orchestrator-telemetry

Define telemetry formats and context manifests for multi-agent orchestration workflows.

Updated Apr 17, 2026
One-click install
npx skills add https://github.com/KingSharkG/ai-agents-workflow --skill orchestrator-telemetry
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: orchestrator-telemetry
Source: https://github.com/KingSharkG/ai-agents-workflow/tree/main/skills/orchestrator-telemetry
Command: npx skills add https://github.com/KingSharkG/ai-agents-workflow --skill orchestrator-telemetry

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Telemetry and Context Manifest governance for multi-agent orchestration: defines per-agent telemetry lines, context manifests, and a centralized task summary to enable auditing and a consistent dispatch workflow.

Core Features & Use Cases

  • Telemetry line format for every subtask
  • Context Manifest sections per role with file sources and byte accounting
  • Aggregated task-level summaries and audits for governance and compliance
  • Use Case: Orchestrate a complex delivery with lead, executor, and reviewer roles, then audit telemetry for cost and performance.

Quick Start

Configure agents to emit a telemetry line and a per-subtask context manifest, then trigger tasks to collect, aggregate, and audit telemetry data.

Frequently Asked Questions about orchestrator-telemetry

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I standardize telemetry for multi-agent workflows?

Standardize multi-agent telemetry by enforcing a fixed telemetry line format and per-role context manifests for every dispatched subtask. This ensures consistent auditability across lead, executor, reviewer, and integration-checker roles during provisioning and execution phases.

What is a context manifest in task management orchestration?

A context manifest in task management orchestration is a structured record containing file sources and byte accounting for each agent role. It standardizes context delivery to ensure consistent telemetry and auditability across multi-agent execution workflows.

How do I aggregate task-level summaries for cost attribution and auditing?

Aggregate task-level summaries for cost attribution by enforcing centralized telemetry collection from dispatched agents. This governance process compiles per-subtask telemetry lines and context manifests into an aggregated audit for compliance and performance insights.

Can I audit telemetry across lead, executor, and reviewer roles?

Yes, you can audit telemetry across lead, executor, reviewer, and integration-checker roles. The Skill enforces per-role context manifests and a fixed telemetry format, enabling consistent task-level auditing and cost attribution across multi-agent workflows.

What is the best way to track subtask performance in a multi-agent system?

Track subtask performance in a multi-agent system by configuring agents to emit a standardized telemetry line and context manifest per subtask. This centralized aggregation supports task-level insights, cost attribution, and consistent workflow auditing.

Do I need specific dependencies to implement agent telemetry and aggregation?

No specific dependencies are required to implement agent telemetry and aggregation. The Skill provides guidelines to configure agents to emit telemetry lines and context manifests, which are then aggregated for centralized task-level summaries and compliance auditing.