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

Ruflo

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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 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.

📖 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.


A walkthrough of the ruflo console inside Claude Code in a near-square frame: the whole boot (the neon sign in its border, the ruvector constellation, every area checked), the main menu entering and its cards folding, then twenty-odd pages one after another (Swarm, Federation, Sandbox, Cost, Memory, Dev Tools and more), the command palette, ruHelp, settings and refresh

The /ruflo console running in Claude Code, shown in a compact, near-square frame (the cockpit docked beside Claude, cropped to the cockpit) so it reads on a phone as well as a desktop: the whole boot (the neon sign in its border, the ruvector constellation lit by what is really installed, every area checked, an easter egg), the main menu entering and its cards folding, the grouped nav, a quick tour of twenty-odd pages (the Swarm topology, the Federation map, the Sandbox page for tmux, RVF and RVM, Cost, Memory, Dev Tools and more), the command palette (a tag on every entry for what it does), ruHelp (built-in help: ask a question, get steps with buttons; a guide for every capability), settings and refresh. A wide-display walkthrough shows the same console with room for every label. npx ruflo init, restart Claude Code, then /ruflo.

Let Claude drive the console. The console can also be driven by Claude: with control turned on (Settings → Claude control), Claude gets four tools (console_state, console_open, console_set, console_run) and sets up a mission, opens the Learning Lab or Security page, or runs a palette entry, while the cockpit shows it happening. How far it may go is your setting (read, write, manage, full: an action above the level is refused and nothing runs) and whether it waits for your Yes (ask) or confirms itself (auto). Overview shows a live log of every action and a Take back control button that stops all of it at once. It is off by default. See ADR-444.

Claude Code with the ruflo console beside it: Claude sets a mission goal, creates the mission and opens the Learning, Security and Overview pages through the console tools; the Claude control dashboard logs each action; swarm-stop is refused because it needs the full level; the person clicks Take back control and the next request is refused

A real recording (Claude Haiku, a few cents): control set to write with auto-confirm. Setting a goal and creating the mission is within that level; stopping a swarm needs full, so it is refused; after Take back control every call is refused.

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 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 35 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

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

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-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

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

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

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 Marketplace33 native Claude Code plugins + 21 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

关于 About

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