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 21, 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 21, 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-1.0.8.tar.gz (292.4 kB view details)

Uploaded Source

Built Distributions

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

federate-1.0.8-py3-none-win_amd64.whl (11.1 MB view details)

Uploaded Python 3Windows x86-64

federate-1.0.8-py3-none-manylinux2014_x86_64.whl (10.9 MB view details)

Uploaded Python 3

federate-1.0.8-py3-none-manylinux2014_aarch64.whl (10.0 MB view details)

Uploaded Python 3

federate-1.0.8-py3-none-macosx_11_0_arm64.whl (10.3 MB view details)

Uploaded Python 3macOS 11.0+ ARM64

federate-1.0.8-py3-none-macosx_10_9_x86_64.whl (11.0 MB view details)

Uploaded Python 3macOS 10.9+ x86-64

federate-1.0.8-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-1.0.8.tar.gz.

File metadata

  • Download URL: federate-1.0.8.tar.gz
  • Upload date:
  • Size: 292.4 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.14

File hashes

Hashes for federate-1.0.8.tar.gz
Algorithm Hash digest
SHA256 be844eb29efb7b7f1f0d3a92ad87efb79355ffa5d55f15e35d9f2c001dd0d0f1
MD5 f01cc086d817d1f907d3f2a05cf52a1b
BLAKE2b-256 59950ffd70ac0903288d1aac0be8420283d7d6a79bf7cc5eb4d2c4514431b0db

See more details on using hashes here.

Provenance

The following attestation bundles were made for federate-1.0.8.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-1.0.8-py3-none-win_amd64.whl.

File metadata

  • Download URL: federate-1.0.8-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-1.0.8-py3-none-win_amd64.whl
Algorithm Hash digest
SHA256 61faad682901075e4ea14118f5f67f3931ecca74a23d7bb662c9a901945729e9
MD5 eb8fd7d4832e47bca765ca5a4136fd5d
BLAKE2b-256 c0151f1b69f7da79153cf0fa13cc1d0efce52ebdb7a8fcc443ffb8ee0e240ac7

See more details on using hashes here.

Provenance

The following attestation bundles were made for federate-1.0.8-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-1.0.8-py3-none-manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for federate-1.0.8-py3-none-manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 7079ac3b927d0aefc423527900880b82062fe7931c0a5269205146b9c05e6dcb
MD5 2285393b097acacb5b490d80a384b8f7
BLAKE2b-256 f7e5d879fc7b1eb4e139e658af7499769a06c9a97a51300967e06b58fdec5771

See more details on using hashes here.

Provenance

The following attestation bundles were made for federate-1.0.8-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-1.0.8-py3-none-manylinux2014_aarch64.whl.

File metadata

File hashes

Hashes for federate-1.0.8-py3-none-manylinux2014_aarch64.whl
Algorithm Hash digest
SHA256 2b56df5e424915740de0b577cd19dbad39f5025e252a1264418ec4e1f614da46
MD5 2a4230fbb0d6a2362033bf3acf1de11a
BLAKE2b-256 58a214faf52c262e11ccb15dbfa552bea8bad12e926ee5e1b15c59144eb6330b

See more details on using hashes here.

Provenance

The following attestation bundles were made for federate-1.0.8-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-1.0.8-py3-none-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for federate-1.0.8-py3-none-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 06d890653843c4339315ee9125d5934d448bcafe443499f935f00b440164d5ac
MD5 51023228740a36456c604d5dfba8c812
BLAKE2b-256 1fde636971853df06c25537236ad0855ba654695fe49129c576ff4cd72712bf2

See more details on using hashes here.

Provenance

The following attestation bundles were made for federate-1.0.8-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-1.0.8-py3-none-macosx_10_9_x86_64.whl.

File metadata

File hashes

Hashes for federate-1.0.8-py3-none-macosx_10_9_x86_64.whl
Algorithm Hash digest
SHA256 3af38f0403ef57669a23b2af7f4dd9b8425c71cc7e3d1fd7fff60ae12eb2a084
MD5 8f7a333441ccbbc685969600e8577af7
BLAKE2b-256 a00e43a7cb0dfb7414a985ddd32d12b4d71bab39a1f16168171066df7f6f85ad

See more details on using hashes here.

Provenance

The following attestation bundles were made for federate-1.0.8-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-1.0.8-py3-none-android_24_arm64_v8a.whl.

File metadata

File hashes

Hashes for federate-1.0.8-py3-none-android_24_arm64_v8a.whl
Algorithm Hash digest
SHA256 dfee0a284144bff023b2e92e7e27c602a5e58e0034cae69d588bbdc87b1b3d41
MD5 4d0417598d3229e6d7da3b1330b6ff28
BLAKE2b-256 7c1fc4a446e8d202117c461e3083ce0bb87db91689f269da2a81fed3bbd9c83a

See more details on using hashes here.

Provenance

The following attestation bundles were made for federate-1.0.8-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

This release

1.0.8 This release

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