Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx skills add iliaal/ai-skills --skill postgresqlgit clone --depth 1 https://github.com/iliaal/ai-skillsWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/skills/iliaal/ai-skills/postgresql)<a href="https://agentmods.dev/skills/iliaal/ai-skills/postgresql"><img src="https://agentmods.dev/badge/skills/iliaal/ai-skills/postgresql/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/skills/iliaal/ai-skills/postgresql"><img src="https://agentmods.dev/badge/skills/iliaal/ai-skills/postgresql.svg" alt="Reviewed on agentmods" width="80" height="20"></a>- NVIDIA SkillSpector pass
What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00048 | $0.00895 |
| Opus 5.5 | $0.00019 | $0.00358 |
| Sonnet 5.5 | $0.00010 | $0.00179 |
| Haiku 4.5 | $0.00005 | $0.00089 |
Grade A, and why
postgresql scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 12d ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
How it starts
The opening of the file, as written. The whole thing — 57 lines — stays where its author put it; the contents beside it link to each section on GitHub.
PostgreSQL
Working rules
- Preserve raw bytes as bytes when fidelity matters; choose parsed types separately for querying.
- Treat deployed migrations as immutable and account for old and new application versions during rollout.
- Data rollback needs provenance. Selecting rows by the destination value can also select rows the forward migration never touched. When reversibility is required, preserve affected identities and original values under an explicit policy for subsequent writes. Verify restored data with the application version that will read it.
- Check lock duration and transaction scope; protect read-modify-write paths against concurrent updates.
- Match index predicates and NULL semantics to every writer and migration query.
- Measure query changes with representative data and actual plans; verify invariants as database outcomes.
Data Type Defaults
| Need | Use | Avoid |
|---|---|---|
| Primary key | BIGINT GENERATED ALWAYS AS IDENTITY |
SERIAL, BIGSERIAL |
| Timestamps | TIMESTAMPTZ |
TIMESTAMP (loses timezone) |
| Text | TEXT |
VARCHAR(n) unless constraint needed |
| Money | NUMERIC(precision, scale) |
MONEY, FLOAT |
| Boolean | BOOLEAN with NOT NULL DEFAULT |
nullable booleans |
| JSON | JSONB |
JSON (no indexing), text JSON |
| UUID | gen_random_uuid() (PG13+) |
uuid-ossp extension |
| IP addresses | INET / CIDR |
text |
| Ranges | TSTZRANGE, INT4RANGE, etc. |
pair of columns |
| Raw bytes (verbatim payload) | BYTEA |
JSONB, TEXT (both re-encode) |
A spec that says "log the raw response" is asking for byte fidelity, and no text type provides it. JSONB reparses: it drops insignificant whitespace, sorts object keys, keeps only the last of duplicate keys, and rewrites numbers out of exponent notation (1e0 -> 1; trailing zeros in 1.00 do survive, so "all numeric forms collapse" overstates it). A non-JSON body cannot be stored at all and usually lands as NULL. TEXT rejects a NUL byte and any sequence invalid in the database encoding, so a binary or mis-encoded body errors instead of storing. Persist the bytes in BYTEA with the content type beside them, and add a parsed JSONB column separately when queries need one. Reading the column type as proof the body is kept is the review error.
What ships with it
8 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.
- references/concurrency-patterns.md 3.5 KB
- references/full-text-search.md 2.0 KB
- references/operations.md 4.0 KB
- references/performance-patterns.md 5.3 KB
- references/query-and-index-patterns.md 10 KB
- references/schema-and-migrations.md 13 KB
- references/security-and-operations.md 9.9 KB
- SPEC.md 4.2 KB
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 12d ago Changed · +1 lines 230c2cba8314
- 27d ago Changed 7d4d08e961f2
- 1mo ago Changed · -194 lines b1afa3132d6e
- 1mo ago Changed · +2 lines c619d44cdec8
- 1mo ago First seen · 248 lines · 48 tokens per session scan A 28cc317b68f0
postgresql is a skill published in the GitHub repository iliaal/ai-skills (45 stars, last pushed 5d ago), licensed MIT. It adds 48 tokens to every session and 895 once invoked, about $0.0002 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.
Other skills, from other repositories
postgresql-table-design
Design a PostgreSQL-specific schema. Covers best-practices, data types, indexing, constraints, performance patterns, and advanced features.
alloydb-basics
Manages clusters, instances, and backups for AlloyDB for PostgreSQL, and integrates with AlloyDB Model Context Protocol (MCP) tools for automated database operations. Use when creating, configuring, or administering AlloyDB databases. Do NOT use for general PostgreSQL instances (e.g. Cloud SQL) or other GCP databases.
cloud-sql-basics
This file generates or explains Cloud SQL resources. Use this file when the user asks to create a Cloud SQL instance or database for MySQL, PostgreSQL, or SQL Server. Cloud SQL manages third-party MySQL, PostgreSQL, and SQL Server instances as resources in Cloud SQL. For example, when Cloud SQL creates an open-source…
supabase
Use when doing ANY task involving Supabase. Triggers: Supabase products (Database, Auth, Edge Functions, Realtime, Storage, Vectors, Cron, Queues); client libraries and SSR integrations (supabase-js, @supabase/ssr) in Next.js, React, SvelteKit, Astro, Remix; auth issues (login, logout, sessions, JWT, cookies…
supabase-postgres-best-practices
Postgres best practices maintained by Supabase, for Postgres running anywhere. Load this skill BEFORE writing or changing anything that lives in a Postgres database: creating or altering tables and columns (including choosing column types), schema design, migrations and declarative schema files, RLS policies and the…
sql-optimizer
Analyzes SQL queries for missing indexes, N+1 patterns, suboptimal joins, and full table scans. Interprets EXPLAIN, detects anti-patterns, rewrites queries. Triggers on: "optimize this query", "slow query", "add indexes", "explain plan", "N+1 query", "why is this query slow".