chat-api-orchestration

Orchestrate a deterministic single-endpoint chat API workflow with validation and error handling.

2|Updated Jan 1, 2026
One-click install
npx skills add https://github.com/HasnainCodeHub/todo-evaluation --skill chat-api-orchestration
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: chat-api-orchestration
Source: https://github.com/HasnainCodeHub/todo-evaluation/tree/main/.claude/skills/chat-api-orchestration
Command: npx skills add https://github.com/HasnainCodeHub/todo-evaluation --skill chat-api-orchestration

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes references (resource) components.

What problem does it solve?

Implement deterministic single-endpoint chat API orchestration to coordinate request validation, conversation management, and agent runner calls, enabling reliable contracts and structured responses.

Core Features & Use Cases

  • Deterministic 5-step flow from request to response for the /api/{user_id}/chat endpoint.
  • Robust conversation resolution, validation patterns, and agent orchestration with ownership checks.
  • Clear API contracts, error handling, and guidance for integration with client applications.

Quick Start

Create a new /api/{user_id}/chat endpoint following the deterministic 5-step flow.

Frequently Asked Questions about chat-api-orchestration

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

FAQPage Schema
How do I build a deterministic single-endpoint chat API workflow?

To build a deterministic chat API workflow, implement a structured 5-step flow for a single endpoint covering request validation, authentication checks, conversation resolution, agent execution, and standardized error handling.

What is deterministic API orchestration for chat endpoints?

Deterministic API orchestration coordinates request validation, conversation management, and agent runner calls to ensure reliable API contracts and structured responses for chat endpoints.

How do I manage conversation resolution and ownership checks in a chat API?

Conversation resolution and ownership checks are managed during the agent orchestration phase of the chat API workflow, ensuring user-specific context is validated before executing agent runner calls.

Does this chat API orchestration flow handle authentication and input validation?

Yes, the deterministic chat API flow explicitly handles both input validation and authentication checks as foundational steps before resolving conversations and executing agent runners.

What is the best way to structure error handling for an agent runner chat API?

The best way to structure error handling is by applying standardized error handling patterns across the deterministic 5-step flow to maintain clear API contracts for client application integration.