ruflo
π 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
Install / Use
claude mcp add ruvnet -- npx -y github:ruvnet/rufloIf the server publishes to npm under a different name, use that package instead β check the repo README.
MCP Server
Model Context Protocol server
Quality Score
Category
AutomationSupported Platforms
Tags
Our assessment of ruflo
ruflo scores 100/100 on our quality scale, 3rd of 2,877 Automation skills we index (top 1%).
Its MCP Server is 30 KB long, well organised into 35 sections with 9 code examples: a thorough specification that gives an agent plenty to work with.
With 81,022 GitHub stars, it is one of the more widely adopted skills in the catalogue.
Maintenance, license and trust
- The repository was last updated today, so ruflo is actively maintained.
- Our last check on 2026-10-21 found the source still online.
- It is released under the MIT license, a permissive license that allows use, modification and commercial use with attribution.
- Its trust signals score 100/100, with no cautions. These come from repository metadata, not a code audit β read the skill file before letting an agent act on it.
Safety scan
No issues foundOur scan of the whole file found no instruction hijacking, hidden characters, credential access, data exfiltration or destructive commands (2 minor notes below). An AI review of the same text found nothing harmful.
- noteInstalls by piping a downloaded script into a shellline 174
curl -fsSL https://cdn.jsdelivr.net/gh/ruvnet/ruflo@main/scripts/install.sh | bash - noteInstalls by piping a downloaded script into a shellline 190
> π‘ **Windows users:** the `curl ... | bash` form needs a POSIX shell (Git-Bash, WSL, MSYS). The `npx ruflo@latest init wizard` line works β¦
AI review by kimi-k2.7-code on 2026-09-24. Automated pattern scan on 2026-09-24. It catches known dangerous patterns, not every risk β read a skill before letting an agent act on it.
ruflo compared with similar skills
ruflo has the highest quality score among these 4 similar skills.
| Skill | Score | Stars | Updated | Format |
|---|---|---|---|---|
| ruflo (this skill)by ruvnet | 100 | 81.0k | today | MCP Server |
| Agent-Reachby Panniantong | 100 | 109.5k | 1d ago | CLAUDE.md |
| headroomby headroomlabs-ai | 100 | 79.0k | today | CLAUDE.md |
| CowAgentby zhayujie | 100 | 47.8k | today | CLAUDE.md |
| Scraplingby D4Vinci | 100 | 98.3k | today | MCP Server |
Frequently asked questions
- How do I install ruflo?
- Run
claude mcp add ruvnet -- npx -y github:ruvnet/ruflo. The install tabs above show the steps for each supported agent. - Which AI agents does ruflo work with?
- It is written for Claude Code, Claude Desktop and OpenAI Codex, as a MCP Server file. Other agents that read the same format can often use it too.
- Is ruflo safe to use?
- Our scan of the whole file found no instruction hijacking, hidden characters, credential access, data exfiltration or destructive commands (2 minor notes below). An AI review of the same text found nothing harmful. It is MIT-licensed and scores 100/100 on trust signals. Skills are instructions an agent will follow, so read the file before installing it and do not approve commands you do not understand.
- Is ruflo still maintained?
- The repository was last updated today, so ruflo is actively maintained.
Skill content
View source on GitHubRuflo
An agent meta-harness for Claude Code and Codex.
π RuFlo Explained β 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.
</div>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 β 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 β with federation β 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 <-------+
<details> <summary><strong>π Background β where the name comes from</strong></summary>New to Ruflo? You don't need to learn 314 MCP tools or 26 CLI commands. After
init, just use Claude Code normally β the hooks system automatically routes tasks, learns from successful patterns, and coordinates agents in the background.
</details>Claude Flow is now Ruflo β 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 byCognitum.Oneagentic architecture, running a supercharged Rust-based AI engine, embeddings, memory, and plugin system.

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 β 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) β 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 β everything works as documented |
Path A β 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 β 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.
Core & Orchestration
| Plugin | What it does | |--------|-------------| | ruflo-core | Foundation β 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 β hybrid search, graph hops, diversity ranking |
| ruflo-rvf | Save and restore agent memory across sessions |
| ruflo-ruvector | ruvector β 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 β 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 |
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 β 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 β 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 β local WASM sandbox (rvagent) + Anthropic Claude Managed Agents (cloud) | | ruflo-plugin-creator | Scaffold, validate,
Truncated for display β read the full file on GitHub.
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Languages
Trust signals
From repository metadata: license, adoption, age and documentation. Not a code audit β see the Safety scan above for what the skill file itself contains.


