Unknown agents

OpenSSH certificate token service for Swarmauri

SSH signature token service for Swarmauri

mTLS-bound JWT token service for Swarmauri

Swarmauri Community Captcha Generator Tool

Execute commands in Docker or Kubernetes containers.

Create GitHub pull requests from containers.

Create a new Docker or Kubernetes session.

Swarmauri Community Dale-Chall Readability Tool

Swarmauri Community Download PDF Tool

Swarmauri Community Entity Recognition Tool

This repository includes an example of a First Class Swarmauri Example.

Load components from a YAML manifest over HTTP.

A tool designed to clear all outputs from a Jupyter Notebook using nbconvert’s ClearOutputPreprocessor, preparing the notebook for sharing or version control.

A tool designed to display rich media and object representations in a Jupyter Notebook using IPython's display functionality.

A tool that programmatically executes and converts a Jupyter Notebook using nbconvert's CLI functionality, enabling automated notebook execution and format conversion.

A tool designed to execute all cells in a Jupyter Notebook using nbconvert’s ExecutePreprocessor, capturing outputs for testing and reporting.

A tool designed to execute parameterized notebooks using papermill, allowing dynamic input and output capture for automated workflows.

A tool that exports a Jupyter Notebook to HTML format using nbconvert’s HTMLExporter, enabling web-based presentation of notebooks.

A tool that exports a Jupyter Notebook to LaTeX format using nbconvert’s LatexExporter, enabling further conversion to PDF.

A Swarmauri tool designed to export Jupyter Notebooks to Markdown.

A tool that converts a plain dictionary into a NotebookNode object using nbformat, facilitating programmatic notebook creation.

A tool designed to retrieve messages from the IOPub channel of a Jupyter kernel using jupyter_client, capturing cell outputs and logs.

A tool that reads a Jupyter Notebook file using nbformat, converting the JSON file into a NotebookNode object.

A tool designed to shut down a running Jupyter kernel programmatically using jupyter_client, releasing all associated resources.

A tool designed to start a new Jupyter kernel programmatically using jupyter_client, enabling execution of notebook cells.

A tool that validates a NotebookNode object against the Jupyter Notebook schema using nbformat, ensuring structural correctness.

A tool that writes a NotebookNode object to a file in JSON format, preserving the notebook structure.

Lexical Density Tool for Swarmauri.

Matplotlib tool for Swarmauri.

Swarmauri Psutil Tool.

This repository includes an example of a First Class Swarmauri Example.

Sentiment Analysis Tool

Swarmauri Smog Index Tool.

Text Length Tool for Swarmauri

Zapier Hook Tool

Toolkit bundling container management tools.

Github Toolkit

A unified toolkit for aggregating standalone jupyter notebook tools.

ASGI transport runner for Swarmauri components using Uvicorn.

HTTP/2 transport adapter built on the Swarmauri H2 mux.

Mutual TLS transport utilities for Swarmauri unicast channels.

QUIC multiplex transport skeleton for Swarmauri.

STDIO bridge transport for spawning Swarmauri-compatible subprocesses.

TLS / mTLS unicast transport for Swarmauri.

UDP transport family for Swarmauri.

Unix domain socket unicast transport for Swarmauri.

Swarmauri Annoy Vector Store

Swarmauri Weaviate Vector Store

A DuckDB based Vector Store

Swarmauri filesystem-aware BM25F vector store

Swarmauri Git Vector Store

Swarmauri MLM Vector Store

Swarmauri Neo4j Vector Store

Swarmauri Pinecone Vector Store

Swarmauri Persistent Qdrant Vector Store

Swarmauri Redis Vector Store

Swarmauri's StateDrivenWorkflow

SwarmBar: Bar plots with individual points and significance markers.

A CLI for interacting with the swarmbase.ai API

Docker Swarm One-Shot Service Runner

Autonomous AI-powered external attack surface assessment

Swarming is a library that features both parallel and serial implementation of the PSO algorithm.

A DSL for building metaheuristics

Run Your Own Robot Swarm Testbed.

pip install swarmk

SwarmLogic - Pytorch

A library for managing Docker Swarm.

A gossip-based swarm communication library

Heuristic Optimization for Python

Advanced Particle Swarm Optimization with multiobjective support, respect boundaries, and cooperative swarms

Paper - Pytorch

Toolbox for ESA's Swarm mission

The official Python library for the swarms-client API

Swarms Cloud - Pytorch

Paper - Pytorch

Swarms Memory - Pytorch

A Rust-powered Python extension for concurrency, file I/O, and async API requests.

The Swarms API SDK

Paper - Pytorch

swarms-torch - Pytorch

SwarmSpawner: A spawner for JupyterHub that uses Docker Swarm's services

Professional PyTorch library for 120+ metaheuristic optimization algorithms (Swarm, Evolutionary, Physics, Hybrid).

Swarm Workflow based on Tubes

A collection of utils

Synap memory integration for LangChain and LangGraph

OpenTelemetry Bedrock instrumentation

OpenTelemetry Cohere instrumentation

OpenTelemetry Haystack instrumentation

OpenTelemetry Langchain instrumentation

OpenTelemetry LlamaIndex instrumentation

OpenTelemetry OpenAI instrumentation

A Experiment Suite

Tablegpt executor python client

Talk to chatgpt

TAPM v2 hook for langchain (migrated to tapm.hook.langchain namespace)

TAPM v2 hook for LlamaIndex (migrated to tapm.hook.llamaindex namespace)

TAPM v2 hook for ollama (migrated to tapm.hook.ollama namespace)

TAPM v2 hook for openai_v2 (migrated to tapm.hook.openai_v2 namespace)

OpenTelemetry Langchain instrumentation

OpenTelemetry LlamaIndex instrumentation