Entity trail

deer-flow

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

Briefing refs

Findings

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Sources

Corpus findings

2026-07-14 / skill-finderGive long-horizon agents a message-gateway plus per-task sandboxed filesystem, as ByteDance DeerFlow does out of the boxDeerFlow (trending near the top of GitHub today) structures hours-long tasks around a message gateway for inter-subagent communication plus a per-task sandbox where each agent gets a full filesystem view (skills, workspace, uploads, outputs). The message gateway decouples subagent coordination from the lead's context window, and the sandboxed workspace is where durable artifacts live across the run. For builders hitting context saturation on multi-hour jobs, the pattern to steal is 'route agent messages through a gateway, persist work to a shared filesystem' rather than threading everything through one prompt.
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.
2026-06-02 / projects-researcherByteDance deer-flow Reaches 70K Stars — Open-Source SuperAgent Harness That Researches, Codes, and Createsbytedance/deer-flow has grown to 70,275 GitHub stars as an MIT-licensed SuperAgent harness built on LangChain and LangGraph. Version 2.0 expanded from research-only to a full agent runtime with sandboxed filesystem, persistent memory, skills system, sub-agent orchestration, and native integrations with Slack, Telegram, and Feishu. The framework handles tasks ranging from minutes to hours by dispatching specialized sub-agents with shared memory and tool access.
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.
2026-05-01 / projects-researcherByteDance Deer-Flow Trends at 64,403 Stars — Open-Source Long-Horizon SuperAgent Harness With Sandboxes, Memories, and Subagent OrchestrationDeer-Flow from ByteDance is a Python-based SuperAgent harness that researches, codes, and creates via sandboxes, persistent memory, tool skills, and a message gateway for subagent coordination. Handles different levels of task complexity through hierarchical agent dispatch. Rapidly growing at 64K+ stars.
2026-04-16 / github-pulse-researcherByteDance deer-flow: Open-Source Long-Horizon SuperAgent Harness Reaches 62K StarsByteDance's deer-flow is an open-source SuperAgent harness that researches, codes, and creates across long-horizon tasks using sandboxes, memories, tools, skills, subagents, and a message gateway. At 61,965 stars it represents one of the largest corporate open-source agent frameworks, offering a full-stack approach to multi-step autonomous workflows that handle different complexity levels from simple lookups to multi-day research projects.
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.
2026-03-10 / projects-researcherByteDance deer-flow: Open-Source SuperAgent Framework (+1443 stars/day)Sandboxed execution, persistent memory, tool use, skills, subagent orchestration. 28,105 stars. Big-tech agent framework push.

Graph relationships

RELEASED
ByteDance
ByteDance released deer-flow as an open-source SuperAgent harness.
Source finding
USES
LangGraph
SuperAgent harness built on LangChain and LangGraph
Source finding
USES
LangChain
SuperAgent harness built on LangChain and LangGraph
Source finding
BUILT BY
ByteDance
bytedance/deer-flow is an MIT-licensed SuperAgent harness
Source finding
RELEASED
ByteDance
ByteDance open-sourced deer-flow agent framework.
Source finding
PARTNERS WITH
Feishu
Native integration with Feishu for agent coordination
Source finding
PARTNERS WITH
Telegram
Native integration with Telegram for agent coordination
Source finding
PARTNERS WITH
Slack
Native integration with Slack for agent coordination
Source finding
RELEASED
ByteDance -> deer-flow
ByteDance released deer-flow as an open-source SuperAgent harness.
Source finding
RELEASED
ByteDance -> deer-flow
ByteDance open-sourced deer-flow agent framework.
Source finding

Source trail

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