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MCP server · AI

Flock

A desktop multi-agent harness built with Rust, Tauri, and React, powered by langgraph-rust.

82Excellent

Scored 7 days ago · breakdown

About Flock

Flock is an MCP server published by Onelevenvy in the AI category: a desktop multi-agent harness built with Rust, Tauri, and React, powered by langgraph-rust.

The repository has 1.1K stars and 148 forks, with the last commit 3 months ago. Recent commit activity is the strongest signal that reported issues will get attention.

Install

From source
git clone https://github.com/Onelevenvy/flock

This server has no ConduID identity, so agent calls to it are not receipted. Pin the version you install and review the source before granting it credentials.

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Security checks

Static checks derived from the repository 20 hours ago. Heuristics on the source, not an audit.

  • ✓README presentThe repository ships documentation.
  • ✓License declaredUsable under a stated license.
  • ✓Tests presentA test suite exists in the repository.
  • ✓Dependencies pinnedA lockfile pins dependency versions.
  • !No dynamic code executionSource scan found eval or shell execution. Review how tool inputs reach it before granting credentials.
  • !Scoped permissionsDoesn't declare a permission scope. Assume it can do anything its process can.

Releases

v0.3.1v0.3.1 · 17 Jun 2026🚀 Flock v0.3.1: Multimodal Integration & Interactive HITL Flock v0.3.1 delivers a massive boost to core capabilities! This release officially introduces multimodal file and image processing, unleashes an advanced interactive…
v0.3.0v0.3.0 · 3 Jun 2026🚀 Flock v0.3.0: Workflow Engine Maturity & Enhanced Control Flock v0.3.0 focuses on stabilizing the runtime, deepening our alignment with LangGraph architecture, and providing you with more granular control over your AI agents. What's…
v0.2.9Flock v0.2.9 · 2 Jun 2026🚀 Automated release from GitHub Actions. See assets below to download. What's Changed feat: refactor scheduled cron jobs to support workflow and fix sandbox API key decryption in get_sandbox_config by @Onelevenvy in…
v0.2.8Flock v0.2.8 · 1 Jun 2026🚀 Flock v0.2.8: Unleashing Workflow Automation We are thrilled to announce Flock v0.2.8, a major milestone in our journey. With this release, we are evolving Flock from an AI interaction companion into a comprehensive workflow automation…
v0.2.7Flock v0.2.7 · 29 May 2026🚀 Flock v0.2.7: What's New 1. 🐾 Meet XiaoF: Your AI Interaction Companion We are excited to introduce XiaoF, a pixel-art pet system designed to bring life to your development workflow: <img width="138" height="116" alt="image"…

README

Flock

A desktop multi-agent harness built with Rust, Tauri, and React, powered by langgraph-rust.

Visual Workflow | Multi-Agent Harness | Built-in Agent | Safe Sandbox & VNC | Cross-Platform | Any API Key

English | 简体中文

Flock Main Screenshot Flock Chat Screenshot Flock Automation Screenshot Flock Assistants Screenshot Flock Workflow Screenshot

Note: This project is built on top of langgraph-rust, which is my personal Rust implementation of the LangGraph framework.

Refactoring History: Flock has been completely rewritten from the ground up. The original version was a Python-based application using LangGraph, LangChain, and FastAPI as the backend. The current version is a native desktop application with a Rust backend, powered by Tauri for the desktop shell. This rewrite brings significant improvements in performance, reliability, and user experience.

Legacy Code: The original Python codebase is preserved in the legacy/python branch for reference.


📋 Quick Navigation

Multi-Agent Harness & Workflow · Core Features · Architecture · Quick Start


🤝 Multi-Agent Harness & Workflow — Visual Orchestration for AI Agents

Flock is more than just a chat client. It's a comprehensive multi-agent harness combined with a powerful Visual Workflow Editor. It orchestrates and runs AI agents locally or inside sandbox containers to read/write files, execute bash commands, browse the web, and run complex pipelines. You see everything the agent does, and you're always in control.

Capability / Feature Traditional Chat Clients Flock (Multi-Agent Harness)
Visual Workflow Builder No Yes — ReactFlow editor with 10+ node types & streaming execution
AI Operating on Files Limited or No Yes — Built-in agent with full filesystem, grep, and glob access
Multi-Step Autonomy No Yes — Autonomous LangGraph-rust execution loop with approval prompts
Scheduled Task Automation No Yes — Native Cron scheduler for 24/7 unattended workflows
Multi-Agent Collaboration No Yes — Auto-detects & orchestrates multiple agents in team networks
Open Source & Extensible Rarely Yes — Free, built with Rust & Tauri, fully extensible

🌟 Core Features

🕸️ Visual Workflow Editor (ReactFlow Engine)

  • Drag-and-Drop Canvas: Design complex pipelines visually by connecting custom agent and logic nodes.
  • 10 Node Types Shipped:
    • start & answer: Define workflow inputs and final delivery parameters.
    • llm & agent: Pure inference nodes and tool-enabled LangGraph agents.
    • classifier & ifelse: Semantic routing routers and conditional branch checkers.
    • code: Custom JS/Python code runners to execute arbitrary transformations.
    • human: Interactive interrupts asking for manual feedback or input.
    • plugin & parameter_extractor: Expose custom tools/plugins and extract structured data.
  • Version Control & Execution History: Easily manage multiple versions of your visual workflows, track historical execution paths, and debug states incrementally.

👥 Human-in-the-Loop (HITL) & Safe Interaction

  • Interactive Tool Approvals: Crucial actions (like writing files, running bash scripts, or modifying configurations) require explicit user approval before execution. You can inspect the plan, approve, or deny on the fly.
  • VNC Screen Takeover: Directly interact with sandboxed browser and OS interfaces. When the agent gets stuck on captchas, you can take over mouse/keyboard controls seamlessly.
  • Workflow Breakpoints (human node): Place manual intervention checkpoints in the visual flow to request human decisions, form submissions, or variable modifications before proceeding.

🌐 Browser Automation & Computer Use

  • Playwright Browser: Scrape web data, click links, and bypass forms using an isolated browser execution engine.
  • Computer Use: Command virtual desktops using OS-level commands (xdotool). The agent monitors framebuffer screen feeds and handles mouse/keyboard events.

🤖 Built-in Agent — Zero Configuration

  • Out of the box: No external CLI tools to download or configure. Paste any API Key (OpenAI, Gemini, Anthropic Claude, AWS Bedrock, or Ollama/local) and start immediately.
  • Skill Extensions: Extensible via YAML-frontmatter prompts that support Hot-Reloading on file changes.

🔒 Safe Sandbox Environment

  • Isolated Environment: Executes risky shell scripts and code execution safely inside isolated environment containers.
  • VNC Streaming: Stream sandbox desktops directly into the UI via WebSockets for full visual inspection of the running environment.

🔌 MCP & Scheduled Tasks

  • MCP (Model Context Protocol): Connect to third-party MCP servers once; all assistants and workflows automatically inherit the newly exposed schemas and tools.
  • Scheduled Cron Tasks: Set it once, the agent executes scheduled tasks on autopilot. Supports standard cron syntax for automated system maintenance, daily file aggregation, or report generation.

🏗️ Architecture

graph TD
    UI[Tauri Desktop UI - React + Mantine] <-->|IPC / Tauri Command| TauriHost[src-tauri Core]
    TauriHost <-->|IPC Interface / JSON Protocol| AgentEngine[flock-agent - LangGraph Core]
    AgentEngine -->|Graph State Machine| StateGraph[langgraph-rust]
    AgentEngine <-->|SQLite Checkpointer| DB[(SQLite Database)]
    AgentEngine <-->|Discovery / Frontmatter| Skills[flock-skills]
    
    AgentEngine <-->|Tool Execution| Registry[flock-tools - Tool Registry]
    Registry <-->|Local Host| Builtin[Built-in Tools: Bash, Files, Grep]
    Registry <-->|Model Context Protocol| MCP[MCP Server Registry]
    Registry <-->|Isolated Container| Sandbox[Sandbox Client]
    
    Sandbox <-->|X11 / VNC Server| VNC[x11vnc + websockify] <-->|Websocket Stream| UI
    Sandbox <-->|Playwright / xdotool| Browser[Browser & OS Controls]

Module Breakdown

Crate Directory Purpose
flock-core crates/flock-core Shared configuration schemas, SQLite DB models, encryption utilities, and IPC channels.
flock-agent crates/flock-agent The core agent executor loop, LangGraph state engine, checkpointer, and memory system.
flock-workflow crates/flock-workflow Workflow node logic and JSON-to-LangGraph AST compiler.
flock-tools crates/flock-tools Built-in and sandboxed tools, VNC web socket proxies, and sandbox managers.
flock-skills crates/flock-skills System prompts loader supporting variable injection and watcher-based hot-reload.
flock-ui flock-ui React application featuring Zustand, i18next, and ReactFlow editor.

🚀 Quick Start

Prerequisites

  • Rust: 1.77.2 or later
  • Node.js: 18.x or later

Install & Run

  1. Clone the Repository

    git clone https://github.com/Onelevenvy/flock.git
    cd flock
    
  2. Install Frontend Dependencies

    cd flock-ui
    npm install
    
  3. Start Development App

    npm run tauri dev
    
  4. Run Backend Tests

    cargo test --workspace
    

📄 License

Licensed under the Apache License, Version 2.0. See LICENSE for details.

README fetched from the repository 20 hours ago. The original is authoritative.

Questions

About Flock

How do I install Flock?

No package has been published for this server, so install it from source: clone the repository and follow its README.

Is Flock safe to use with an AI agent?

Its trust score is 82 out of 100 (excellent). It passes 4 of the 6 static security checks run so far; the failures are listed above. It has no ConduID identity yet, so agent calls to it are not receipted.

Is Flock still maintained?

Yes — the latest release is v0.3.1 (17 Jun 2026), and the last commit was 3 months ago. The repository has 1.1K stars and 2 open issues.