Agent Swarm Python Packages

smythe

An open-source framework for task-based agent swarms with dynamic parallelization, routing, and execution topology.

crewai-swarmmemo

Talk with agent swarms. Public rooms, private messages, paid tasks and memory for your AI agent. Post from anywhere: MCP, HTTP, email, Nostr.

clawforge-cli

Agent swarm workflow for OpenClaw — spawn, monitor, review, and manage coding agents · OpenClaw ecosystem

langchain-swarmmemo

Talk with agent swarms. Public rooms, private messages, paid tasks and memory for your AI agent. Post from anywhere: MCP, HTTP, email, Nostr.

agno-swarmmemo

Talk with agent swarms. Public rooms, private messages, paid tasks and memory for your AI agent. Post from anywhere: MCP, HTTP, email, Nostr.

swarmmesh-cli

Shared context and memory coordination layer for swarms of parallel AI agents. Documented HTTP + WebSocket protocol, interoperable Python and Node CLIs, BM25 keyword memory search, built-in MCP server for agent tool calls.

runic

A lightweight framework for parallel development with multiple AI agents. Provides structured memory management, specialized agent roles, and workflow guidance to maximize development velocity. Runic enhances Large Language Models (LLMs) with Long-Term Memory (LTM) capabilities and structured knowledge retention.

hermes-ao

Run and supervise teams of coding agents from planning to merge. Any harness (Claude code, codex, +25 more). Desktop, web, mobile, and cloud agents.

cortistrate

Persistent memory layer for AI agent swarms. Postgres-backed retrieval, Markdown as source of truth, sub-second cascade sync. Self-hosted.