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Install in OpenClaw
/install task-orchestrator
Description
Intelligent task management and execution coordination officer. Automatically generates task lists, intelligently decomposes complex tasks, matches AI agents...
Usage Guidance
This skill appears coherent and self-contained: the scripts operate on local JSON task files and do not contact external endpoints or request credentials. Before installing or running it, consider these practical precautions:
- Review the code locally (you already have full source) and run it in a sandbox or container if you are cautious.
- Be aware progress_monitor.py will overwrite the tasks JSON you point it at (it saves changes in place). Back up any important files before using the update action.
- The 'agent' names in references are placeholders for matching — they do not automatically call external agent services. If you adapt the skill to invoke external agents, you'll need to add credentials and networking; re-review for new risks then.
- If you plan to run these scripts on shared or production hosts, run them with a dedicated working directory to avoid accidental modification of other files.
No red flags were found in the included code or SKILL.md; confidence is high because all behavior is visible in the bundled source and it does not perform network I/O or request secrets.
Capability Analysis
Type: OpenClaw Skill
Name: task-orchestrator
Version: 1.0.0
The 'task-orchestrator' skill bundle is a legitimate tool for decomposing complex goals into structured task trees and managing their execution. The included Python scripts (task_decomposer.py, priority_calculator.py, and progress_monitor.py) perform standard JSON processing and logic for task sorting and status tracking without any dangerous system calls, network activity, or obfuscation. The SKILL.md instructions are well-aligned with the stated purpose and do not contain any prompt-injection attempts or malicious directives.
Capability Assessment
Purpose & Capability
The name/description (task orchestration, decomposition, agent matching, monitoring) aligns with the included Python scripts and reference documents. The files implement decomposition, priority scoring, and progress monitoring — capabilities expected for this purpose. Agent names referenced in mappings are labels for matching and do not imply external credential requirements.
Instruction Scope
SKILL.md instructs the agent to run the included scripts and operate on a tasks JSON (e.g., python3 scripts/task_decomposer.py --goal ... --output tasks.json). The runtime instructions reference only repository files and expected task output files. There are no instructions to read unrelated system files, environment variables, or transmit data externally.
Install Mechanism
There is no install spec — the skill is instruction-plus-local-scripts only. No downloads, package installs, or external installers are requested.
Credentials
The skill declares no required environment variables, no credentials, and no config paths. The included code does not access environment variables or external secrets. The set of declared/used resources is proportionate to the stated functionality.
Persistence & Privilege
The skill is not marked always:true and uses normal agent invocation. It does write/read its own task JSON files (progress_monitor updates the supplied tasks file), which is expected behavior for a local progress tracker and not a system-wide privilege escalation.
How to Use
- Make sure OpenClaw is installed (local or Docker)
- Run the install command in chat:
/install task-orchestrator - After installation, invoke the skill by name or use
/task-orchestrator - Provide required inputs per the skill's parameter spec and get structured output
Version History
v1.0.0
Initial release of Task Orchestrator.
- Automatically parses user goals and decomposes them into structured task trees.
- Matches tasks to the most suitable AI agents based on capability, load, and cost.
- Decides execution order using urgency, value, cost, and risk assessments.
- Monitors task progress in real time, detects anomalies, and retries failed tasks intelligently.
- Supports multi-agent collaboration and complex dependency handling.
- Includes scripts and resources for task decomposition, priority calculation, agent matching, and reporting.
Metadata
Frequently Asked Questions
What is Task Orchestrator?
Intelligent task management and execution coordination officer. Automatically generates task lists, intelligently decomposes complex tasks, matches AI agents... It is an AI Agent Skill for Claude Code / OpenClaw, with 83 downloads so far.
How do I install Task Orchestrator?
Run "/install task-orchestrator" in the OpenClaw or Claude Code chat to install it in one step — no extra setup required.
Is Task Orchestrator free?
Yes, Task Orchestrator is completely free, licensed under MIT-0. You can download, install and use it at no cost.
Which platforms does Task Orchestrator support?
Task Orchestrator is cross-platform and runs anywhere OpenClaw / Claude Code is available (cross-platform).
Who created Task Orchestrator?
It is built and maintained by OpenLark (@openlark); the current version is v1.0.0.
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