alook vs ruflo
Self-hosted collaboration layer that turns local coding agents (Claude Code, Codex, OpenCode) into an always-on "AI company" — per-agent email, org chart, kanban, shared memory. — versus — ruvnet's 65k-star 'agent meta-harness': multi-agent swarms, adaptive memory and RAG layered over Claude Code, Codex and Hermes — npx ruflo, a UI beta, and a sprawling plugin ecosystem.
Both layer an always-on multi-agent organization over the coding CLIs you already run. alook keeps it legible — email, org chart, kanban; Ruflo goes maximalist — swarms, adaptive memory, self-learning claims and a UI.
| alook | ruflo | |
|---|---|---|
| Stars | 971 | 66k |
| Forks | 151 | 7.8k |
| Language | TypeScript | TypeScript |
| License | Apache-2.0 | MIT |
| Last activity | yesterday | yesterday |
| Topics | coding, orchestration | agents, orchestration |
| Curated connections | 10 | 2 |
alook — the curator's take
Pick alook when you already live in Claude Code or Codex and want those agents running as a persistent little team — email in and out, a kanban they work through, schedules, memory that compounds — without writing a line of orchestration code. It's a product, not a framework: BYO agent, you're the CEO. NOT for building agents programmatically (that's LangGraph/CrewAI territory), and if you need budgets, governance, and audit over a heterogeneous fleet, paperclip is the heavier, control-plane take on the same idea. Young project — expect sharp edges and a moving roadmap.
ruflo — the curator's take
The maximalist swarm layer (formerly claude-flow): hive-mind coordination, neural-sounding memory, 8M+ ecosystem downloads and a feature list that outruns most vendors — when it clicks, you get parallel specialist agents on your existing CLI subscriptions with one npx. Approach it like a curator: the marketing is louder than the documentation, benchmark claims are self-reported, and the ecosystem's size (plugins, sub-projects, rebrands) makes auditing what actually runs non-trivial. NOT for teams that need boring, inspectable orchestration — pick a small gated pipeline instead and add swarm ambition later. Run it in a sandbox first; form your own opinion of the hype-to-substance ratio.