ruvnet/ruflo

ruflo

🌊 The original agent meta-harness. Deploy intelligent multi-player swarms, coordinate autonomous workflows, and build conversational AI systems. Features adaptive memory, self-learning intelligence, RAG integration, and native Claude Code / Codex / Hermes and many more Integrated

待分类agentic-aiagentic-frameworkagentic-workflow

An agent meta-harness for Claude Code and Codex.

Get started with Ruflo

Start in Claude Code with core tools, the visual console and runtime mods. Requires Claude Code 2.1.287 or later. Run inside Claude Code:

/plugin marketplace add ruvnet/ruflo
/plugin install ruflo-core@ruflo
/plugin install ruflo-console@ruflo
/plugin install ruflo-mods@ruflo
/reload-plugins
/ruflo

Core provides foundation tools. Console opens the agent cockpit. Mods add routing and policy enforcement inside Claude Code. Mods run with your account's permissions; review their code before installing.

Using Codex or another MCP enabled tool? Use NPX for Ruflo project setup and connect your client to the Ruflo MCP server. Run the setup wizard in your project terminal:

npx ruflo@latest init wizard

For clients that support local stdio MCP servers, configure command npx and arguments ["-y", "ruflo@latest", "mcp", "start"]. The equivalent server command is:

npx -y ruflo@latest mcp start

MCP exposes Ruflo tools to your client. The console and mods above are Claude Code integrations; hook support depends on the client.

Prefer a plain terminal? Optional. The console also runs on its own, with no Claude Code: npx ruflo tui (add --plain to print one frame for scripts). It shows Overview, Cost, Swarm, Events and Missions, plus an optional AI page. Terminal UI guide

Compare install paths · Open the console · User guide

Optional: ruOS Desktop

Connect ruOS to ChatGPT or Claude via MCP:

https://ruos.cognitum.one/mcp
npx ruvector

Ruflo

English · 简体中文

📖 RuFlo Explained — Build an AI Team That Plans, Remembers, Tests, and Improves A 14-chapter guide: from the basic idea to a first useful task, then memory, agent teams, plugins, cost and verification.

Agent = Model + Harness. The model writes; the harness gives it tools, memory, loops, sandboxes, and controls so it can actually work. Ruflo is the harness — the execution layer around Claude Code and Codex that adds 100+ specialized agents, coordinated swarms, self-learning memory, federated comms across machines, and enterprise security guardrails. So agents don't just run, they collaborate.

One npx ruflo init gives Claude Code a nervous system: agents self-organize into swarms, learn from every task, remember across sessions, and — with federation — securely talk to agents on other machines without leaking data. You keep writing code. Ruflo handles the coordination.

Conceptual learning loop. Local vector retrieval and contrastive updates can run without an LLM; embeddings and configured learning modules are still required. See the RuVector training integration and trajectory contrastive learning.

Architecture in text

User → Ruflo (CLI/MCP) → Router → Swarm → Agents → Memory → LLM providers. Memory feeds useful experience back into routing. This is a conceptual flow, not a live execution trace.

New to Ruflo? You don't need to learn 314 MCP tools or 26 CLI commands. After init, just use Claude Code normally — the hooks system automatically routes tasks, learns from successful patterns, and coordinates agents in the background.

An origin you can inspect

Built by Reuven Cohen (rUv), originally as Claude Flow. The first commit, June 2, 2025, describes a code orchestration layer for recursive agent cycles: Claude writes, edits, tests and improves. The June 10 source snapshot adds orchestration, task scheduling, memory and terminal modules.

A harness is the workbench around the model: it organizes tasks, carries context between steps and helps check results. This establishes Ruflo's lineage, not a universal first across every Claude Code tool. See the illustrated explainer, exact commits and earlier ecosystem context.

Grok Build: npx ruflo init --grok writes the project host surface (.grok/, the team bus, and the operator guide) and nothing outside the project; add --dry-run to preview. Setup, the spawn_subagent contract, the optional status row, and what to re-check when Grok updates: the Grok operator guide.

📖 Background — where the name comes from

Claude Flow is now Ruflo — named by rUv, who loves Rust, flow states, and building things that feel inevitable. The "Ru" is the rUv. The "flo" is working until 3am. Underneath, powered by Cognitum.One agentic architecture, running a supercharged Rust-based AI engine, embeddings, memory, and plugin system.

Open animated demo · Theme Studio guide · Workflow demo

Your agent cockpit. Track workflows, agents, models, tokens and cost beside Claude Code. The 38 second animation shows Orbital and Theme Studio through actual renderer frames, including boot checks, six palettes, customization, saved themes, JSON import and resizing. This compact 3.84 MB SVG retains all 456 frames. Native host and AI provider execution are not demonstrated.

Inspect any run. Open agent logs and results, search, triage failures, replay and compare. Start with npx ruflo init, restart Claude Code, then /ruflo. Full console tour.

Let Claude drive. You set the limits. Enable Settings → Claude control to navigate and run console actions. Choose read, write, manage or full, with ask or auto approval. The current default is read + ask; raising the level is your choice. Actions above your permission level are refused, and network, spending and destructive actions require confirmation even in auto. Review the live action log or press Take back control to stop Claude control. Details.

One task: create a mission with Claude

Watch the recorded console session below. Claude creates a mission, opens the Learning and Security pages, and reports its actions in Overview.

  1. Set the boundary. Install the console using the commands below, open /ruflo, then choose Settings → Claude control → write + ask.
  2. Give a concrete request. Try: “Create a mission to add a dark mode toggle. Show me the mission and its status.”
  3. Approve creation. Claude opens Missions and sets the goal. Confirm the pending create action in the console.
  4. Verify the result. Check that Missions contains the goal and Overview records the action. Creating a mission does not mean the feature has been implemented.
  5. Keep control. Take back control pauses Claude's console tools. A later call should be refused until you restore control.

What the recording demonstrates: a real Claude Haiku session with write + auto, mission creation, page navigation, a refused swarm stop, and control being taken back. The steps above use ask so you approve creation yourself. The linked workflow animation uses sample data, while the theme demo replays renderer frames. Neither is evidence of completed swarm work or memory recall.

Implementation and recorded test findings · Reproduction script

Install the mods from the ruflo marketplace (Claude Code 2.1.287 or later; mods run with your account's permissions and are not sandboxed, so read the code first):

/plugin marketplace add ruvnet/ruflo
/plugin install ruflo-console@ruflo
/plugin install ruflo-mods@ruflo
/reload-plugins

ruflo-console is the cockpit above, ruflo-mods routes prompts and enforces policy in-process, ruflo-swarm shows the swarm in a pane, and ruflo-ruos adds the ruOS status segment. Open /plugin to confirm they appear in the active mods line. Inside the console, /ruflo market is the Plugin Catalog: every ruflo plugin, mod and skill with what it ships, and buttons to install, enable, disable and update (each asks first).

Quick Start

There are two different install paths with very different surface areas. Pick based on what you need (#1744):

· Claude Code Plugin · CLI install (`npx ruflo init`) What it gives you · Slash commands + a few skills + agent definitions per-plugin · Full Ruflo loop — 98 agents, 60+ commands, 30 skills, MCP server, hooks, daemon Files in your workspace · Zero · .claude/, .claude-flow/, CLAUDE.md, helpers, settings MCP server registered · Only if ruflo-core is installed (it ships its own .mcp.json) — most other plugins don't · Yes Hooks installed · No · Yes Best for · Try a single plugin's commands without committing to the full install · Production use — everything works as documented

Path A — Claude Code Plugins (lite, slash commands only)

# Add the marketplace
/plugin marketplace add ruvnet/ruflo

# Install core + any plugins you need
/plugin install ruflo-core@ruflo
/plugin install ruflo-swarm@ruflo
/plugin install ruflo-rag-memory@ruflo
/plugin install ruflo-neural-trader@ruflo

This adds slash commands and agent definitions. ruflo-core (installed above) does register its own MCP server on install — its tools are callable as mcp__plugin_ruflo-core_ruflo__* (e.g. mcp__plugin_ruflo-core_ruflo__memory_store), not the bare memory_store/swarm_init/agent_spawn names the CLI-track scaffold uses. Other plugins generally don't ship their own MCP server. For the full loop with the CLI-track tool names, use Path B below.

🔌 All 35 plugins

Core & Orchestration

Plugin · What it does ruflo-core · Foundation — server, health checks, plugin discovery ruflo-swarm · Coordinate multiple agents as a team ruflo-autopilot · Let agents run autonomously in a loop ruflo-loop-workers · Schedule background tasks on a timer ruflo-workflows · Reusable multi-step task templates ruflo-federation · Agents on different machines collaborate securely

Memory & Knowledge

Plugin · What it does ruflo-agentdb · Fast vector database for agent memory ruflo-rag-memory · Smart retrieval — hybrid search, graph hops, diversity ranking ruflo-rvf · Save and restore agent memory across sessions ruflo-ruvector · ruvector — GPU-accelerated search, Graph RAG, 103 tools ruflo-knowledge-graph · Build and traverse entity relationship maps

Intelligence & Learning

Plugin · What it does ruflo-intelligence · Agents learn from past successes and get smarter ruflo-graph-intelligence · Sublinear graph reasoning — PageRank, delta updates, complexity-aware execution (ADR-123) ruflo-daa · Dynamic agent behavior and cognitive patterns ruflo-ruvllm · Run local LLMs (Ollama, etc.) with smart routing ruflo-goals · Break big goals into plans and track progress

Code Quality & Testing

Plugin · What it does ruflo-testgen · Find missing tests and generate them automatically ruflo-browser · Automate browser testing with Playwright ruflo-jujutsu · Analyze git diffs, score risk, suggest reviewers ruflo-docs · Generate and maintain documentation automatically agentic-qe-fleet · External, maintained by Agentic QE: 11 QE agents, test generation, coverage, chaos and TDD skills, the agentic-qe MCP server, and a guard for AQE learning data (/plugin install agentic-qe-fleet@ruflo). Install it from one marketplace only, agentic-qe or ruflo: enabled from both, its mod and commands load twice

Security & Compliance

Plugin · What it does ruflo-security-audit · Scan for vulnerabilities and CVEs ruflo-aidefence · Block prompt injection, detect PII, safety scanning

Architecture & Methodology

Plugin · What it does ruflo-adr · Track architecture decisions with a living record ruflo-ddd · Scaffold domain-driven design — contexts, aggregates, events ruflo-sparc · Guided 5-phase development methodology with quality gates ruflo-metaharness · Grade your agent setup, scan tool configs for security risks, and track changes over time (guide) ruflo-arena · Competitive ruliology — pit agent strategies against each other in tournaments, hill-climb and co-evolve the winners (ADR-147/148)

DevOps & Observability

Plugin · What it does ruflo-migrations · Manage database schema changes safely ruflo-observability · Structured logs, traces, and metrics in one place ruflo-cost-tracker · Track token usage, set budgets, get cost alerts

Extensibility

Plugin · What it does ruflo-agent · Run agents — local WASM sandbox (rvagent) + Anthropic Claude Managed Agents (cloud) ruflo-plugin-creator · Scaffold, validate, and publish your own plugins

Domain-Specific

Plugin · What it does ruflo-iot-cognitum · IoT device management — trust scoring, anomaly detection, fleets ruflo-neural-trader · neural-trader — AI trading with 4 agents, backtesting, 112+ tools ruflo-market-data · Ingest market data, vectorize OHLCV, detect patterns

CLI Install

macOS / Linux / WSL / Git-Bash:

# One-line install (POSIX shells only — see Windows note below)
curl -fsSL https://cdn.jsdelivr.net/gh/ruvnet/ruflo@main/scripts/install.sh | bash

All platforms (including native Windows PowerShell / cmd):

# Interactive setup wizard — runs identically on every platform
npx ruflo@latest init wizard

# Quick non-interactive init
# npx ruflo@latest init

# Or install globally
npm install -g ruflo@latest
💡 Windows users: the curl ... | bash form needs a POSIX shell (Git-Bash, WSL, MSYS). The npx ruflo@latest init wizard line works natively in PowerShell and cmd. If you hit an 'bash' is not recognized error, use the npx line instead — both end up running the same init flow.

MCP Server

# Add Ruflo as an MCP server in Claude Code
claude mcp add claude-flow -- npx ruflo@latest mcp start

What You Get

Capability · Description 100+ Agents · Specialized agents for coding, testing, security, docs, architecture Comms Layer · Zero-trust federation — agents across machines/orgs discover, authenticate, and exchange work securely Swarm Coordination · Hierarchical, mesh, and adaptive topologies with consensus Self-Learning · SONA neural patterns, ReasoningBank, trajectory learning | Vector Memory | HNSW-indexed AgentDB — measured ~1.9x faster at N=20k, ~3.2x–4.7x at N=5k vs brute force (recall@10 ~0.99); ANN wins above the crossover, ties/loses at small N. See audit + [`scripts/benchmark-intelligence