How does context injection improve the AI response?

By capturing page metadata and user info on the frontend and injecting it into the backend prompt, the AI gains immediate situational awareness without the user needing to provide background info.

How are MCP tools authenticated?

The skill demonstrates how to pass credentials through system prompts to ensure MCP tools can securely access user-specific data during agent execution.

Can I use this with Next.js applications?

Yes, it includes specific patterns for Next.js, including handling httpOnly cookies through server-side proxies and optimized script loading strategies.

Does it support database persistence?

Yes, it provides patterns for using SQLModel and SQLAlchemy to store conversation threads and message history in PostgreSQL or other relational databases.

AI Chat Interface Builder

Name: AI Chat Interface Builder
Author: Asmayaseen

byAsmayaseen

0•

API Development

Builds production-grade AI chat interfaces with custom backend integration, secure authentication, and granular context injection.

This skill provides comprehensive patterns for architecting professional AI chat experiences using ChatKit and custom agents. It covers critical implementation details including streaming backend servers, secure JWT and httpOnly cookie authentication for Next.js, and persistent database storage. Developers can leverage advanced patterns for injecting user and page-level context into LLM prompts, ensuring agents have the necessary background info to provide relevant, personalized responses while maintaining secure MCP tool access.

Key Features

01Database persistence patterns using SQLModel and SQLAlchemy

020 GitHub stars

03Custom backend integration with ChatKitServer and Python agents

04Automated page and user context injection for frontend applications

05Secure authentication patterns for JWT, JWKS, and httpOnly cookies

06Next.js optimized script loading and API proxying strategies

Use Cases

01Building a context-aware support bot integrated into a SaaS dashboard

02Creating interactive chat widgets that persist state across user sessions

03Implementing secure internal AI tools with enterprise authentication

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add asmayaseen/hackathon-2 building-chat-interfaces

For use in Claude.ai and ChatGPT

Download Skill