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 20, 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 20, 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-1.0.6.tar.gz (291.0 kB view details)

Uploaded Source

Built Distributions

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

federate-1.0.6-py3-none-win_amd64.whl (11.1 MB view details)

Uploaded Python 3Windows x86-64

federate-1.0.6-py3-none-manylinux2014_x86_64.whl (10.9 MB view details)

Uploaded Python 3

federate-1.0.6-py3-none-manylinux2014_aarch64.whl (10.0 MB view details)

Uploaded Python 3

federate-1.0.6-py3-none-macosx_11_0_arm64.whl (10.3 MB view details)

Uploaded Python 3macOS 11.0+ ARM64

federate-1.0.6-py3-none-macosx_10_9_x86_64.whl (11.0 MB view details)

Uploaded Python 3macOS 10.9+ x86-64

federate-1.0.6-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-1.0.6.tar.gz.

File metadata

  • Download URL: federate-1.0.6.tar.gz
  • Upload date:
  • Size: 291.0 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.14

File hashes

Hashes for federate-1.0.6.tar.gz
Algorithm Hash digest
SHA256 e2a4183956e116ad6624500de0e07910e3a5d25a6b3ec9d958f3b9d4604be53a
MD5 c4e2e4a7fe12a76b377c0ec83535fdd4
BLAKE2b-256 c2882ba60d8101347e77233dd5164ff61fad9da56cfd9dc32f133a4c32f76e18

See more details on using hashes here.

Provenance

The following attestation bundles were made for federate-1.0.6.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-1.0.6-py3-none-win_amd64.whl.

File metadata

  • Download URL: federate-1.0.6-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-1.0.6-py3-none-win_amd64.whl
Algorithm Hash digest
SHA256 2354cd943162a5c3e462c369be43be027e8fa874df27c40958a722cbf44f08b7
MD5 f82b2a462e3c7c97753c524fb54c59de
BLAKE2b-256 a542dc144b2537488d376996557190406b5937885571ac8933766a8062f70405

See more details on using hashes here.

Provenance

The following attestation bundles were made for federate-1.0.6-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-1.0.6-py3-none-manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for federate-1.0.6-py3-none-manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 33939644bd21fd7888d112225587d07b3a6d29a5a13909547d7fa3811a14b804
MD5 2bd76c01cf2ac46e717e200feb8e65f3
BLAKE2b-256 bee7534d8abc040bd3ac5a858209a8aff8238749484f003cd61178a5dce48760

See more details on using hashes here.

Provenance

The following attestation bundles were made for federate-1.0.6-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-1.0.6-py3-none-manylinux2014_aarch64.whl.

File metadata

File hashes

Hashes for federate-1.0.6-py3-none-manylinux2014_aarch64.whl
Algorithm Hash digest
SHA256 9ec73730b39710f8c743a9896f29235fd36a6b3331c38408cc84950c6babca9d
MD5 1772fd1af8b1e0c80c0895470b1e8823
BLAKE2b-256 c7b05624c220b580db6cb00417ba2fac8e4e6429afd5badd22d9907ec88bc608

See more details on using hashes here.

Provenance

The following attestation bundles were made for federate-1.0.6-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-1.0.6-py3-none-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for federate-1.0.6-py3-none-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 c30485208caefdb7ac2b9e85747d7d0dc129f9179e840734ab9bdf3f2835f2b6
MD5 5578a37e1db119affecea9b8b050d845
BLAKE2b-256 0c5936ad94a053c5a89454163d820b83191ef040fe127a13a9d84c34dc02fbe5

See more details on using hashes here.

Provenance

The following attestation bundles were made for federate-1.0.6-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-1.0.6-py3-none-macosx_10_9_x86_64.whl.

File metadata

File hashes

Hashes for federate-1.0.6-py3-none-macosx_10_9_x86_64.whl
Algorithm Hash digest
SHA256 83774ed1007ed8514e3cd12c1903b1c51b88c31972a3f2626ffd11ca5e9b99ae
MD5 c39355778866d3bc7d07248feda2eb86
BLAKE2b-256 6ca07c175e81edaf9e1e837cdceb0f073e49ee517cb7f0cd51a0d8c26dcfc8ba

See more details on using hashes here.

Provenance

The following attestation bundles were made for federate-1.0.6-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-1.0.6-py3-none-android_24_arm64_v8a.whl.

File metadata

File hashes

Hashes for federate-1.0.6-py3-none-android_24_arm64_v8a.whl
Algorithm Hash digest
SHA256 c0109b09bc614a4cd8ff906cd6363c9fba3d06446b2d9974165ed0b5f4f1b046
MD5 37a89424b3de6b82cc4143ac30093604
BLAKE2b-256 e736b42a1cd6903a927a91c44d88a7813bfd960d9ed200c0c5e09281394834ef

See more details on using hashes here.

Provenance

The following attestation bundles were made for federate-1.0.6-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

1.0.27

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

This release

1.0.6 This release

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