PostgreSQL Expert Skills

SkillSearch

Lets your agent design, query, and improve PostgreSQL databases, including indexing, migrations, and vector search.

Available today. Use it from your connected AI after setup.

Connect ahel once, and every AI you use reads what you have installed.

Then ask your AI: use the PostgreSQL Expert Skills skill

About this capability

Use this skill for any PostgreSQL database work — table design, indexing, data types, constraints, extensions (pgvector, PostGIS, TimescaleDB), search, and migrations.

What this skill tells your AI

The instructions your AI receives, as published by timescale/pg-aiguide in skills/postgres/SKILL.md and read by ahel’s review.

This skill provides comprehensive PostgreSQL expertise through specialized references. Load the appropriate reference based on the task.

Available References

Table Design

  • design-postgres-tables — Data types, constraints, indexes, JSONB patterns, partitioning, and PostgreSQL best practices. Use for any general table/schema design task.
  • design-postgis-tables — PostGIS spatial table design: geometry vs geography types, SRIDs, spatial indexing, and location-based query patterns. Use when the task involves geographic or spatial data.

Search

  • pgvector-semantic-search — Vector similarity search with pgvector: HNSW/IVFFlat indexes, halfvec storage, quantization, filtered search, and tuning. Use for embeddings, RAG, or semantic search.
  • postgres-hybrid-text-search — Hybrid search combining BM25 keyword search with pgvector semantic search using RRF. Use when combining keyword and meaning-based search.

TimescaleDB

  • setup-timescaledb-hypertables — Hypertable creation, compression, retention policies, continuous aggregates, and indexes. Use when setting up TimescaleDB from scratch.
  • find-hypertable-candidates — SQL queries to analyze existing tables and score them for hypertable conversion. Use when evaluating which tables to migrate.
  • migrate-postgres-tables-to-hypertables — Step-by-step migration: partition column selection, in-place vs blue-green, validation. Use when executing a migration.

Migrations

  • postgres-database-migration — DDL lock reference, safe migration patterns, timeout strategies, rollback planning, and fork-based testing. Use when planning or executing schema changes on production databases.

How to Use

  1. Identify which reference matches the user's task from the descriptions above.
  2. Load the reference file to get detailed instructions and SQL patterns.
  3. For tasks spanning multiple areas (e.g., "design a table with vector search"), load multiple references as needed.

Signals

GitHub stars
2k
Forks
106
Last commit
Sep 2026

ahel review

  • S4info
    community integration — published by timescale, not postgres

Automated review, not a security audit. Ruleset v1.

Advanced
Catalog kind
skill
Gateway key
postgres-timescale
Source
github.com/timescale/pg-aiguide