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AI & Agent Tooling

AI Prompts, Rules & Model Context Protocol Templates

Production-ready .cursorrules guidelines, CLAUDE.md developer instructions, Model Context Protocol (MCP) server stacks, and OpenAI structured output schemas.

markdown Verified Starter

Production .cursorrules Specification for Full-Stack TypeScript

Hardened, battle-tested .cursorrules for Next.js, TypeScript, Tailwind CSS, and SQLite with strict code invariants.

# .cursorrules - Production Full-Stack TypeScript Guidelines

You are an expert principal software engineer specializing in TypeScript, Next.js, Tailwind CSS, and SQLite.

## Code Quality & Architecture Invariants
- Prefer explicit types over any....
markdown Verified Starter

Claude Code & AI Assistant Instructions (CLAUDE.md)

Standardized CLAUDE.md developer guide with build steps, testing guidelines, code architecture, and style conventions.

# CLAUDE.md - Development & Project Guidance

This file provides architectural guidelines and operational instructions for Claude Code and autonomous agent assistants working in this repository.

## Commands & Workflows
- Development Server: npm run...
yaml Verified Starter

Model Context Protocol (MCP) Server Docker & SSE Setup

Production Docker Compose and configuration for hosting an MCP server over Server-Sent Events (SSE).

version: '3.8'

services:
  mcp-server:
    image: node:20-alpine
    container_name: mcp-knowledge-server
    restart: unless-stopped
    working_dir: /app
    environment:
      - NODE_ENV=production
      - PORT=8080
      - MCP_TRANSPORT=sse
    ...
json Verified Starter

OpenAI & Anthropic Strict Structured Outputs JSON Schema

Strict JSON Schema definitions for LLM function calling, data extraction, and deterministic JSON responses.

{
  "$schema": "http://json-schema.org/draft-07/schema#",
  "title": "ExtractedTechnicalSnippet",
  "type": "object",
  "additionalProperties": false,
  "required": ["title", "language", "code", "explanation", "tags", "confidence_score"],
 ...
yaml Verified Starter

PostgreSQL with pgvector & Redis RAG Embedding Stack

Docker Compose configuration with PostgreSQL 16, pgvector extension, HNSW indexing, and Redis cache for AI embeddings.

version: '3.8'

services:
  pgvector-db:
    image: pgvector/pgvector:pg16
    container_name: postgres-pgvector
    restart: unless-stopped
    environment:
      POSTGRES_USER: ${DB_USER:-vector_user}
      POSTGRES_PASSWORD:...
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