swarm-factory: Top Autonomous Research Multi-Agent System for 2026 Lab Experiments

by Araaf7 · Agent Tool · ★ 51

Last updated: · Indexed by AgentSkillsHub · Auto-synced every 8h

Security audit verdict: SAFE · quality 62/100

None of the 42 rules matched — no credential harvesting, no data exfiltration, no curl-pipe-shell installer. Scanned against 42 published rules built on the SlowMist agent-security taxonomy, refreshed every 8 hours.

The quality score combines nine heuristic checks of the repo and its README: completeness, clarity, specificity, examples, structure, agent readiness, step-by-step content, instruction quality and security notes. It rates how well the project explains itself to an agent, not the code.

ai-agentsautonomous-researchclaude-codeexperiment-managementmarket-allocationmulti-agentresearch-automation

Quick Facts

Stars51
Forks0
LanguageHTML
CategoryAgent Tool
Quality Score62/100
Last Updated2026-10-21
Created2026-06-15
Platformsclaude-code
Est. Tokens~17k

About swarm-factory

🧪 LabRat Autonomous Multi-Agent Research Orchestrator Turn your research chaos into a symphony of intelligent agents. LabRat is not an experiment tracker. It is a self-organizing colony of AI research assistants that autonomously explore hypotheses, allocate market-style computational credits, and produce reproducible findings—all coordinated through a single YAML configuration.

Compatible Skills

These tools work well together with swarm-factory for enhanced workflows:

  • swarm-factory — semantic(1.00)+rare_topics+same_lang+similar_pop+shared_platform (70%)
  • de-anthropocentric-research-engine — semantic(0.35)+complementary+rare_topics+same_lang+similar_pop+shared_platform (62%)
  • labrat — semantic(0.86)+rare_topics+similar_pop+shared_platform (60%)

swarm-factory alternative? Top 6 similar tools

Looking for a swarm-factory alternative? If you're comparing swarm-factory with other agent tool tools, these 6 projects are the closest alternatives on Agent Skills Hub — ranked by topic overlap, star count, and community traction.

  • labrat by ProjectDXAI · ⭐ 237

    Autonomous multi-branch research lab. Branches compete for compute budget. The system converges on what works.

  • swarm-factory by Usaid22 · ⭐ 91

    Top Autonomous Research Multi-Agent System for 2026 Lab Experiments

  • Agon by AutoResearch-Factory · ⭐ 52

    Claude Code plugin for autonomous AI research — multi-agent loops take a bare topic all the way to running exp

  • CoAutoResearch by YihongT · ⭐ 107

    An open-source research system for autonomous investigation, recursive self-improvement, and human–AI collabor

  • af-deep-research by Agent-Field · ⭐ 98

    Autonomous AI backend for deep research AI applications.

  • aiwg by jmagly · ⭐ 228

    Reusable project context and specialist workflows for the AI tools you already use. Agents, skills, rules and

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How this security grade is produced

Grades come from a rule-based scan built on the SlowMist agent-security taxonomy: 42 published rules, covering credential harvesting, data exfiltration, curl | sh installers and more. It is a first-layer scan, not a manual audit — we say so rather than overstate it.

The scale of the problem is documented independently: Liu et al. (2026), in a study of 31,132 agent skills, report that 26.1% contain security vulnerabilities. Our own full-catalog census is published as a citable open dataset.

Sources & who's responsible:

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