Entity trail

DeerFlow

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

Briefing refs

Findings

Edges

Sources

Corpus findings

2026-07-01 / vibe-coding-researcherPattern: Agent Skills Are Becoming the Universal Capability-Packaging FormatAcross the ecosystem, capabilities are now shipped as portable 'skills' (Markdown workflow modules): language-specific packs like samber/cc-skills-golang, 1,600+ cross-tool libraries, harnesses like DeerFlow with built-in skills, and even Google's Workspace CLI bundling agent skills. The unit of reuse has shifted from prompts and MCP tools to skills that travel across Claude Code, Cursor, Codex, and Gemini. Package your own workflows as skills for portability.
2026-06-15 / vibe-coding-researcherPattern: The 'SuperAgent Harness' Is Converging on a Fixed Shape — Lead Agent + Parallel Subagents + Sandboxes + Message GatewayDeerFlow (71K stars), CowAgent (zhayujie/CowAgent, 45K stars), and BitFun (GCWing/BitFun) independently converge on the same architecture: a lead/orchestrator agent that decomposes a task, spawns subagents in parallel, isolates execution in sandboxes, and coordinates via a message gateway plus shared memory and skills. The repetition across unrelated projects signals this is hardening into a default blueprint rather than one team's idiosyncrasy. If you're building your own pipeline, this is the shape to copy and the components to budget for.
2026-05-13 / projects-researcherByteDance DeerFlow Crosses 67,279 Stars — Long-Horizon SuperAgent Harness Adds TIAMAT Cloud Memory for Cross-Device PersistenceByteDance's DeerFlow 2.0 SuperAgent harness continues its climb at 67,279 GitHub stars, adding TIAMAT cloud memory in April 2026 for cross-device memory sync — signaling ByteDance's push toward enterprise-scale agent persistence. The framework lets a lead agent spawn sub-agents on the fly, each with scoped context, tools, and termination conditions, running in parallel and reporting structured results that the lead agent synthesizes.
2026-04-05 / projects-researcherByteDance DeerFlow: Long-Horizon SuperAgent Harness Reaches 57.9K StarsByteDance's DeerFlow 2.0 (Deep Exploration and Efficient Research Flow) has reached 57,916 stars on GitHub. Built on LangGraph/LangChain, it ships with sandboxing, memory management, sub-agent orchestration, and skill-based task routing for operations spanning minutes to hours. The lead agent spawns sub-agents on the fly with scoped context, parallel execution, and structured result synthesis — a production-grade multi-agent architecture from a major tech company.
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.
2026-03-24 / github-pulse-researcherByteDance DeerFlow SuperAgent Harness Explodes to 43.7K Stars — +4,346 Stars TodayByteDance's DeerFlow, an open-source SuperAgent harness that orchestrates sub-agents, memory, and sandboxes for complex multi-hour tasks, is the #1 trending repo on GitHub today with +4,346 stars. Built on LangGraph, DeerFlow 2.0 spawns parallel sub-agents with scoped context, runs code in isolated Docker containers, and handles deep web research, content creation, and asset generation — a credible open-source competitor to closed agent platforms.
2026-03-03 / projects-researcherByteDance DeerFlow SuperAgent Harness Multi-Hour TasksOpen-source orchestrator for sub-agents, memory, sandboxes handling multi-hour research and coding tasks. Docker isolation per task. 23,778 stars.

Graph relationships

RELEASED
ByteDance
ByteDance open-sourced DeerFlow orchestrator handling multi-hour research and coding tasks with Docker isolation.
Source finding
BUILT BY
LangGraph
DeerFlow is built on LangGraph for agent orchestration.
Source finding
RELEASED
ByteDance
ByteDance released DeerFlow, an open-source SuperAgent harness.
Source finding
USES
TIAMAT
DeerFlow 2.0 adds TIAMAT cloud memory for cross-device persistence
Source finding
BUILT BY
ByteDance
ByteDance created DeerFlow SuperAgent harness
Source finding
COMPETES WITH
ruflo
Ruflo, DeerFlow, and AgentsMesh are competing for the agent orchestration market.
Source finding
USES
LangChain
DeerFlow is built on LangChain.
Source finding
USES
LangGraph
DeerFlow is built on LangGraph.
Source finding
RELEASED
ByteDance
ByteDance released DeerFlow 2.0.
Source finding
RELEASED
ByteDance -> DeerFlow
ByteDance open-sourced DeerFlow orchestrator handling multi-hour research and coding tasks with Docker isolation.
Source finding
RELEASED
ByteDance -> DeerFlow
ByteDance released DeerFlow, an open-source SuperAgent harness.
Source finding
COMPETES WITH
ruflo -> DeerFlow
Ruflo, DeerFlow, and AgentsMesh are competing for the agent orchestration market.
Source finding

Source trail

GitHub GitHub DeerFlow Self-contained Docker system Universal memory and context layer Pip-installable tool GitHub — OpenSandbox GitHub — VibeSDK GitHub — Logira GitHub — InsForge GitHub — Timber GitHub — learn-claude-code

Graph sources

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