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.agents/skills/supabase-postgres-best-practices/AGENTS.md

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+# Supabase Postgres Best Practices
+
+## Structure
+
+```
+supabase-postgres-best-practices/
+  SKILL.md       # Main skill file - read this first
+  AGENTS.md      # This navigation guide
+  CLAUDE.md      # Symlink to AGENTS.md
+  references/    # Detailed reference files
+```
+
+## Usage
+
+1. Read `SKILL.md` for the main skill instructions
+2. Browse `references/` for detailed documentation on specific topics
+3. Reference files are loaded on-demand - read only what you need
+
+Comprehensive performance optimization guide for Postgres, maintained by Supabase. Contains rules across 8 categories, prioritized by impact to guide automated query optimization and schema design.
+
+## When to Apply
+
+Reference these guidelines when:
+- Writing SQL queries or designing schemas
+- Implementing indexes or query optimization
+- Reviewing database performance issues
+- Configuring connection pooling or scaling
+- Optimizing for Postgres-specific features
+- Working with Row-Level Security (RLS)
+
+## Rule Categories by Priority
+
+| Priority | Category | Impact | Prefix |
+|----------|----------|--------|--------|
+| 1 | Query Performance | CRITICAL | `query-` |
+| 2 | Connection Management | CRITICAL | `conn-` |
+| 3 | Security & RLS | CRITICAL | `security-` |
+| 4 | Schema Design | HIGH | `schema-` |
+| 5 | Concurrency & Locking | MEDIUM-HIGH | `lock-` |
+| 6 | Data Access Patterns | MEDIUM | `data-` |
+| 7 | Monitoring & Diagnostics | LOW-MEDIUM | `monitor-` |
+| 8 | Advanced Features | LOW | `advanced-` |
+
+## How to Use
+
+Read individual rule files for detailed explanations and SQL examples:
+
+```
+references/query-missing-indexes.md
+references/schema-partial-indexes.md
+references/_sections.md
+```
+
+Each rule file contains:
+- Brief explanation of why it matters
+- Incorrect SQL example with explanation
+- Correct SQL example with explanation
+- Optional EXPLAIN output or metrics
+- Additional context and references
+- Supabase-specific notes (when applicable)
+
+## References
+
+- https://www.postgresql.org/docs/current/
+- https://supabase.com/docs
+- https://wiki.postgresql.org/wiki/Performance_Optimization
+- https://supabase.com/docs/guides/database/overview
+- https://supabase.com/docs/guides/auth/row-level-security

.agents/skills/supabase-postgres-best-practices/CLAUDE.md

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+# Supabase Postgres Best Practices
+
+## Structure
+
+```
+supabase-postgres-best-practices/
+  SKILL.md       # Main skill file - read this first
+  AGENTS.md      # This navigation guide
+  CLAUDE.md      # Symlink to AGENTS.md
+  references/    # Detailed reference files
+```
+
+## Usage
+
+1. Read `SKILL.md` for the main skill instructions
+2. Browse `references/` for detailed documentation on specific topics
+3. Reference files are loaded on-demand - read only what you need
+
+Comprehensive performance optimization guide for Postgres, maintained by Supabase. Contains rules across 8 categories, prioritized by impact to guide automated query optimization and schema design.
+
+## When to Apply
+
+Reference these guidelines when:
+- Writing SQL queries or designing schemas
+- Implementing indexes or query optimization
+- Reviewing database performance issues
+- Configuring connection pooling or scaling
+- Optimizing for Postgres-specific features
+- Working with Row-Level Security (RLS)
+
+## Rule Categories by Priority
+
+| Priority | Category | Impact | Prefix |
+|----------|----------|--------|--------|
+| 1 | Query Performance | CRITICAL | `query-` |
+| 2 | Connection Management | CRITICAL | `conn-` |
+| 3 | Security & RLS | CRITICAL | `security-` |
+| 4 | Schema Design | HIGH | `schema-` |
+| 5 | Concurrency & Locking | MEDIUM-HIGH | `lock-` |
+| 6 | Data Access Patterns | MEDIUM | `data-` |
+| 7 | Monitoring & Diagnostics | LOW-MEDIUM | `monitor-` |
+| 8 | Advanced Features | LOW | `advanced-` |
+
+## How to Use
+
+Read individual rule files for detailed explanations and SQL examples:
+
+```
+references/query-missing-indexes.md
+references/schema-partial-indexes.md
+references/_sections.md
+```
+
+Each rule file contains:
+- Brief explanation of why it matters
+- Incorrect SQL example with explanation
+- Correct SQL example with explanation
+- Optional EXPLAIN output or metrics
+- Additional context and references
+- Supabase-specific notes (when applicable)
+
+## References
+
+- https://www.postgresql.org/docs/current/
+- https://supabase.com/docs
+- https://wiki.postgresql.org/wiki/Performance_Optimization
+- https://supabase.com/docs/guides/database/overview
+- https://supabase.com/docs/guides/auth/row-level-security

.agents/skills/supabase-postgres-best-practices/README.md

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+# Supabase Postgres Best Practices - Contributor Guide
+
+This skill contains Postgres performance optimization references optimized for
+AI agents and LLMs. It follows the [Agent Skills Open Standard](https://agentskills.io/).
+
+## Quick Start
+
+```bash
+# From repository root
+npm install
+
+# Validate existing references
+npm run validate
+
+# Build AGENTS.md
+npm run build
+```
+
+## Creating a New Reference
+
+1. **Choose a section prefix** based on the category:
+   - `query-` Query Performance (CRITICAL)
+   - `conn-` Connection Management (CRITICAL)
+   - `security-` Security & RLS (CRITICAL)
+   - `schema-` Schema Design (HIGH)
+   - `lock-` Concurrency & Locking (MEDIUM-HIGH)
+   - `data-` Data Access Patterns (MEDIUM)
+   - `monitor-` Monitoring & Diagnostics (LOW-MEDIUM)
+   - `advanced-` Advanced Features (LOW)
+
+2. **Copy the template**:
+   ```bash
+   cp references/_template.md references/query-your-reference-name.md
+   ```
+
+3. **Fill in the content** following the template structure
+
+4. **Validate and build**:
+   ```bash
+   npm run validate
+   npm run build
+   ```
+
+5. **Review** the generated `AGENTS.md`
+
+## Skill Structure
+
+```
+skills/supabase-postgres-best-practices/
+├── SKILL.md           # Agent-facing skill manifest (Agent Skills spec)
+├── AGENTS.md          # [GENERATED] Compiled references document
+├── README.md          # This file
+└── references/
+    ├── _template.md      # Reference template
+    ├── _sections.md      # Section definitions
+    ├── _contributing.md  # Writing guidelines
+    └── *.md              # Individual references
+
+packages/skills-build/
+├── src/               # Generic build system source
+└── package.json       # NPM scripts
+```
+
+## Reference File Structure
+
+See `references/_template.md` for the complete template. Key elements:
+
+````markdown
+---
+title: Clear, Action-Oriented Title
+impact: CRITICAL|HIGH|MEDIUM-HIGH|MEDIUM|LOW-MEDIUM|LOW
+impactDescription: Quantified benefit (e.g., "10-100x faster")
+tags: relevant, keywords
+---
+
+## [Title]
+
+[1-2 sentence explanation]
+
+**Incorrect (description):**
+
+```sql
+-- Comment explaining what's wrong
+[Bad SQL example]
+```
+````
+
+**Correct (description):**
+
+```sql
+-- Comment explaining why this is better
+[Good SQL example]
+```
+
+```
+## Writing Guidelines
+
+See `references/_contributing.md` for detailed guidelines. Key principles:
+
+1. **Show concrete transformations** - "Change X to Y", not abstract advice
+2. **Error-first structure** - Show the problem before the solution
+3. **Quantify impact** - Include specific metrics (10x faster, 50% smaller)
+4. **Self-contained examples** - Complete, runnable SQL
+5. **Semantic naming** - Use meaningful names (users, email), not (table1, col1)
+
+## Impact Levels
+
+| Level | Improvement | Examples |
+|-------|-------------|----------|
+| CRITICAL | 10-100x | Missing indexes, connection exhaustion |
+| HIGH | 5-20x | Wrong index types, poor partitioning |
+| MEDIUM-HIGH | 2-5x | N+1 queries, RLS optimization |
+| MEDIUM | 1.5-3x | Redundant indexes, stale statistics |
+| LOW-MEDIUM | 1.2-2x | VACUUM tuning, config tweaks |
+| LOW | Incremental | Advanced patterns, edge cases |
+```

.agents/skills/supabase-postgres-best-practices/SKILL.md

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+---
+name: supabase-postgres-best-practices
+description: Postgres performance optimization and best practices from Supabase. Use this skill when writing, reviewing, or optimizing Postgres queries, schema designs, or database configurations.
+license: MIT
+metadata:
+  author: supabase
+  version: "1.1.0"
+  organization: Supabase
+  date: January 2026
+  abstract: Comprehensive Postgres performance optimization guide for developers using Supabase and Postgres. Contains performance rules across 8 categories, prioritized by impact from critical (query performance, connection management) to incremental (advanced features). Each rule includes detailed explanations, incorrect vs. correct SQL examples, query plan analysis, and specific performance metrics to guide automated optimization and code generation.
+---
+
+# Supabase Postgres Best Practices
+
+Comprehensive performance optimization guide for Postgres, maintained by Supabase. Contains rules across 8 categories, prioritized by impact to guide automated query optimization and schema design.
+
+## When to Apply
+
+Reference these guidelines when:
+- Writing SQL queries or designing schemas
+- Implementing indexes or query optimization
+- Reviewing database performance issues
+- Configuring connection pooling or scaling
+- Optimizing for Postgres-specific features
+- Working with Row-Level Security (RLS)
+
+## Rule Categories by Priority
+
+| Priority | Category | Impact | Prefix |
+|----------|----------|--------|--------|
+| 1 | Query Performance | CRITICAL | `query-` |
+| 2 | Connection Management | CRITICAL | `conn-` |
+| 3 | Security & RLS | CRITICAL | `security-` |
+| 4 | Schema Design | HIGH | `schema-` |
+| 5 | Concurrency & Locking | MEDIUM-HIGH | `lock-` |
+| 6 | Data Access Patterns | MEDIUM | `data-` |
+| 7 | Monitoring & Diagnostics | LOW-MEDIUM | `monitor-` |
+| 8 | Advanced Features | LOW | `advanced-` |
+
+## How to Use
+
+Read individual rule files for detailed explanations and SQL examples:
+
+```
+references/query-missing-indexes.md
+references/schema-partial-indexes.md
+references/_sections.md
+```
+
+Each rule file contains:
+- Brief explanation of why it matters
+- Incorrect SQL example with explanation
+- Correct SQL example with explanation
+- Optional EXPLAIN output or metrics
+- Additional context and references
+- Supabase-specific notes (when applicable)
+
+## References
+
+- https://www.postgresql.org/docs/current/
+- https://supabase.com/docs
+- https://wiki.postgresql.org/wiki/Performance_Optimization
+- https://supabase.com/docs/guides/database/overview
+- https://supabase.com/docs/guides/auth/row-level-security