semvec/pypi-packages huggingface dataset:
dayhoff-tools 1.16.2
Common tools for all the repos at Dayhoff Labs
Requires Python: <4.0,>=3.10

# dayhoff-tools (legacy)

> **Note**: Active development has moved to private packages on CodeArtifact: `dh-cli` (developer CLI), `dh-batch` (batch job entrypoints), `dh-embedders` (protein embeddings), and `dh-chem` (chemistry utilities). This package remains on PyPI for backward compatibility with existing notebooks and pipelines that import data utilities (`dayhoff_tools.warehouse`, `dayhoff_tools.file_ops`, `dayhoff_tools.sqlite`, etc.).

## Installation

```bash
pip install dayhoff-tools
```

### Optional Dependencies

Available extras: `full`, `embedders`, `boltz`, `batch`.

```bash
pip install 'dayhoff-tools[full]'
```
peebee 1.3.0
A python package for the intersection of pulsar accelerations and Galactic structure
Requires Python: >=3.6.0

PEEBEE
========================================

Copyright Tom Donlon, 2024 UAH

github user: thomasdonlon

Requires Python v.>3.6.0

-----------------------------------------

A python package for the intersection between pulsar timing, accelerations, and Galactic structure.
Currently, this package mainly includes convenience functions for various things I have needed to do 
in pulsar acceleration research. This package will also form the foundation for the pulsars.uah.edu backend. 

CONTENTS
========================================

A non-exhaustive list of contents of the package is given below:

 - Ability to compute accelerations (including line-of-sight accelerations) for user-defined potentials 
 (including support for gala and galpy potentials)
 - Convenience functions for computing Pdots, including the Shklovskii effect, Relativistic orbital decay, Galactic accelerations, etc. 

INSTALLATION
========================================

FOR USERS:

1. Open your terminal, and run

> python3 -m pip install peebee

FOR DEVELOPERS:

1. Clone the peebee github repository

2. Make the desired changes in the source code

3. Navigate to the directory where you cloned the repo, and then run

> python3 setup.py develop --user

(note, you will probably need to uninstall any previous versions of peebee you had on your machine before running this)

4. To test your changes, insert import statements for the subpackages that you want to use in your .py files as you normally would:

> import peebee.{peebee subpackage}

> ...

5. Once you are done making changes to the source code, put in a pull request to master

6. Navigate to the directory where you cloned the repo, and then run

> python3 setup.py develop --uninstall

> pip3 install peebee

Your changes will not be available in the main peebee build until a new release comes out.

TODO
========================================

MAJOR:
 - Add support for astropy units
 - Development tests to pass before pushing a new version

MINOR:
 - Agama potentials?

KNOWN ISSUES
========================================

- Certain versions of astropy (v6.1.0) and gala (v1.8.1) result in an error being produced when computing accelerations using Gala potentials. This can be resolved by downgrading astropy to v5.3.0 or upgrading Gala to the most recent version.
apkit 0.3.8
Powerful Toolkit for ActivityPub Implementations.
Requires Python: >=3.11

<p align="center">
  <a href="https://fedi-libs.github.io/apkit">
    <img src="https://raw.githubusercontent.com/fedi-libs/assets/refs/heads/main/png/apkit.png" alt="apkit" />
  </a>
</p>
<p align="center">
    <em>Powerful Toolkit for ActivityPub Implementations.</em>
</p>
<p align="center">
  <a href="https://github.com/fedi-libs/apkit/actions/workflows/publish.yml" target="_blank">
      <img src="https://github.com/fedi-libs/apkit/actions/workflows/publish.yml/badge.svg" alt="Test">
  </a>
  <a href="https://pypi.org/project/apkit" target="_blank">
      <img src="https://img.shields.io/pypi/v/apkit.svg" alt="Package version">
  </a>
  <a href="https://results.pre-commit.ci/latest/github/fedi-libs/apkit/main" target="_blank">
      <img src="https://results.pre-commit.ci/badge/github/fedi-libs/apkit/main.svg" alt="pre-commit.ci status">
  </a>
  <a href="https://deepwiki.com/fedi-libs/apkit" target="_blank">
      <img src="https://deepwiki.com/badge.svg" alt="Ask DeepWiki">
  </a>
</p>

---

**Documentation**: <a href="https://fedi-libs.github.io/apkit" target="_blank">https://fedi-libs.github.io/apkit</a>

**Source Code**: <a href="https://github.com/fedi-libs/apkit" target="_blank">https://github.com/fedi-libs/apkit</a>

---

> [!WARNING]
> **apkit is not stable. API changes with no regard for backward compatibility and new releases are sometimes made at short intervals**.

**apkit** is a modern, fast, and powerful toolkit for building ActivityPub-based applications with Python, based on standard Python type hints.

The key features are:

- **FastAPI-based Server**: Build high-performance, production-ready ActivityPub servers with the power and simplicity of FastAPI.
- **Async Client**: Interact with other Fediverse servers using a modern `async` HTTP client.
- **Built-in Helpers**: Simplified setup for Webfinger, NodeInfo, HTTP Signatures, and other Fediverse protocols.
- **Extensible**: Designed to be flexible and easy to extend for your own custom ActivityPub logic.

## Requirements

- Python 3.12+
- [FastAPI](https://fastapi.tiangolo.com/) for the server part.
- [apmodel](https://github.com/fedi-libs/apmodel) for ActivityPub models.
- [apsig](https://github.com/fedi-libs/apsig) for HTTP Signatures.

## Installation

```bash
pip install apkit
```

To include the server components (based on FastAPI), install with the `server` extra:

```bash
pip install "apkit[server]"
```

## Example

Create a simple ActivityPub actor and serve it:

```python
from apkit.models import Person
from apkit.server.app import ActivityPubServer
from apkit.server.responses import ActivityResponse

app = ActivityPubServer()

HOST = "example.com"

actor = Person(
    id=f"https://{HOST}/actor",
    name="apkit Demo",
    preferredUsername="demo",
    inbox=f"https://{HOST}/inbox",
)

@app.get("/actor")
async def get_actor():
    return ActivityResponse(actor)

```

Run the server with `uvicorn`:

```bash
$ uvicorn main:app
```
swarmauri_vectorstore_doc2vec 0.9.0.dev34
A Doc2Vec based Vector Store and Doc2Vec Based Embedding Model.
Requires Python: <3.13,>=3.10
Keywords: swarmauri, sdk, standards, vectorstore, doc2vec, machine-learning


![Swarmauri Logo](https://github.com/swarmauri/swarmauri-sdk/blob/3d4d1cfa949399d7019ae9d8f296afba773dfb7f/assets/swarmauri.brand.theme.svg)

<p align="center">
    <a href="https://pypi.org/project/swarmauri_vectorstore_doc2vec/">
        <img src="https://img.shields.io/pypi/dm/swarmauri_vectorstore_doc2vec" alt="PyPI - Downloads"/></a>
    <a href="https://hits.sh/github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_vectorstore_doc2vec/">
        <img alt="Hits" src="https://hits.sh/github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_vectorstore_doc2vec.svg"/></a>
    <a href="https://pypi.org/project/swarmauri_vectorstore_doc2vec/">
        <img src="https://img.shields.io/pypi/pyversions/swarmauri_vectorstore_doc2vec" alt="PyPI - Python Version"/></a>
    <a href="https://pypi.org/project/swarmauri_vectorstore_doc2vec/">
        <img src="https://img.shields.io/pypi/l/swarmauri_vectorstore_doc2vec" alt="PyPI - License"/></a>
    <a href="https://pypi.org/project/swarmauri_vectorstore_doc2vec/">
        <img src="https://img.shields.io/pypi/v/swarmauri_vectorstore_doc2vec?label=swarmauri_vectorstore_doc2vec&color=green" alt="PyPI - swarmauri_vectorstore_doc2vec"/></a>
</p>

---

# Swarmauri Vectorstore Doc2vec

A vector store implementation using Doc2Vec for document embedding and similarity search.

## Installation

```bash
pip install swarmauri_vectorstore_doc2vec
```

## Usage

```python
from swarmauri.vectorstores.Doc2VecVectorStore import Doc2VecVectorStore
from swarmauri.documents.Document import Document


# Initialize vector store
vector_store = Doc2VecVectorStore()

# Add documents
documents = [
    Document(content="This is the first document"),
    Document(content="Here is another document"),
    Document(content="And a third document")
]
vector_store.add_documents(documents)

# Retrieve similar documents
results = vector_store.retrieve(query="document", top_k=2)
```

## Want to help?

If you want to contribute to swarmauri-sdk, read up on our [guidelines for contributing](https://github.com/swarmauri/swarmauri-sdk/blob/master/contributing.md) that will help you get started.
sequins-inventory-tool 1.2.5
A tool for sequins inventory.
Requires Python: >=3.13

# Inventory Tool

This directory contains the **Inventory Tool**, a utility designed to interact
with the Sequins inventory system.

## Commands

### Database

The `database` command interacts directly with the underlying mongodb instance,
and is used to initialize, delete, or add initial data directly to the database.

* `create-idexes` - Creates the indexes used by mongodb for uniqueness and
searching.
* `drop` - Removes the database from the mongodb server.

### Product Numbering

The `product-numbering` command interacts with the part definition API to list
all defined products in the inventory.

### Location

The `location` command interacts with the location API to list location data in
the inventory system.


### Users

The `user` command interacts with the user API to list users in the inventory.
swarmauri_toolkit_containertoolkit 0.8.0.dev34
Toolkit bundling container management tools.
Requires Python: <3.13,>=3.10
Keywords: swarmauri, sdk, standards, toolkit, containertoolkit, tooling

![Swarmauri Logo](https://github.com/swarmauri/swarmauri-sdk/blob/3d4d1cfa949399d7019ae9d8f296afba773dfb7f/assets/swarmauri.brand.theme.svg)

<p align="center">
    <a href="https://pypi.org/project/swarmauri_toolkit_containertoolkit/">
        <img src="https://img.shields.io/pypi/dm/swarmauri_toolkit_containertoolkit" alt="PyPI - Downloads"/></a>
    <a href="https://hits.sh/github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_toolkit_containertoolkit/">
        <img alt="Hits" src="https://hits.sh/github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_toolkit_containertoolkit.svg"/></a>
    <a href="https://pypi.org/project/swarmauri_toolkit_containertoolkit/">
        <img src="https://img.shields.io/pypi/pyversions/swarmauri_toolkit_containertoolkit" alt="PyPI - Python Version"/></a>
    <a href="https://pypi.org/project/swarmauri_toolkit_containertoolkit/">
        <img src="https://img.shields.io/pypi/l/swarmauri_toolkit_containertoolkit" alt="PyPI - License"/></a>
    <a href="https://pypi.org/project/swarmauri_toolkit_containertoolkit/">
        <img src="https://img.shields.io/pypi/v/swarmauri_toolkit_containertoolkit?label=swarmauri_toolkit_containertoolkit&color=green" alt="PyPI - swarmauri_toolkit_containertoolkit"/></a>
</p>

---

# Swarmauri Toolkit ContainerToolkit

An aggregation of container management tools for Swarmauri agents.

## Installation

```bash
pip install swarmauri_toolkit_containertoolkit
```

## Usage

```python
from swarmauri_toolkit_containertoolkit import ContainerToolkit

toolkit = ContainerToolkit(container_name="my-container", image="ubuntu:latest")
print(toolkit.tools.keys())
```
swarmauri_tool_matplotlib 0.9.0.dev32
Matplotlib tool for Swarmauri.
Requires Python: <3.13,>=3.10
Keywords: swarmauri, sdk, standards, tool, matplotlib, tooling


![Swarmauri Logo](https://github.com/swarmauri/swarmauri-sdk/blob/3d4d1cfa949399d7019ae9d8f296afba773dfb7f/assets/swarmauri.brand.theme.svg)

<p align="center">
    <a href="https://pypi.org/project/swarmauri_tool_matplotlib/">
        <img src="https://img.shields.io/pypi/dm/swarmauri_tool_matplotlib" alt="PyPI - Downloads"/></a>
    <a href="https://hits.sh/github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_tool_matplotlib/">
        <img alt="Hits" src="https://hits.sh/github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_tool_matplotlib.svg"/></a>
    <a href="https://pypi.org/project/swarmauri_tool_matplotlib/">
        <img src="https://img.shields.io/pypi/pyversions/swarmauri_tool_matplotlib" alt="PyPI - Python Version"/></a>
    <a href="https://pypi.org/project/swarmauri_tool_matplotlib/">
        <img src="https://img.shields.io/pypi/l/swarmauri_tool_matplotlib" alt="PyPI - License"/></a>
    <a href="https://pypi.org/project/swarmauri_tool_matplotlib/">
        <img src="https://img.shields.io/pypi/v/swarmauri_tool_matplotlib?label=swarmauri_tool_matplotlib&color=green" alt="PyPI - swarmauri_tool_matplotlib"/></a>
</p>

---

# Swarmauri Tool Matplotlib

A Swarmauri package that provides tools for generating plots using Matplotlib. Includes support for basic plots and CSV data visualization.

## Installation

```bash
pip install swarmauri_tool_matplotlib
```

## Usage

### Basic Plotting
```python
from swarmauri.tools.MatplotlibTool import MatplotlibTool

# Create a tool instance
tool = MatplotlibTool()

# Generate a line plot
result = tool(
    plot_type="line",
    x_data=[1, 2, 3],
    y_data=[4, 5, 6],
    title="Line Plot",
    x_label="X-axis",
    y_label="Y-axis",
    save_path="plot.png"
)
```

### CSV Data Plotting
```python
from swarmauri_tool_matplotlib.MatplotlibCsvTool import MatplotlibCsvTool

# Create a CSV tool instance
csv_tool = MatplotlibCsvTool()

# Generate a plot from CSV data
result = csv_tool(
    csv_file="data.csv",
    x_column="x",
    y_column="y",
    output_file="csv_plot.png"
)
```

## Want to help?

If you want to contribute to swarmauri-sdk, read up on our [guidelines for contributing](https://github.com/swarmauri/swarmauri-sdk/blob/master/contributing.md) that will help you get started.
swarmauri_tool_httploaded 0.9.0.dev32
Load components from a YAML manifest over HTTP.
Requires Python: <3.13,>=3.10
Keywords: swarmauri, sdk, standards, tool, httploaded, tooling

![Swarmauri Logo](https://github.com/swarmauri/swarmauri-sdk/blob/3d4d1cfa949399d7019ae9d8f296afba773dfb7f/assets/swarmauri.brand.theme.svg)

<p align="center">
    <a href="https://pypi.org/project/swarmauri_tool_httploaded/">
        <img src="https://img.shields.io/pypi/dm/swarmauri_tool_httploaded" alt="PyPI - Downloads"/></a>
    <a href="https://hits.sh/github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_tool_httploaded/">
        <img alt="Hits" src="https://hits.sh/github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_tool_httploaded.svg"/></a>
    <a href="https://pypi.org/project/swarmauri_tool_httploaded/">
        <img src="https://img.shields.io/pypi/pyversions/swarmauri_tool_httploaded" alt="PyPI - Python Version"/></a>
    <a href="https://pypi.org/project/swarmauri_tool_httploaded/">
        <img src="https://img.shields.io/pypi/l/swarmauri_tool_httploaded" alt="PyPI - License"/></a>
    <a href="https://pypi.org/project/swarmauri_tool_httploaded/">
        <img src="https://img.shields.io/pypi/v/swarmauri_tool_httploaded?label=swarmauri_tool_httploaded&color=green" alt="PyPI - swarmauri_tool_httploaded"/></a>
</p>

---

# Swarmauri Tool HTTPLoaded

Load components from a remote YAML manifest at instantiation time.
swarmauri_tool_containernewsession 0.9.0.dev32
Create a new Docker or Kubernetes session.
Requires Python: <3.13,>=3.10
Keywords: swarmauri, sdk, standards, tool, containernewsession, tooling

![Swarmauri Logo](https://github.com/swarmauri/swarmauri-sdk/blob/3d4d1cfa949399d7019ae9d8f296afba773dfb7f/assets/swarmauri.brand.theme.svg)

<p align="center">
    <a href="https://pypi.org/project/swarmauri_tool_containernewsession/">
        <img src="https://img.shields.io/pypi/dm/swarmauri_tool_containernewsession" alt="PyPI - Downloads"/></a>
    <a href="https://hits.sh/github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_tool_containernewsession/">
        <img alt="Hits" src="https://hits.sh/github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_tool_containernewsession.svg"/></a>
    <a href="https://pypi.org/project/swarmauri_tool_containernewsession/">
        <img src="https://img.shields.io/pypi/pyversions/swarmauri_tool_containernewsession" alt="PyPI - Python Version"/></a>
    <a href="https://pypi.org/project/swarmauri_tool_containernewsession/">
        <img src="https://img.shields.io/pypi/l/swarmauri_tool_containernewsession" alt="PyPI - License"/></a>
    <a href="https://pypi.org/project/swarmauri_tool_containernewsession/">
        <img src="https://img.shields.io/pypi/v/swarmauri_tool_containernewsession?label=swarmauri_tool_containernewsession&color=green" alt="PyPI - swarmauri_tool_containernewsession"/></a>
</p>

---

# Swarmauri Tool ContainerNewSession

A tool for starting a new Docker or Kubernetes session from your Swarmauri agents.

## Installation

```bash
pip install swarmauri_tool_containernewsession
```

## Usage

```python
from swarmauri_tool_containernewsession import ContainerNewSessionTool

tool = ContainerNewSessionTool(container_name="my-container", image="ubuntu:latest")
result = tool()
print(result["stdout"])
```
swarmauri_tool_githubloader 0.9.0.dev35
Load YAML-defined components directly from GitHub repositories.
Requires Python: <3.13,>=3.10
Keywords: swarmauri, sdk, standards, tool, githubloader, tooling

![Swarmauri Logo](https://github.com/swarmauri/swarmauri-sdk/blob/3d4d1cfa949399d7019ae9d8f296afba773dfb7f/assets/swarmauri.brand.theme.svg)

<p align="center">
    <a href="https://pypi.org/project/swarmauri_tool_githubloader/">
        <img src="https://img.shields.io/pypi/dm/swarmauri_tool_githubloader" alt="PyPI - Downloads"/></a>
    <a href="https://hits.sh/github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_tool_githubloader/">
        <img alt="Hits" src="https://hits.sh/github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_tool_githubloader.svg"/></a>
    <a href="https://pypi.org/project/swarmauri_tool_githubloader/">
        <img src="https://img.shields.io/pypi/pyversions/swarmauri_tool_githubloader" alt="PyPI - Python Version"/></a>
    <a href="https://pypi.org/project/swarmauri_tool_githubloader/">
        <img src="https://img.shields.io/pypi/l/swarmauri_tool_githubloader" alt="PyPI - License"/></a>
    <a href="https://pypi.org/project/swarmauri_tool_githubloader/">
        <img src="https://img.shields.io/pypi/v/swarmauri_tool_githubloader?label=swarmauri_tool_githubloader&color=green" alt="PyPI - swarmauri_tool_githubloader"/></a>
</p>

---

# Swarmauri Tool GithubLoader

Load YAML-defined components directly from GitHub repositories.

## Installation

```bash
pip install swarmauri_tool_githubloader
```

## Usage

```python
from swarmauri_tool_githubloader import GithubLoadedTool

# Load a tool from GitHub
tool = GithubLoadedTool(
    owner="myorg",
    repo="myrepo",
    path="tools/addition.yaml",
)

# Use like any other tool
result = tool(x=1, y=2)
```

### Options

Customize how the loader fetches your component:

- **branch** – Branch to read from (defaults to `"master"`).
- **commit_ref** – Specific commit SHA; overrides `branch` when provided.
- **token** – GitHub token for private repositories.
- **use_cache** – Set to `False` to reload the component on every call.

### Advanced examples

Fetch from a branch and pin a commit:

```python
tool = GithubLoadedTool(
    owner="myorg",
    repo="myrepo",
    path="tools/addition.yaml",
    branch="develop",
    commit_ref="0123456789abcdef",
)
```

Load from a private repository with caching disabled:

```python
import os

tool = GithubLoadedTool(
    owner="myorg",
    repo="private-repo",
    path="tools/addition.yaml",
    token=os.environ["GITHUB_TOKEN"],
    use_cache=False,
)
```

## Want to help?

If you want to contribute to swarmauri-sdk, read up on our [guidelines for contributing](https://github.com/swarmauri/swarmauri-sdk/blob/master/contributing.md) that will help you get started.
swarmauri_tool_containermakepr 0.9.0.dev32
Create GitHub pull requests from containers.
Requires Python: <3.13,>=3.10
Keywords: swarmauri, sdk, standards, tool, containermakepr, tooling

![Swarmauri Logo](https://github.com/swarmauri/swarmauri-sdk/blob/3d4d1cfa949399d7019ae9d8f296afba773dfb7f/assets/swarmauri.brand.theme.svg)

<p align="center">
    <a href="https://pypi.org/project/swarmauri_tool_containermakepr/">
        <img src="https://img.shields.io/pypi/dm/swarmauri_tool_containermakepr" alt="PyPI - Downloads"/></a>
    <a href="https://hits.sh/github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_tool_containermakepr/">
        <img alt="Hits" src="https://hits.sh/github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_tool_containermakepr.svg"/></a>
    <a href="https://pypi.org/project/swarmauri_tool_containermakepr/">
        <img src="https://img.shields.io/pypi/pyversions/swarmauri_tool_containermakepr" alt="PyPI - Python Version"/></a>
    <a href="https://pypi.org/project/swarmauri_tool_containermakepr/">
        <img src="https://img.shields.io/pypi/l/swarmauri_tool_containermakepr" alt="PyPI - License"/></a>
    <a href="https://pypi.org/project/swarmauri_tool_containermakepr/">
        <img src="https://img.shields.io/pypi/v/swarmauri_tool_containermakepr?label=swarmauri_tool_containermakepr&color=green" alt="PyPI - swarmauri_tool_containermakepr"/></a>
</p>

---

# Swarmauri Tool ContainerMakePR

Create GitHub pull requests from within a container using the `gh` CLI.

## Installation

```bash
pip install swarmauri_tool_containermakepr
```

## Usage

```python
from swarmauri_tool_containermakepr import ContainerMakePrTool

tool = ContainerMakePrTool(container_name="my-container")
tool(title="Update", body="PR body")
```

## Want to help?

If you want to contribute to swarmauri-sdk, read up on our
[guidelines for contributing](https://github.com/swarmauri/swarmauri-sdk/blob/master/CONTRIBUTING.md)
that will help you get started.
swarmauri_tool_containerfeedchars 0.9.0.dev32
Execute commands in Docker or Kubernetes containers.
Requires Python: <3.13,>=3.10
Keywords: swarmauri, sdk, standards, tool, containerfeedchars, tooling

![Swarmauri Logo](https://github.com/swarmauri/swarmauri-sdk/blob/3d4d1cfa949399d7019ae9d8f296afba773dfb7f/assets/swarmauri.brand.theme.svg)

<p align="center">
    <a href="https://pypi.org/project/swarmauri_tool_containerfeedchars/">
        <img src="https://img.shields.io/pypi/dm/swarmauri_tool_containerfeedchars" alt="PyPI - Downloads"/></a>
    <a href="https://hits.sh/github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_tool_containerfeedchars/">
        <img alt="Hits" src="https://hits.sh/github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_tool_containerfeedchars.svg"/></a>
    <a href="https://pypi.org/project/swarmauri_tool_containerfeedchars/">
        <img src="https://img.shields.io/pypi/pyversions/swarmauri_tool_containerfeedchars" alt="PyPI - Python Version"/></a>
    <a href="https://pypi.org/project/swarmauri_tool_containerfeedchars/">
        <img src="https://img.shields.io/pypi/l/swarmauri_tool_containerfeedchars" alt="PyPI - License"/></a>
    <a href="https://pypi.org/project/swarmauri_tool_containerfeedchars/">
        <img src="https://img.shields.io/pypi/v/swarmauri_tool_containerfeedchars?label=swarmauri_tool_containerfeedchars&color=green" alt="PyPI - swarmauri_tool_containerfeedchars"/></a>
</p>

---

# Swarmauri Tool ContainerFeedChars

Execute commands inside a Docker or Kubernetes container session.

## Installation

```bash
pip install swarmauri_tool_containerfeedchars
```

## Usage

```python
from swarmauri_tool_containerfeedchars import ContainerFeedCharsTool

tool = ContainerFeedCharsTool(container_name="my-container")
output = tool(command="ls -al")
print(output["stdout"])
```

## Want to help?

If you want to contribute to swarmauri-sdk, read up on our
[guidelines for contributing](https://github.com/swarmauri/swarmauri-sdk/blob/master/CONTRIBUTING.md)
that will help you get started.