{
  "schema_version": "openagent.resource.v1",
  "id": "res_ruflo",
  "slug": "ruflo",
  "status": "published",
  "identity": {
    "name": "ruflo",
    "one_liner": "Open-source agent meta-harness for orchestrating multi-agent swarms with Claude, adaptive memory, and RAG integration.",
    "short_description": "ruflo is an open-source meta-harness for orchestrating multi-agent swarms, primarily designed for Claude-based workflows. It features adaptive memory, self-learning swarm intelligence, RAG integration, and native integration with Claude Code and Codex CLI for coordinated autonomous workflows."
  },
  "classification": {
    "resource_type": "agent",
    "primary_category": "agents",
    "subcategories": [
      "agents",
      "multi-agent",
      "orchestration",
      "claude"
    ]
  },
  "positioning": {
    "why_it_matters": "ruflo provides a higher-level orchestration layer for teams running multiple Claude agents in production. With 57K+ GitHub stars and active development, it fills the gap between single-agent tools and full agent platforms — particularly for Claude-specific multi-agent deployments.",
    "best_for": [
      "Teams running Claude-based multi-agent workflows that need swarm coordination and adaptive memory",
      "Developers building autonomous agent systems with Claude Code and Codex CLI integration",
      "Engineers evaluating meta-orchestration layers for managing multiple AI agents"
    ],
    "not_for": [
      "Single-agent use cases where a direct Claude API integration is sufficient",
      "Teams that prefer a model-agnostic orchestration framework over Claude-specific tooling"
    ],
    "use_cases": [
      "developer-workflow"
    ],
    "target_audience": [
      "developer",
      "agent_builder"
    ],
    "maturity": "active"
  },
  "decision_signals": {
    "deployment_modes": [
      "cloud"
    ],
    "open_source": true,
    "local_first": false,
    "self_hostable": false,
    "has_api": false,
    "has_gui": false,
    "supports_mcp": false,
    "supports_docker": false
  },
  "facts": {
    "license": "MIT",
    "pricing_model": "open_source",
    "github_stars": 57619,
    "github_forks": 6588,
    "github_repo_full_name": "ruvnet/ruflo",
    "last_verified_at": "2026-06-03"
  },
  "capabilities": {
    "core_capabilities": [
      "workflow-orchestration"
    ],
    "integrations": [
      "agents"
    ],
    "interfaces": [
      "repo"
    ]
  },
  "links": {
    "primary_url": "https://github.com/ruvnet/ruflo",
    "items": [
      {
        "type": "github",
        "label": "GitHub",
        "url": "https://github.com/ruvnet/ruflo"
      },
      {
        "type": "homepage",
        "label": "Homepage",
        "url": "https://Cognitum.One"
      }
    ]
  },
  "media": {
    "thumbnail_url": "https://opengraph.githubassets.com/openagentbot/ruvnet/ruflo",
    "og_image_url": "https://opengraph.githubassets.com/openagentbot/ruvnet/ruflo",
    "thumbnail_brief": {
      "resource_type": "agent",
      "visual_motif": "flow graph, branching path, or node network",
      "background_style": "minimal editorial surface with restrained open-source accent color",
      "title_overlay": "ruflo",
      "subtitle": "Open-source agent meta-harness for orchestrating multi-agent swarms with Claude, adaptive memory, and RAG integration.",
      "avoid": [
        "noisy poster layout",
        "large marketing slogans",
        "random gradient blobs"
      ]
    }
  },
  "tags": {
    "category": [
      "agent",
      "open-source"
    ],
    "capability": [
      "workflow-orchestration"
    ],
    "constraint": [
      "open-source"
    ],
    "scenario": [
      "developer-workflow"
    ]
  },
  "relationships": {},
  "machine_readable": {
    "canonical_url": "https://www.openagent.bot/agents/ruflo",
    "json_url": "https://www.openagent.bot/agents/ruflo.json",
    "markdown_url": "https://www.openagent.bot/agents/ruflo.md"
  },
  "seo": {
    "title": "ruflo: Open-Source Agent Meta-Harness for Claude",
    "description": "ruflo is a leading agent meta-harness for Claude. Deploy multi-agent swarms, coordinate autonomous workflows, with adaptive memory and RAG integration."
  },
  "editorial": {
    "trust_note": "Verified from source links and project metadata.",
    "core_strengths": [
      {
        "title": "Workflow orchestration",
        "description": "ruflo surfaces workflow orchestration as a core capability in its published project metadata and source links.",
        "why_it_matters": "This gives readers a starting point for evaluating whether the project fits their workflow before visiting the source repository or docs."
      }
    ],
    "use_case_notes": [
      {
        "title": "Developer workflow",
        "description": "Use it as a candidate for developer workflow when the project facts, license, and official links match your deployment requirements."
      }
    ],
    "compare_notes": [
      {
        "title": "When to choose ruflo",
        "summary": "Compare it with nearby agents by looking at hosting model, integration surface, license, and whether the official docs show the workflow you need."
      }
    ],
    "getting_started": [
      {
        "label": "Review the repository",
        "url": "https://github.com/ruvnet/ruflo",
        "type": "github"
      },
      {
        "label": "Homepage",
        "url": "https://Cognitum.One",
        "type": "homepage"
      }
    ],
    "seo_article": {
      "what_it_is": "ruflo is an open-source meta-harness for orchestrating multi-agent swarms with Claude. It provides adaptive memory, swarm intelligence, and native Claude Code integration.",
      "why_it_matters": "ruflo addresses the growing need for multi-agent orchestration as teams deploy multiple Claude agents. Its swarm intelligence and adaptive memory features go beyond simple agent chaining.",
      "faq": [
        {
          "question": "What is a meta-harness?",
          "answer": "A meta-harness is an orchestration layer that manages multiple AI agents, coordinating their work, memory, and tool access."
        },
        {
          "question": "Does ruflo work with models other than Claude?",
          "answer": "ruflo is primarily designed for Claude, with native Claude Code and Codex CLI integration."
        },
        {
          "question": "Is ruflo open source?",
          "answer": "Yes, it is open source under the MIT license with 57K+ GitHub stars."
        },
        {
          "question": "What is swarm intelligence in ruflo?",
          "answer": "Swarm intelligence allows multiple agents to learn from each other's outputs and adapt their behavior collectively."
        }
      ]
    }
  },
  "timestamps": {
    "created_at": "2026-06-03T00:00:00.000Z",
    "updated_at": "2026-06-03T00:00:00.000Z",
    "published_at": "2026-06-03T00:00:00.000Z"
  }
}