Ruflo just hit 26k stars on github and most people still don't understand what it actually does.

it’s an open-source multi-agent orchestration platform. instead of running one claude code instance doing everything, you run 100+ specialized agents working together simultaneously.
one agent plans the architecture. one writes the code. one runs tests. one checks security. one reviews. all in parallel. all sharing memory. all coordinated by an orchestrator that tracks progress and resolves conflicts.
instead of one developer doing everything sequentially, you have an entire engineering team working at the same time.
the self-learning loop. every time agents complete a task successfully, ruflo stores the pattern. next time something similar comes up, it routes it to the agent + model combo that worked best. the system literally gets smarter the more you use it.
shared memory with vector search. agents don't work in silos. they write to a shared memory layer backed by SQLite + HNSW vector search. agent 3 can instantly access what agent 1 discovered.
you can plug it into claude code via MCP. you don't change how you work, ruflo intercepts your tasks and distributes them automatically.
say you want to build a full-stack app. with one agent, it writes the backend, then the frontend, then the tests, sequentially. it loses context along the way, forgets edge cases from the backend when it gets to the frontend.
with ruflo: a planning agent breaks the project into components. a backend agent and a frontend agent start coding simultaneously. a database agent sets up the schema in parallel. a testing agent watches all three and writes tests as code is being generated. a security agent audits everything in real-time.
they all share memory. the testing agent catches a bug in the backend before the frontend agent even tries to consume that endpoint. the security agent flags an auth vulnerability while the code is still being written, not after.
the whole thing takes minutes instead of hours. and the output is better because each agent is specialized, it's not one model trying to hold the entire project in its context window.