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swarmmesh-cli

PyPI·Infrastructure

swarmmesh-cli is a shared-context and memory coordination server accompanied by a CLI for swarms of parallel AI agents. It implements the SwarmMesh v1 protocol over HTTP, WebSocket, and MCP. The tool enables agents to share state and coordinate actions efficiently in multi-agent systems. It is built with FastAPI and is ideal for developers building complex agent swarms.

Open SourceMITCLI
Visit PyPI↗

Overview

5 features

swarmmesh-cli sits in PulseGate's AI & ML category. It focuses on coordinating shared context and memory across multiple parallel AI agents in a swarm without a centralized coordination layer. It is built as an open-source project for AI agent developers. swarmmesh-cli is open source under the MIT license. It runs on the command line.

Rudrendu Paul builds and maintains swarmmesh-cli, and it first shipped in 2026. The project is developed in the open on GitHub with 7 commits in the last 90 days. Among its 5 catalogued features are Shared Context, Memory Coordination, and Multi-Agent Orchestration. It exposes integrations via an MCP server.

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

  • ✓Shared Context
  • ✓Memory Coordination
  • ✓Multi-Agent Orchestration
  • ✓WebSocket Support
  • ✓MCP Protocol
Tags
multi-agent-swarmshared-memoryagent-orchestrationmodel-context-protocolagent-coordination
AI capabilities
Text

Built with & integrations

Connectors
MCP
Runs on
CLI

Trust & compliance

License
MIT
Verified signals
✓HTTPS✓Open Source✓GitHub✓Active maintenance

Indexing history

1

What PulseGate has recorded for this listing

  1. Indexed4 Aug · 03:06 UTC
    swarmmesh-cli verified against its public source
    Source: PulseGate · Open ↗

Frequently asked questions about swarmmesh-cli

What is swarmmesh-cli?
Swarmmesh-cli focuses on coordinating shared context and memory across multiple parallel AI agents in a swarm without a centralized coordination layer. It is catalogued under AI & ML on PulseGate.
Who should use swarmmesh-cli?
swarmmesh-cli is an open-source project built for AI agent developers.
Does swarmmesh-cli have a free plan?
Yes — swarmmesh-cli is open source under the MIT license and free to use.
What platforms does swarmmesh-cli run on?
swarmmesh-cli runs on the command line.
Is swarmmesh-cli still active?
The GitHub repository shows 7 commits in the last 90 days.
Who makes swarmmesh-cli?
swarmmesh-cli is developed by Rudrendu Paul.
How long has swarmmesh-cli been around?
swarmmesh-cli first shipped in 2026.
Is swarmmesh-cli open source?
Yes — swarmmesh-cli is open source under the MIT license, developed on GitHub.

At a glance

Platforms
Cli
Languages
English
Open source
Yes (GitHub)
License
MIT
First seen
4 Aug 2026
Built for
AI agent developers
Model
Open source
Solves
Coordinating shared context and memory across multiple parallel AI agents in a swarm without a centralized coordination layer.

Registered as

GitHub
RudrenduPaul/swarmmesh
PyPI
swarmmesh-cli

Developer

Rudrendu Paul
Solo developer
↗ GitHub

Open source

View on GitHub →
Stars
0
Forks
0
Open issues
0
Last commit
4 Aug 2026
Commits 90d
7
Contributors
1
Authorship
Solo
Default branch
main
Latest release
python-v0.1.0 · 4 Aug 2026

Live coverage

Identity confidence
Low · 64
Indexed
4 Aug 2026
Lifecycle
Alive
First seen
Aug 2026
Last seen
4 Aug 2026
Identity audit (13)
Slug
swarmmesh-cli-pypi-org
Lifecycle state recorded
4 Aug 2026
Verification state
Indexed for public listing
Listing state
Listed: yes
Index status
Included in index
Latest evidence snapshot
4 Aug 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
4 Aug 2026
Canonical URL
https://pypi.org/project/swarmmesh-cli

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