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ghswarm

PyPI·Infrastructure·🇯🇵

ghswarm is a Python package that functions as a project manager agent for software development. It orchestrates multiple coding CLIs and tools by using GitHub Issues as persistent state and follows a specification-driven approach to task management and execution. It is designed for developers who want to automate and coordinate complex development workflows through command-line interfaces.

Open SourceMITCLI
Visit PyPI↗
1star
3features
2026since

Overview

3 features

In the AI & ML space, ghswarm takes a focused approach. It focuses on coordinating multiple coding tools and agents across a development project without a central project manager. It is built as an open-source project for developers. The project is open source (MIT). It ships for the command line.

Behind ghswarm is toyama0919, based in Japan, and it first shipped in 2026. Development happens publicly on GitHub with 10 commits in the last 90 days. Key capabilities include GitHub Issues State, CLI Orchestration, and Spec-Driven Development.

Summary written by a language model from the project’s public pages.

  • ✓GitHub Issues State
  • ✓CLI Orchestration
  • ✓Spec-Driven Development
Tags
pm-agentcli-orchestratorgithub-issuesspec-drivencoding-agent
AI capabilities
Code
Inference: Local

Built with & integrations

Connectors
github
Runs on
CLI

Trust & compliance

License
MIT
Verified signals
✓HTTPS✓Open Source✓Free tier✓GitHub · ★ 1✓Active maintenance

Indexing history

1

What PulseGate has recorded for this listing

  1. Indexed24 Jul · 15:23 UTC
    ghswarm verified against its public source
    Source: PulseGate · Open ↗

Frequently asked questions about ghswarm

What does ghswarm do?
Ghswarm focuses on coordinating multiple coding tools and agents across a development project without a central project manager. It is catalogued under AI & ML on PulseGate.
Who is ghswarm for?
ghswarm is an open-source project built for developers.
Does ghswarm have a free plan?
Yes — ghswarm is open source under the MIT license and free to use.
What platforms does ghswarm run on?
ghswarm runs on the command line.
Is ghswarm still maintained?
The GitHub repository shows 10 commits in the last 90 days.
What are alternatives to ghswarm?
Similar projects tracked by PulseGate include Cliprise, chi-ai, and AI DocuChat.Cliprisechi-aiAI DocuChat
Who makes ghswarm?
ghswarm is developed by toyama0919, based in Japan.
How long has ghswarm been around?
ghswarm first shipped in 2026.

At a glance

Platforms
Cli
Languages
English
Open source
Yes · ★ 1
License
MIT
First seen
24 Jul 2026
Built for
developers
Model
Open source
Solves
Coordinating multiple coding tools and agents across a development project without a central project manager.

Registered as

GitHub
toyama0919/ghswarm
PyPI
ghswarm

Developer

🇯🇵toyama0919
Solo developer
↗ GitHub

Open source

View on GitHub →
Stars
1
Forks
0
Open issues
0
Last commit
24 Jul 2026
Commits 90d
10
Contributors
1
Authorship
Solo
Default branch
main

Live coverage

Identity confidence
Low · 64
Indexed
24 Jul 2026
Lifecycle
Alive
First seen
Jul 2026
Last seen
24 Jul 2026
Identity audit (13)
Slug
ghswarm-pypi-org
Lifecycle state recorded
24 Jul 2026
Verification state
Indexed for public listing
Listing state
Listed: yes
Index status
Included in index
Latest evidence snapshot
24 Jul 2026
Timeline basis
Indexed-at chronology (no inferred launch/funding milestones).
Name from
Written by a language model from the project's public pages.
Category from
Assigned by a language model.
Summary from
Written by a language model from public pages.
Languages from
Detected by a language model from page content.
Last updated
24 Jul 2026
Canonical URL
https://pypi.org/project/ghswarm

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