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swarmmesh-cli

PyPIInfrastructure

PulseGate's liveness check found it on 14 Sep 2026; it is registered on GitHub and PyPI and has been in the index since 4 Aug 2026. How this is checked

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.

Inferred · not functionally tested

Open SourceMITCLI
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Overview

5 features

Purpose: Coordinating shared context and memory across multiple parallel AI agents in a swarm without a centralized coordination layer.

Inferred · not functionally tested

Audience: AI agent developers

Inferred · not functionally tested

Functions: agents, collaboration

Inferred · not functionally tested

Interfaces: API: unknown · MCP: indicated (inferred, not tested) · CLI: indicated (inferred, not tested) · Self-hosting: unknown

Recorded constraints: pricing: open_source · license: MIT · platforms: CLI · deployment: cli

Constraint provenance is unknown; confirm requirements with the publisher.

Record sources: pypi.org · github.com. These links do not verify the individual claims.

swarmmesh-cli sits in PulseGate's Multi-agent & orchestration category. Inferred · not functionally tested: It focuses on coordinating shared context and memory across multiple parallel AI agents in a swarm without a centralized coordination layer. Inferred · not functionally tested: It is built as an open-source project for AI agent developers. Basis unknown · not verified: swarmmesh-cli is open source under the MIT license. Basis unknown · not verified: 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. Inferred · not functionally tested: Among its 5 catalogued features are Shared Context, Memory Coordination, and Multi-Agent Orchestration. Basis unknown · not verified: Catalogued interfaces include an MCP server.

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

Tasks: Inferred · not functionally tested

  • Shared Context
  • Memory Coordination
  • Multi-Agent Orchestration
  • WebSocket Support
  • MCP Protocol

Topics: Inferred · not functionally tested

Tags
multi-agent-swarmshared-memoryagent-orchestrationmodel-context-protocolagent-coordination
AI capabilities
Text

JSON profile · Text profile · Access guide

Built with & integrations

Connectors
MCP
Runs on
CLI

Trust & compliance

License
MIT
Public signals
HTTPSOpen SourceGitHubActive maintenance

Indexing history

1

What PulseGate has recorded for this listing

  1. Indexed4 Aug · 03:06 UTC
    swarmmesh-cli seen via PyPI Bulk Enumerator
    Source: PyPI Bulk Enumerator · Open

Frequently asked questions about swarmmesh-cli

What is swarmmesh-cli?
Inferred · not functionally tested: 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 Multi-agent & orchestration on PulseGate.
Who should use swarmmesh-cli?
Inferred · not functionally tested: swarmmesh-cli is an open-source project built for AI agent developers.
Does swarmmesh-cli have a free plan?
Basis unknown · not verified: Yes — swarmmesh-cli is open source under the MIT license and free to use.
What platforms does swarmmesh-cli run on?
Basis unknown · not verified: swarmmesh-cli runs on the command line.
Is swarmmesh-cli still active?
PulseGate's liveness check found it on 14 Sep 2026. Its GitHub repository shows 7 commits in the last 90 days.
What projects are similar to swarmmesh-cli?
Similar projects tracked by PulseGate include swarm-cc, swarmr, and SwarmClaw.swarm-ccswarmrSwarmClaw
Who makes swarmmesh-cli?
swarmmesh-cli is developed by Rudrendu Paul.
How long has swarmmesh-cli been around?
swarmmesh-cli first shipped in 2026.

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