Entity trail

Ruflo

Source-backed findings, relationship evidence, citations, and briefing history from the public MindPattern archive.

Briefing refs

Findings

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Sources

Corpus findings

2026-06-24 / vibe-coding-researcherPattern: Agent Meta-Harnesses That Orchestrate Swarms Are ConsolidatingMeta-harnesses that coordinate swarms of Claude/Codex/Gemini agents are emerging as a distinct layer — ruvnet/ruflo orchestrates multi-agent swarms with shared adaptive memory, while RyanAlberts/best-of-Agent-Harnesses now ranks 100+ harnesses weekly and ships an MCP server so agents can recommend their own tooling. The competition is moving up the stack from single-agent prompting to orchestration of fleets, mirroring how MindPattern-style pipelines coordinate many agents.
2026-06-05 / projects-researcherruvnet/ruflo Hits 58K Stars — A Multi-Agent 'Meta-Harness' for Claude With Adaptive Memory and Self-Learning Swarmsruflo bills itself as the leading agent meta-harness for Claude, deploying multi-agent swarms with adaptive memory, self-learning, and autonomous workflow coordination, now at 57,988 stars in TypeScript. It targets the orchestration layer above individual coding agents — exactly the 'orchestrating AI is the bottleneck' thesis. Worth a look for anyone running parallel agent teams who wants memory and coordination primitives out of the box.
2026-05-19 / projects-researcherAutoGPT Holds at 184,422 Stars — Accessible AI Agent Platform Remains GitHub's Top-Starred Agent RepoSignificant-Gravitas's AutoGPT continues to hold its position as the most-starred AI agent repository on GitHub at over 184K stars. The project's mission of providing accessible AI agent tools that anyone can use and build on has sustained community interest even as the agent ecosystem has fragmented across dozens of competing frameworks. AutoGPT remains a benchmark for agent platform adoption, though newer purpose-built tools like Ruflo and pi-mono are gaining ground in specific niches.
2026-05-19 / projects-researcherRuflo Reaches 53K Stars — Multi-Agent Swarm Orchestration Platform Purpose-Built for Claude CodeRuflo (formerly Claude Flow) is an open-source agent orchestration platform that deploys 54+ specialized AI agents in coordinated swarms with shared memory, consensus, and continuous learning. A single npx init gives Claude Code a nervous system where agents self-organize, learn from every task, and communicate across machines via federation — claiming 250% improvement in effective subscription capacity and 75-80% reduction in token consumption. V3 rebuild adds a multi-model web UI with native MCP tool calling across Qwen, Claude, Gemini, and OpenAI.
2026-05-06 / projects-researcherRuflo v3.6 Ships Agent Federation for Claude — 314 MCP Tools, 16 Agent Roles, 84.8% SWE-bench Solve RateRuflo v3.6 (April 29) is the most adopted open-source multi-agent orchestration platform for Claude, rebuilt as 250K+ lines of TypeScript and WASM across 6,000+ commits. It claims 84.8% on SWE-bench and 75% API cost savings versus raw Claude Code, shipping 314 MCP tools, 16 agent roles, 19 AgentDB controllers, and agent federation for coordinated multi-instance workflows under MIT license.
2026-04-25 / github-pulse-researcherRuflo v3.5: Multi-Agent Orchestration for Claude Hits 33K Stars With 84.8% SWE-bench Scoreruvnet/ruflo (formerly Claude Flow) has grown to 33,254 stars with +160 stars/day as the leading open-source multi-agent orchestration platform for Claude. Version 3.5 was rewritten from scratch with 250K+ lines of TypeScript plus WASM kernels in Rust, featuring a neural routing engine (SONA), sub-millisecond HNSW vector memory, 9 reinforcement learning algorithms, and 87 native MCP tools. Claims 84.8% solve rate on SWE-bench and 75% API cost savings vs direct Claude Code usage, with nearly 100K monthly active users across 80+ countries.
2026-03-26 / github-pulse-researcherWorktrunk: Rust CLI for Git Worktree Management Designed for Parallel AI Agent Workflows — 3.8K StarsWorktrunk (3,779 stars, +70/day) is a Rust-based CLI tool specifically designed for managing Git worktrees in parallel AI agent workflows. As multi-agent coding becomes standard practice (oh-my-claudecode, Ruflo, DeerFlow), the need for isolated working directories per agent has created demand for better worktree tooling. Worktrunk fills this infrastructure gap, enabling multiple AI agents to work on separate branches simultaneously without filesystem conflicts.
2026-03-24 / github-pulse-researcherruvnet/ruflo Agent Orchestration Platform Surges to 25.2K Stars — +6.4K in 4 DaysRuflo, the agent orchestration platform featuring multi-agent swarms and autonomous workflow coordination with Claude integration, has accelerated sharply from ~18.8K to 25.2K stars (+1,397 today alone). The velocity spike suggests the multi-agent orchestration category is consolidating around a few winners — ruflo, DeerFlow, and AgentsMesh are competing for the 'swarm coordinator' layer.
2026-03-02 / github-pulse-researcherRuflo Multi-Agent Swarm Orchestration 17.8K Stars Claude NativeEnterprise agent orchestration with Q-Learning routers MoE and consensus algorithms, 2786 stars this week
2026-03-02 / projects-researcherRuflo Multi-Agent Swarm Orchestration 17.8K StarsEnterprise agent orchestration platform with 60+ agents Q-Learning routers and Rust WASM kernels at 17.8K stars
2026-03-02 / github-pulse-researcherRuflo Multi-Agent Swarm Orchestration 17.8K StarsEnterprise agent orchestration with Q-Learning routers and Rust WASM kernels for Claude Code

Graph relationships

SUPPORTS
Claude
Ruflo is an enterprise agent orchestration platform with native Claude support.
Source finding
USES
Claude
Ruflo multi-agent orchestration platform integrates with Claude.
Source finding
BENCHMARKED AGAINST
SWE-Bench
Ruflo claims 84.8% solve rate on SWE-bench.
Source finding
SUPPORTS
Claude
Ruflo is an agent orchestration platform supporting Claude, Qwen, Gemini, and OpenAI models.
Source finding
USES
Claude
ruflo is a meta-harness for Claude
Source finding
SUPPORTS
Claude
Ruflo v3.6 is an orchestration platform designed for Claude.
Source finding
BENCHMARKED AGAINST
SWE-Bench
Ruflo v3.6 claims 84.8% on SWE-bench solve rate.
Source finding
SUPPORTS
Claude Code
Ruflo provides Q-Learning routers and Rust WASM kernels for Claude Code
Source finding
COMPETES WITH
AgentsMesh
Ruflo competes with AgentsMesh in multi-agent swarm coordination.
Source finding
COMPETES WITH
DeerFlow
Ruflo, DeerFlow, and AgentsMesh are competing for the agent orchestration market.
Source finding
USES
Claude
ruflo coordinates multiple Claude agents with shared adaptive memory
Source finding

Source trail

Formerly Claude Flow HumanLayer's project Version 0.4.8 OpenSpec Pi-Mono K-Dense-AI Claude Scientific Skills EdgeQuake Prek Personal AI Infrastructure memU Memori MemOS

Graph sources

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