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Ruflo

Ruflo

本地服务
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关于 Ruflo

Ruflo 是面向 Claude Code 和 Codex 的 Agent 编排框架,为编码、测试、安全等任务提供 Agent、群组协调、记忆和插件。它既可通过 CLI 安装完整工作流,也可用插件逐步启用功能。

主要功能

  1. 01协调多种拓扑的 Agent 群组
  2. 02跨会话向量记忆与学习
  3. 03通过联邦机制跨机器协作
  4. 04提供 Claude Code 插件与扩展
  5. 05包含 CLI、钩子和后台工作器

适用场景

  1. 01将编码、测试和安全任务分配给专用 Agent
  2. 02让多个 Agent 协同执行复杂任务
  3. 03在不同机器上的 Agent 间交换工作
  4. 04通过插件扩展 Claude Code 工作流

MCP 相关

Ruflo 提供 MCP 服务,可通过 `npx ruflo@latest mcp start` 启动并注册到 Claude Code。CLI 完整安装会配置该服务;插件安装路径则需安装 `ruflo-core` 才会注册 MCP 服务。

配置

本地服务的配置在各客户端中通用,复制后粘贴到客户端的 MCP 配置文件即可。

mcp.json · 通用配置
{
"mcpServers": {
"ruvnet-ruflo": {
"command": "npx",
"args": [
"-y",
"ruflo"
]
}
}
}
启动命令npx -y ruflo

本地服务需要在你的电脑上安装运行环境(如 Node.js 18+)。各客户端的配置文件位置不同,请参考客户端文档。

安装包
npmruflo3.74.1

工具

还没有获取到工具列表

本地服务需要在你的电脑上运行后才能读取工具,维护者暂未提供工具列表。

README 原文English

来自项目 README

README 暂无中文译文,以下为英文原文;中文介绍见上方。

Ruflo Banner

npm version (ruflo) MIT License Star on GitHub

🕸️ RuVector Agentic DB Ecosystem downloads Git clones (14d) Claude Code Codex Plugin

Ruflo

An agent meta-harness for Claude Code and Codex.

RuFlo Explained — build an AI team that plans, remembers, tests, and improves

📖 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.

Self-Learning / Self-Optimizing Agent Architecture

User --> Ruflo (CLI/MCP) --> Router --> Swarm --> Agents --> Memory --> LLM Providers
                          ^                           |
                          +---- Learning Loop <-------+

New to Ruflo? You don't need to learn 406 MCP tools or 61 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.

📖 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.


Ruflo Plugins

Quick Start

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

Claude Code PluginCLI install (npx ruflo init)
What it gives youSlash commands + a few skills + agent definitions per-pluginFull Ruflo loop — 98 agents, 60+ commands, 30 skills, MCP server, hooks, daemon
Files in your workspaceZero.claude/, .claude-flow/, CLAUDE.md, helpers, settings
MCP server registeredOnly if ruflo-core is installed (it ships its own .mcp.json) — most other plugins don'tYes
Hooks installedNoYes
Best forTry a single plugin's commands without committing to the full installProduction 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 48 plugins
Core & Orchestration
PluginWhat it does
ruflo-coreFoundation — server, health checks, plugin discovery
ruflo-swarmCoordinate multiple agents as a team
ruflo-autopilotLet agents run autonomously in a loop
ruflo-loop-workersSchedule background tasks on a timer
ruflo-workflowsReusable multi-step task templates
ruflo-federationAgents on different machines collaborate securely
ruflo-consoleCockpit inside Claude Code, and the /ruflo command for ruflo mods
ruflo-modsIn-process Claude Code mod — routing, learning signals, and policy checks
ruflo-ai-teamTenant-isolated team that divides work and returns evidence
ruflo-agntcyAGNTCY/Outshift transport and intent-scoped tool authorization
ruflo-bbs-federationAgentBBS rooms so agents on different hosts can coordinate
ruflo-chatgpt-federationChatGPT federation publisher with its own signing keys
ruflo-x-gatewaySigned federation messages, channels, and work claims
ruflo-business-podsBusiness-domain pod templates and a dry-run tick runner
Memory & Knowledge
PluginWhat it does
ruflo-agentdbFast vector database for agent memory
ruflo-rag-memorySmart retrieval — hybrid search, graph hops, diversity ranking
ruflo-rvfSave and restore agent memory across sessions
ruflo-ruvectorruvector — GPU-accelerated search, Graph RAG, 103 tools
ruflo-knowledge-graphBuild and traverse entity relationship maps
Intelligence & Learning
PluginWhat it does
ruflo-intelligenceAgents learn from past successes and get smarter
ruflo-graph-intelligenceSublinear graph reasoning — PageRank, delta updates, complexity-aware execution (ADR-123)
ruflo-daaDynamic agent behavior and cognitive patterns
ruflo-ruvllmRun local LLMs (Ollama, etc.) with smart routing
ruflo-goalsBreak big goals into plans and track progress
ruflo-deepseek-harnessAgents, commands, and skills for DeepSeek-backed workflows
Code Quality & Testing
PluginWhat it does
ruflo-testgenFind missing tests and generate them automatically
ruflo-browserAutomate browser testing with Playwright
ruflo-jujutsuAnalyze git diffs, score risk, suggest reviewers
ruflo-rureStatic analysis of a local JS/Electron app you are authorized to study, with file and line evidence
ruflo-docsGenerate and maintain documentation automatically
Security & Compliance
PluginWhat it does
ruflo-security-auditScan for vulnerabilities and CVEs
ruflo-aidefenceBlock prompt injection, detect PII, safety scanning
ruflo-protectorOptional watchdog for unattended agents — learn, notify, or enforce
Architecture & Methodology
PluginWhat it does
ruflo-adrTrack architecture decisions with a living record
ruflo-dddScaffold domain-driven design — contexts, aggregates, events
ruflo-sparcGuided 5-phase development methodology with quality gates
ruflo-metaharnessGrade your agent setup, scan tool configs for security risks, and track changes over time (guide)
ruflo-arenaCompetitive ruliology — pit agent strategies against each other in tournaments, hill-climb and co-evolve the winners (ADR-147/148)
DevOps & Observability
PluginWhat it does
ruflo-migrationsManage database schema changes safely
ruflo-observabilityStructured logs, traces, and metrics in one place
ruflo-cost-trackerTrack token usage, set budgets, get cost alerts
ruflo-ruosRun swarm agents on your own ruOS cloud desktops
Extensibility
PluginWhat it does
ruflo-agentRun agents — local WASM sandbox (rvagent) + Anthropic Claude Managed Agents (cloud)
ruflo-plugin-creatorScaffold, validate, and publish your own plugins
Domain-Specific
PluginWhat it does
ruflo-iot-cognitumIoT device management — trust scoring, anomaly detection, fleets
ruflo-neural-traderneural-trader — AI trading with 4 agents, backtesting, 112+ tools
ruflo-market-dataIngest market data, vectorize OHLCV, detect patterns
ruflo-musicCompose and generate music through a Cognitum Music account
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

CapabilityDescription
🤖 100+ AgentsSpecialized agents for coding, testing, security, docs, architecture
📡 Comms LayerZero-trust federation — agents across machines/orgs discover, authenticate, and exchange work securely
🐝 Swarm CoordinationHierarchical, mesh, and adaptive topologies with consensus
🧠 Self-LearningSONA neural patterns, ReasoningBank, trajectory learning
💾 Vector MemoryHNSW-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.mjs
⚡ Background Workers12 auto-triggered workers (audit, optimize, testgaps, etc.)
🧩 Plugin Marketplace48 native Claude Code plugins + 14 in-tree npm plugins
🔌 Multi-ProviderClaude, GPT, Gemini, Cohere, Ollama with smart routing
🛡️ SecurityAIDefence, input validation, CVE remediation, path traversal prevention
🌐 Agent FederationCross-installation agent collaboration with zero-trust security
🔬 MetaHarnessAudit your AI agent setup before you ship. Grade readiness (1-100), scan tool configs for security issues, snapshot the whole project to catch regressions over time, and find templates that match your repo. ruflo eject turns a ruflo project into a standalone agent toolkit with its own name. Full guide.
Agent Federation — Slack for Agents
Your Agent --> [ Remove secrets ] --> [ Sign message ] --> [ Encrypted channel ]
                 Emails, SSNs,        Proves it came       No one reads it
                 keys stripped         from you              in transit
                                                                |
                                                                v
Their Agent <-- [ Block attacks ] <-- [ Check identity ] <------+
                 Stops prompt          Rejects forgeries
                 injection

                          Audit trail on both sides.
                  Trust builds over time. Bad behavior = instant downgrade.

Slack gave teams channels. Federation gives agents the same thing — shared workspaces across trust boundaries, where agents on different machines, orgs, or cloud regions can discover each other, prove who they are, and collaborate on tasks.

The difference: some channels are trusted, some aren't. @claude-flow/plugin-agent-federation handles that automatically. Your agents join a federation, get verified via mTLS + ed25519, and start exchanging work — with PII stripped before anything leaves your node and every message auditable. Untrusted agents can still participate at lower privilege: they see discovery info, not your memory. As they prove reliable, trust upgrades. If they misbehave, they get downgraded instantly — no human in the loop required.

You don't configure handshakes or manage certificates. You federation init, federation join, and your agents start talking. The protocol handles identity, the PII pipeline handles data safety, and the audit trail handles compliance.

📘 Full user guide: docs/federation/ — setup, MCP tools, trust levels, circuit breaker, and the (opt-in) WireGuard mesh layer that ties packet-layer reachability to federation trust. ADR-111 deep-dive at docs/federation/phase7-mesh-bringup.md.

Federation capabilities
CapabilityHow it works
🔒Zero-trust federationRemote agents start untrusted. Identity proven via mTLS + ed25519 challenge-response. No API keys, no shared secrets.
🛡️PII-gated data flow14-type detection pipeline scans every outbound message. Per-trust-level policies: BLOCK, REDACT, HASH, or PASS. Adaptive calibration reduces false positives.
📊Behavioral trust scoringFormula (0.4×success + 0.2×uptime + 0.2×threat + 0.2×integrity) continuously evaluates peers. Upgrades require history; downgrades are instant.
📋Compliance built-inHIPAA, SOC2, GDPR audit trails as compliance modes. Every federation event produces a structured record searchable via HNSW.
🤝9 MCP tools + 10 CLI commandsFull lifecycle: federation_init, federation_send, federation_trust, federation_audit, and more.
Example: two teams sharing fraud signals without sharing customer data
# Team A: initialize federation and generate keypair
npx claude-flow@latest federation init

# Team A: join Team B's federation endpoint
npx claude-flow@latest federation join wss://team-b.example.com:8443

# Team A: send a task — PII is stripped automatically before it leaves
npx claude-flow@latest federation send --to team-b --type task-request \
  --message "Analyze transaction patterns for account anomalies"

# Team A: check peer trust levels and session health
npx claude-flow@latest federation status

See issue #1669 for the complete architecture, trust model, and implementation roadmap.

# Claude Code plugin
/plugin install ruflo-federation@ruflo

# Or via CLI
npx claude-flow@latest plugins install @claude-flow/plugin-agent-federation
Claude Code: With vs Without Ruflo
CapabilityClaude Code Alone+ Ruflo
Agent CollaborationIsolated, no shared contextSwarms with shared memory and consensus
CoordinationManual orchestrationQueen-led hierarchy (Raft, Byzantine, Gossip)
MemorySession-onlyHNSW vector memory with sub-ms retrieval
LearningStatic behaviorSONA self-learning with pattern matching
Task RoutingYou decideIntelligent routing (89% accuracy)
Background WorkersNone12 auto-triggered workers
LLM ProvidersAnthropic only5 providers with failover
SecurityStandardCVE-hardened with AIDefence
Architecture overview
User --> Claude Code / CLI
          |
          v
    Orchestration Layer
    (MCP Server, Router, 27 Hooks)
          |
          v
    Swarm Coordination
    (Queen, Topology, Consensus)
          |
          v
    100+ Specialized Agents
    (coder, tester, reviewer, architect, security...)
          |
          v
    Memory & Learning
    (AgentDB, HNSW, SONA, ReasoningBank)
          |
          v
    LLM Providers
    (Claude, GPT, Gemini, Cohere, Ollama)

Documentation

Four docs for four audiences:

DocWhen to read it
StatusSee what currently works — capability counts, test baselines, recent fixes, what's next. The is-it-ready doc.
User GuideDaily reference — every command, every config flag, every plugin. The how-do-I doc.
MetaHarness GuideHow to grade your agent setup, scan tool configs for security, detect changes between runs, and eject a project into a standalone agent toolkit. The audit-my-setup doc.
Benchmarksv3.8.0 SOTA matrix vs LangGraph / AutoGen / CrewAI on darwin-arm64 + linux-x64. ruflo wins cold start, single turn, RSS by 1.3×–1953×. The is-it-fast doc.
VerificationCryptographically prove your installed bytes match the signed witness — ruflo verify. The trust-but-verify doc.
Team Gateway ChecklistBefore-merge gates, dual-mode handoff, memory namespace sharing, and witness manifest entry per merge. The safer-team-workflows doc.

Benchmark internals (for reproduction): sota-workload-spec.md · SOTA-PROGRESS.md · raw matrix JSON: darwin · linux

User Guide section index:

SectionTopics
Quick StartInstallation, prerequisites, install profiles
Core FeaturesMCP tools, agents, memory, neural learning
Intelligence & LearningHooks, workers, SONA, model routing
Swarm & CoordinationTopologies, consensus, hive mind
SecurityAIDefence, CVE remediation, validation
EcosystemRuVector, agentic-flow, Flow Nexus
ConfigurationEnvironment variables, config schema
Plugin MarketplaceBrowse and install plugins

Support

ResourceLink
DocumentationUser Guide
Issues & BugsGitHub Issues
Enterpriseruv.io
CommunityAgentics Foundation Discord
Powered byCognitum.one

License

MIT - RuvNet

评论

支持 Markdown

第一次接触 MCP?

从协议是什么,到在客户端里装上第一个服务,这几条回答覆盖了大多数入门问题。

一个开放协议,规定了 AI 应用如何以统一方式连接外部工具与数据源。客户端负责与模型对话,MCP 服务负责提供工具、资源和提示模板,两者通过标准消息通信,同一个服务可以被不同客户端复用。