaimer

  • All AI systems inherently navigate a trade-off between capability and safety; Federate leans heavily toward the capability aspect. For safe and secure coding with AI assistance, please consider using KittySuite IDE, where the AI does not have the capability to execute code, run commands, or read files you don't explicitly share.

Why We Built Federate

In many regions of the developing world, owning a desktop computer is often a luxury, a lot more people have access to smartphones. Federate is written to bring the joy of programming to as many people as possible, by being as device agnostic as possible. It is designed to run natively and comfortably inside Termux on Android, transforming a spare smartphone into a fully capable engineering workstation.

Federate is also built for advanced power-users on high-end hardware. It runs on any Mac or PC you can throw at it, unlocking system-level features like desktop automation, local speech-to-text with hotword detection, and text-to-speech voice generation.

It is designed to be accessible by everyone, while being incredibly powerful.

Project links

Data verified by PyPI on Jul 28, 2026
Data provided by the project maintainers, verified at the time the release was uploaded to PyPI.

Key dates

PyPI data
Data sourced directly from PyPI's database.
  • Released:
Newer release available (1.0.38)

1 maintainer

PyPI data
Data sourced directly from PyPI's database.
Avatar for geoarkadeep from gravatar.com geoarkadeep

Credits

Author: ROCK-LAB-PRIVATE-LIMITED

GitHub Statistics

Data verified by PyPI on Jul 28, 2026
The GitHub source repository was provided by the project maintainers and verified by PyPI at the time of upload. Stars, forks, and open issues/PRs are derived from that repository and have not been independently verified.

License

Apache Software License (Apache Software License)

Requires

Python >=3.11

Provides Extra

audio vision pdf telegram ide all

Tags

ai agent tui coding llm

Classifiers

Report project as malware

Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distribution

federate-1.0.27.tar.gz (308.5 kB view details)

Uploaded Source

Built Distributions

If you're not sure about the file name format, learn more about wheel file names.

federate-1.0.27-py3-none-win_amd64.whl (11.1 MB view details)

Uploaded Python 3Windows x86-64

federate-1.0.27-py3-none-manylinux2014_x86_64.whl (11.0 MB view details)

Uploaded Python 3

federate-1.0.27-py3-none-manylinux2014_aarch64.whl (10.0 MB view details)

Uploaded Python 3

federate-1.0.27-py3-none-macosx_11_0_arm64.whl (10.4 MB view details)

Uploaded Python 3macOS 11.0+ ARM64

federate-1.0.27-py3-none-macosx_10_9_x86_64.whl (11.0 MB view details)

Uploaded Python 3macOS 10.9+ x86-64

federate-1.0.27-py3-none-android_24_arm64_v8a.whl (10.4 MB view details)

Uploaded Android API level 24+ ARM64 v8aPython 3

File details

Details for the file federate-1.0.27.tar.gz.

File metadata

  • Download URL: federate-1.0.27.tar.gz
  • Upload date:
  • Size: 308.5 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.14

File hashes

Hashes for federate-1.0.27.tar.gz
Algorithm Hash digest
SHA256 f22c6844162c2374f97d790daadcb984d8ddd164169db3a816e53cb444e853de
MD5 2d8862f937d02db769895f61cfa33ee2
BLAKE2b-256 9095fd3bf3fe521a8903819cf3a51ba51d2fbd15d3bee63eb639b83f9df13397

See more details on using hashes here.

Provenance

The following attestation bundles were made for federate-1.0.27.tar.gz:

Publisher: release.yml on ROCK-LAB-PRIVATE-LIMITED/federate.ai

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file federate-1.0.27-py3-none-win_amd64.whl.

File metadata

  • Download URL: federate-1.0.27-py3-none-win_amd64.whl
  • Upload date:
  • Size: 11.1 MB
  • Tags: Python 3, Windows x86-64
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.14

File hashes

Hashes for federate-1.0.27-py3-none-win_amd64.whl
Algorithm Hash digest
SHA256 e189205bd0e578930a71eff71bf137a87589c80276d684d9d72bc0d6466ada67
MD5 2ae66b5942779cbacd6a284fd0485a77
BLAKE2b-256 617232c294e51b4ebdadbc5032cc855dc0bc340d74271800584be3c0e41a277d

See more details on using hashes here.

Provenance

The following attestation bundles were made for federate-1.0.27-py3-none-win_amd64.whl:

Publisher: release.yml on ROCK-LAB-PRIVATE-LIMITED/federate.ai

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file federate-1.0.27-py3-none-manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for federate-1.0.27-py3-none-manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 d7c842ce38b101b70d473e8d39075383cd11555f8a6f502a5981686a9d81a72d
MD5 336fe789bf27b520242e09400aa58b83
BLAKE2b-256 170f6e85c885e53d4411fcdb1971bb6e7298b5d1e1ece4531d2db735adb5cba0

See more details on using hashes here.

Provenance

The following attestation bundles were made for federate-1.0.27-py3-none-manylinux2014_x86_64.whl:

Publisher: release.yml on ROCK-LAB-PRIVATE-LIMITED/federate.ai

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file federate-1.0.27-py3-none-manylinux2014_aarch64.whl.

File metadata

File hashes

Hashes for federate-1.0.27-py3-none-manylinux2014_aarch64.whl
Algorithm Hash digest
SHA256 a249910123edb1d9c24fa61f98b7130b47fb516db975634c23b91f69e8d4adfb
MD5 4d32bc9c0006ada6b52fad59dabcab58
BLAKE2b-256 a96e61590c85ca1380b6aa690a7fc7a833ac1b787bc6091da06ce95bdac8f52a

See more details on using hashes here.

Provenance

The following attestation bundles were made for federate-1.0.27-py3-none-manylinux2014_aarch64.whl:

Publisher: release.yml on ROCK-LAB-PRIVATE-LIMITED/federate.ai

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file federate-1.0.27-py3-none-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for federate-1.0.27-py3-none-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 f92401fc3e2ab5e7e9caae95a8f62cb4dcf08a8fd6b72c42d4254aa2c969b579
MD5 12b2dac1f47810a6c26e00268d1b8c17
BLAKE2b-256 3ea7e7eed8073802a0df61206b5f4df9d701142082800627ed91edc4a118cfe1

See more details on using hashes here.

Provenance

The following attestation bundles were made for federate-1.0.27-py3-none-macosx_11_0_arm64.whl:

Publisher: release.yml on ROCK-LAB-PRIVATE-LIMITED/federate.ai

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file federate-1.0.27-py3-none-macosx_10_9_x86_64.whl.

File metadata

File hashes

Hashes for federate-1.0.27-py3-none-macosx_10_9_x86_64.whl
Algorithm Hash digest
SHA256 d29cc19a399047c908198930480eab549214c53955b867981ad5781ac4e038b8
MD5 24ae9bc2962ee6314d59274fdf6ba58c
BLAKE2b-256 a6136d533b9c1baaf29a9992ac6f786932f8521b03e0cf8d3d4e76d25982bace

See more details on using hashes here.

Provenance

The following attestation bundles were made for federate-1.0.27-py3-none-macosx_10_9_x86_64.whl:

Publisher: release.yml on ROCK-LAB-PRIVATE-LIMITED/federate.ai

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file federate-1.0.27-py3-none-android_24_arm64_v8a.whl.

File metadata

File hashes

Hashes for federate-1.0.27-py3-none-android_24_arm64_v8a.whl
Algorithm Hash digest
SHA256 b1dc9ad30d74469d62d2dac71b5d87b07e61e44aabd1d01769d0a366ad8b93bc
MD5 4732e2cdeebe57d6757fcfb9f1f1b30d
BLAKE2b-256 814ef8fcf0d6e61c9a413cc14045d8b9adfa251c27899116fdf5d39ad5a37e0c

See more details on using hashes here.

Provenance

The following attestation bundles were made for federate-1.0.27-py3-none-android_24_arm64_v8a.whl:

Publisher: release.yml on ROCK-LAB-PRIVATE-LIMITED/federate.ai

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

Release history Release notifications | RSS feed

1.0.38

7 files

1.0.37

7 files

1.0.36

7 files

1.0.35

7 files

1.0.34

7 files

1.0.33

7 files

1.0.32

7 files

1.0.31

7 files

1.0.30

7 files

1.0.29

7 files

1.0.28

7 files

This release

1.0.27 This release

7 files

1.0.26

7 files

1.0.25

7 files

1.0.24

7 files

1.0.23

7 files

1.0.22

7 files

1.0.21

7 files

1.0.20

7 files

1.0.19

7 files

1.0.18

7 files

1.0.17

7 files

1.0.16

7 files

1.0.15

7 files

1.0.14

7 files

1.0.13

7 files

1.0.12

7 files

1.0.11

7 files

1.0.10

7 files

1.0.9

7 files

1.0.8

7 files

1.0.7

7 files

1.0.6

7 files

1.0.5

7 files

1.0.3

7 files

1.0.0

7 files

0.9.43

7 files

0.9.42

7 files

0.9.41

7 files

0.9.40

7 files

0.9.39

7 files

0.9.38

7 files

0.9.37

7 files

0.9.36

7 files

0.9.35

7 files

0.9.34

7 files

0.9.33

7 files

0.9.32

7 files

0.9.31

7 files

0.9.30

7 files

0.9.29

7 files

0.9.28

7 files

0.9.27

7 files

0.9.26

7 files

0.9.25

7 files

0.9.24

7 files

0.9.23

7 files

0.9.21

7 files

0.9.20

7 files

0.9.19

7 files

0.9.18

7 files

0.9.17

7 files

0.9.16

7 files

0.9.14

7 files

0.9.11

7 files

0.9.10

7 files

0.9.9

7 files

0.9.7

7 files

0.9.6

7 files

0.9.5

7 files

0.9.4

7 files

0.9.3

7 files

0.9.2

7 files

0.9.1

7 files

0.9.0

7 files

Anthropic, PBC Visionary sponsor Bloomberg Visionary sponsor Hudson River Trading Visionary sponsor Meta Visionary sponsor NVIDIA Visionary sponsor Microsoft Sustainability sponsor Depot Continuous Integration AWS Cloud computing and Security Sponsor Datadog Monitoring Fastly CDN Google Download Analytics Sentry Error logging StatusPage Status page