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ClawCross

Unify agents from multi-platform (OpenClaw, Codex, Claude, Gemini) into one Team with shared prompts & skills — then drop the whole agent workflow into any Python script.

ClawCross/ClawCrosscommunitylistedunreviewed

Set up

Skills are installed by placing their folder where your agent loads skills.

The download comes from github.com/ClawCross/ClawCross itself, not from our server, so what you get is exactly what its author published.

Install instructions come from the README

Skills do not use an MCP config. Follow the steps in the README below.

README

synced Oct 21, 2026

Clawcross

中文版 README

A local AI workspace where multiple expert agents collaborate, debate, and execute — with a visual workflow engine, living memory, and one-click public access.

What is Clawcross?

Clawcross turns a single chatbot into a programmable multi-expert system. You create a Team — a group of AI agents with distinct roles and personas — and let them collaborate on tasks through visual workflows. Each discussion builds a living knowledge graph that persists across sessions.

Key concepts at a glance:

TermMeaning
AgentAny agent on your machine — WeBot, Codex, Claude Code, Gemini, OpenClaw, or an OpenAI-compatible service — behind one interface (/v1/agents)
TeamA named set of agents, each playing a role (one may lead), plus the team's personas, workflows and skills
OASISThe visual workflow engine that orchestrates multi-expert discussions (sequential, parallel, branching, DAG)
OASIS TownA pixel-town visualization in the Studio sidebar where you watch live discussions and inspect the swarm graph
WeBotA Claude-Code-style delegated runtime with role-based subagents, plan/todo/verification, and approval-aware tool policies
GraphRAGA living knowledge graph built from each discussion, stored locally in SQLite (optionally mirrored to Zep)
Team Presets15 ready-to-use expert teams — strategists, content creators, tech titans, and more — installable in one click
ACP (acpx)Agent Client Protocol for communicating with external AI agents (OpenClaw, Codex, Claude, Gemini, Aider)
OpenClawAn agent runtime whose agents join Teams, group chats and workflows like any other agent

Product Video

Quick Start

Prerequisites

  • Python 3.11+, prepared by the startup wrapper through uv if absent
  • Node.js 18+ only for optional acpx and frontend builds
  • Git
  • macOS / Linux / Windows (WSL or PowerShell)

Install via AI Code CLI

Open any AI coding assistant such as Codex, Cursor, Claude Code, CodeBuddy, or Trae, and say:

Clone https://github.com/ClawCross/ClawCross.git, read AGENTS.md, and install Clawcross.

Manual Setup

Fastest start

bash run.sh start
powershell -ExecutionPolicy Bypass -File .\run.ps1 start

Open the UI at http://127.0.0.1:51209.

Stop / status

bash run.sh status
bash run.sh stop
powershell -ExecutionPolicy Bypass -File .\run.ps1 status
powershell -ExecutionPolicy Bypass -File .\run.ps1 stop

Notes

  • run.sh / run.ps1 are root-level wrappers around the canonical scripts under launch/.
  • start prepares Python 3.11, a virtual environment, core dependencies, .env, and services. Use install-component only for optional integrations; see SKILL.md.
  • If LLM_MODEL is missing, the web UI still starts; configure a model in the first-login wizard before sending LLM requests. Set CLAWCROSS_REQUIRE_LLM_MODEL=1 to make startup strict.

Canonical launch commands

bash launch/run.sh start
bash launch/run.sh status
bash launch/run.sh stop
powershell -ExecutionPolicy Bypass -File .\launch\run.ps1 start
powershell -ExecutionPolicy Bypass -File .\launch\run.ps1 status
powershell -ExecutionPolicy Bypass -File .\launch\run.ps1 stop

For the full install guide (OpenClaw, Antigravity, MiniMax, WSL, manual CLI config, troubleshooting), see SKILL.md.

Why Clawcross

Multi-Expert Collaboration, Not Just Chat

  • Team-based orchestration — combine WeBot, Codex, Claude Code, OpenClaw and API agents into a single Team with one-click import/export
  • 16 built-in Team Presets — LLM Council, Nuwa All-Stars, Content Empire, Strategists, Tech Titans, and more — install and run immediately
  • Teams through conversation — Ask your main Agent to manage members, personas, workflows and schedules with optional management tools
  • Visual orchestration — design workflows in OASIS with sequential, parallel, branching, or DAG-style expert coordination

Claude-Code-Style Delegation with WeBot

  • Role-based subagents — profiles for general, research, planner, coder, reviewer, and verifier modes
  • Persisted state — run/task lifecycle, plan/todo/verification primitives, context compression, and artifact logging
  • Approval-aware tool policies — configure which tools require human approval, with event logging and hooks

Living Memory and Observability

  • GraphRAG — every discussion builds a living knowledge graph, persisted locally with optional Zep mirroring
  • OASIS Town — watch discussions unfold in a pixel-town visualization, inspect the swarm graph, and inject nudges in real time
  • ReportAgent — ask why the current prediction leans a certain way and get graph-backed evidence

Real Operator Features

  • OpenAI-compatible API — local /v1/chat/completions endpoint that works with standard clients and MCP tools
  • Bots — Telegram and QQ integrations with whitelist access control
  • Multimodal I/O — images, files, voice input, TTS, provider-aware audio defaults
  • Automation — scheduled tasks and long-running workflow execution
  • TinyFish — internet search agent powered by TinyFish Web Agent API
  • Remote access — Hub device subdomains with login-token / password flows; optional Cloudflare
  • Flow distribution — browse and share workflows on ClawcrossHub

What You Can Do Today

CapabilityWhat It Gives You
OpenAI-compatible APILocal chat completions endpoint for apps, tools, and clients
Web UIChat, settings, OASIS panel, group chat, tunnel control, WeBot runtime panel
Team Presets15 ready-to-use expert teams — install and start collaborating immediately
Conversational Team managementLet the main Agent create Teams and configure members, workflows and schedules
OASIS workflowsSequential, parallel, branching, and DAG-style expert orchestration
OASIS TownPixel-town visualization with live residents, nudges, and swarm graph
WeBot runtimeClaude-Code-style delegation with profiles, modes, tool policies, and per-Agent runtime state
GraphRAG memoryPersist each topic as a living graph in local SQLite, with optional Zep mirroring
ReportAgentGraph-backed evidence for predictions and decisions
MCP toolsBuilt-in tools for commands, files, sessions, search, scheduler, OASIS, WeBot, and LLM API
Team systemPublic/private agents, personas, workflows, and Team snapshots with import/export
ACP communicationBroadcast to OpenClaw, Codex, Claude, Gemini, Aider via Agent Client Protocol
Multimodal I/OImages, files, voice input, TTS
BotsTelegram and QQ integrations
AutomationScheduled tasks and long-running workflow execution
TinyFishInternet search agent for web crawling and structured data extraction
Flow distributionBrowse and share flows on ClawcrossHub
Remote accessHub device subdomains plus login-token / password flows; optional Cloudflare

Flow Distribution Platform

ClawcrossHub is the companion flow distribution platform:

  • Browse published Clawcross flows
  • Distribute reusable workflows to other users
  • Share flow links as a lightweight workflow catalog entry

Typical Use Cases

  • Local AI workspace — run a private AI assistant with a browser UI and OpenAI-compatible API
  • Team debate and execution — let multiple experts challenge, refine, and conclude on the same task
  • Ready-made expert councils — install a preset team (LLM Council, strategists, content creators) and run it immediately
  • Live debate observability — watch an OASIS discussion from the Town sidebar, inspect the swarm graph, and inject nudges
  • Delegated agent work — use WeBot to delegate research, coding, or review tasks to role-based subagents
  • Prediction / GraphRAG cockpit — use OASIS topics as living world models with evidence-backed report answers
  • AI integration hub — connect bots, external agent runtimes, and other OpenAI-compatible clients
  • Competitor monitoring — schedule daily pricing crawls, compare stored snapshots, and detect changes
  • Operational cockpit — manage settings, ports, audio, workflows, public access, and users from one place

Acknowledgements

Clawcross benefited from several open-source projects:

Documentation

FileAudiencePurpose
AGENTS.mdAI AgentsBehavior rules, task router, progressive disclosure
SKILL.mdAgents + HumansComplete install, config, debug, and troubleshooting guide
docs/index.mdBothTask-based documentation map to all deep-dive docs

Community

License

Apache License 2.0 — see LICENSE.

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