AI Ops Templates

A curated repository of templates, rules, snippets, and presets for AI-assisted development across all Abundance client projects.

Purpose

This repository provides structured context that enables AI agents (like Cursor's Composer) to:

• Build features 10x faster with accurate brand/style context
• Follow established patterns without re-explanation
• Maintain consistency across all client projects
• Self-update context to prevent drift

Structure

ai-ops-templates/
├── templates/           # Schema.org JSON-LD templates
│   ├── schema-product.json
│   ├── schema-event.json
│   ├── schema-local-business.json
│   └── schema-faq.json
├── rules/               # Development rules and guidelines
│   ├── tailwind-brand.json
│   ├── ui-fixes.json
│   ├── seo-rules.md
│   ├── common-fixes.md
│   └── ai-decision-guide.md
├── snippets/            # Reusable code components
│   ├── add-internal-link.tsx
│   ├── alt-text-placeholder.go
│   ├── breadcrumb.tsx
│   ├── vendor-card.tsx
│   ├── schema-inject.ts
│   └── deploy-webhook.sh
├── schemas/             # JSON schemas for validation
│   ├── ai-cli.schema.json
│   └── ai-context.schema.json
├── presets/             # Client brand presets
│   ├── slc-bride.json
│   └── default.json
├── context/             # Context tracking
│   ├── CHANGELOG.md
│   └── last-sync.json
├── skill-templates/     # Templates for client SKILL.md files
│   └── client-skill.template.md
└── .cursor/rules/       # Cursor-specific rules
    └── ai-context-update.md

Usage

For AI Agents

1. Read .ai-context.json in the project root first
2. Reference presets/<client>.json for brand rules
3. Use snippets/ for component patterns
4. Check rules/ai-decision-guide.md for tool selection
5. Update context after making changes (see .cursor/rules/ai-context-update.md)

For Humans

1. Copy presets/default.json to create new client presets
2. Use skill-templates/client-skill.template.md for new client SKILL.md files
3. Update CHANGELOG.md when making changes
4. Run context/last-sync.json updates via the MCP tool

Per-Project Setup

Each client project needs:

1. .ai-cli.json - Project configuration (use schemas/ai-cli.schema.json)
2. .ai-context.json - Context manifest (use schemas/ai-context.schema.json)
3. .cursor/skills/{client}/SKILL.md - Client-specific skill file

Self-Update Protocol

This repository uses a self-update protocol to prevent context drift. See .cursor/rules/ai-context-update.md for details.

Key triggers for updates:

• New feature added
• Brand changes
• New API endpoints
• Database schema changes
• Bug fixes that reveal patterns

Adding New Clients

1. Create preset: presets/{client-slug}.json
2. Create skill file: .cursor/skills/{client-slug}/SKILL.md
3. Add to project: .ai-cli.json and .ai-context.json
4. Update this README if needed

Repository URL

https://git.abundancepartners.app/abundance/ai-ops-templates

Raw file access:

https://git.abundancepartners.app/abundance/ai-ops-templates/raw/main/{path}

Version

• Version: 1.0.0
• Last Updated: 2026-03-06
• Maintained By: AI Agent (auto-updated)