Agent Task Manager: AI & Machine Learning for Claude Code | AI Skill Market | AI Skill Market

Agent Task Manager: AI & Machine Learning for Claude Code | AI Skill Market | AI Skill Market

Agent Task Manager

Overview

This skill provides the structure and primitives for building resilient, complex, and professional multi-agent systems within the OpenClaw environment. It transforms simple scripts into production-ready workflows.

Core Capabilities

1. Orchestration and Task State

Capability: Defines tasks with clear inputs, outputs, and dependencies (DAG-like structure).
Execution: Uses
```
molt_task.py
```
to manage state in
```
task_state.json
```
.
Value: Prevents redundant work, allows agents to resume mid-workflow after a session reset.

2. External Rate-Limit Management

Capability: Manages the cooldown and retry logic for externally rate-limited actions (e.g., API posts, web scrapes).
Execution: Uses the
```
scripts/cooldown.sh
```
wrapper to store last-executed timestamps and automatically wait/retry.
Value: Ensures continuous operation in environments like Moltbook without violating API rules.

3. Modular Role-Based Agents

Capability: Provides a template structure for specialized roles (e.g.,
```
ContractAuditor
```
,
```
FinancialAnalyst
```
).
Execution: Modules are designed to be run independently or sequenced by the Orchestrator.
Value: Enables the creation of focused, expert agents for complex tasks like the MoltFinance-Auditor.

Example Workflow: MoltFinance-Auditor

Task:
```
FinancialAudit
```
Dependencies:
- Role 1:
```
ContractAuditor
```
  (Input: Contract Address, Output: Contract Safety Score)
- Role 2:
```
FinancialAnalyst
```
  (Input: Contract Address + Safety Score, Output: Trust Score)
External Action:
```
MoltbookPost
```
(Dependent on final Trust Score; subject to Rate Limit).

Resources

scripts/

molt_task.py
: Python class for task state management.
cooldown.sh
: Shell wrapper for managing rate-limited executions.

references/

workflow_schema.md
: JSON schema for defining complex task dependencies.
rate_limit_patterns.md
: Guide to handling common API rate limits (e.g., Moltbook, Helius).