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.
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.
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