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Install in OpenClaw
/install autonomous-organization
Description
Manages and schedules autonomous agents to perform research, projects, memory upkeep, cleanup, and security tasks around the clock.
README (SKILL.md)
Autonomous Organization Skill
This is the core framework for running autonomous agents that deliver value 24/7.
Daily Schedule
Morning (9:00 AM)
- Review overnight work completed by autonomous agents
- Update MEMORY.md with key achievements
- Prepare any new autonomous tasks for the day
Afternoon (3:00 PM)
- Execute midday autonomous work batch
- Check system health and resource usage
- Plan overnight autonomous tasks
Evening (9:00 PM)
- Deep work autonomous tasks (resource-intensive)
- Memory optimization and cleanup
- Preparation for next day
Night (11:00 PM - 6:00 AM)
- High-priority overnight work
- System optimization tasks
- Batch processing of accumulated tasks
Autonomous Agent Types
- Memory Agent - Maintains and improves memory system
- Research Agent - Gathers information on topics of interest
- Project Agent - Works on ongoing projects
- Cleanup Agent - Organizes files, updates docs
- Security Agent - System health and security checks
Creating Autonomous Agents
sessions_spawn --task "Your task here" --runtime subagent
Use the orchestrator to plan, sub-agents to execute.
Usage Guidance
This skill describes an agent-orchestration framework but is missing important details and comes from an unknown source. Before installing: (1) confirm where 'sessions_spawn' (or the orchestrator) comes from and whether your platform exposes it; (2) understand what permissions the agent would need to read/write MEMORY.md and to spawn subagents — restrict those permissions or run in a sandbox first; (3) require manual approval / rate limits for any spawned sub-agents to avoid runaway behavior; (4) prefer a skill with documented source, homepage, or implementation so you can audit what will actually run. If you can't verify the orchestrator and safeguards, treat this skill as risky and avoid installing it in production environments.
Capability Analysis
Type: OpenClaw Skill
Name: autonomous-organization
Version: 1.0.0
The skill bundle provides a conceptual framework and organizational schedule for an autonomous agent to manage tasks and sub-agents. It contains no executable code, malicious instructions, or indicators of data exfiltration, and the instructions in SKILL.md are consistent with the stated purpose of task orchestration.
Capability Assessment
Purpose & Capability
The name/description and SKILL.md both describe an orchestration framework for autonomous agents, so purpose and capability broadly align. However, the instructions reference an executable 'sessions_spawn' and an 'orchestrator' with no declared dependencies, binaries, or documentation link — this omission is an incoherence (the skill expects runtime primitives that are not declared or provided).
Instruction Scope
Instructions tell the agent to review and update MEMORY.md, check system health/resource usage, and to spawn sub-agents using 'sessions_spawn --task ... --runtime subagent'. These are broad, ambiguous directives that give the agent discretion to read/write files and create autonomous subagents. There are no concrete limits, safeguards, or explicit target endpoints, so the agent could perform unexpected file I/O or spawn many agents.
Install Mechanism
This is an instruction-only skill with no install spec or downloadable artifacts, which reduces installation risk. No archived or remote installs are requested.
Credentials
The skill declares no required environment variables or credentials (appropriate for a scheduling/orchestration description). However, it instructs editing MEMORY.md and checking system health — actions that imply file-system access and potentially privileged monitoring APIs; the SKILL.md does not declare or constrain these accesses.
Persistence & Privilege
The skill does not request 'always: true', but the platform default allows autonomous model invocation. Combined with instructions that explicitly spawn sub-agents, this creates a higher blast radius: the skill could autonomously create and drive other agents if the host platform exposes 'sessions_spawn' or similar. There are no written safeguards or approval steps in the instructions.
How to Use
- Make sure OpenClaw is installed (local or Docker)
- Run the install command in chat:
/install autonomous-organization - After installation, invoke the skill by name or use
/autonomous-organization - Provide required inputs per the skill's parameter spec and get structured output
Version History
v1.0.0
- Introduced the core framework for running continuous autonomous agents.
- Outlined a daily schedule for agent activities, divided into morning, afternoon, evening, and night tasks.
- Defined five core agent types: Memory, Research, Project, Cleanup, and Security agents.
- Provided instructions for spawning new autonomous agents using the command-line.
- Clarified the orchestration model: use the orchestrator for planning and sub-agents for execution.
Metadata
Frequently Asked Questions
What is Autonomous Organization?
Manages and schedules autonomous agents to perform research, projects, memory upkeep, cleanup, and security tasks around the clock. It is an AI Agent Skill for Claude Code / OpenClaw, with 343 downloads so far.
How do I install Autonomous Organization?
Run "/install autonomous-organization" in the OpenClaw or Claude Code chat to install it in one step — no extra setup required.
Is Autonomous Organization free?
Yes, Autonomous Organization is completely free, licensed under MIT-0. You can download, install and use it at no cost.
Which platforms does Autonomous Organization support?
Autonomous Organization is cross-platform and runs anywhere OpenClaw / Claude Code is available (cross-platform).
Who created Autonomous Organization?
It is built and maintained by xeonai44 (@xeonai44); the current version is v1.0.0.
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