Agent skill

Database Postgres

by latitude-dev in latitude-dev/latitude-llm

Drizzle schema, repositories, RLS, SqlClient wiring, Postgres migrations, psql / reset, or platform mappers (toDomain / toInsertRow).

MITAuto-check passedDatabases

Install Database Postgres

skills CLI
$ npx skills add latitude-dev/latitude-llm --skill database-postgres -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install latitude-dev/latitude-llm database-postgres --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/latitude-dev/latitude-llm.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.agents/skills/database-postgres .claude/skills/database-postgres && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
database-postgres
GitHub stars
4.7k
Token cost
~3.6k tokens
SKILL.md length
1,211 words
Files
1
Skills in repo
28
Repo updated
First seen
Licence
MIT

At a glance

Drizzle schema, repositories, RLS, SqlClient wiring, Postgres migrations, psql / reset, or platform mappers (toDomain / toInsertRow).

  • Works in 6 steps: Use latitudeSchema — never create a… → Use cuid("id").primaryKey() — every… → Use tzTimestamp(name) — never use raw… → …
  • Tasks that involve ORMs and data access
  • SKILL.md covers Database patterns (Postgres), SqlClient and row-level…, Postgres management and Postgres schema conventions, plus 3 more sections
  • Calls pnpm and docker

What it does

Database Postgres is an agent skill from latitude-dev/latitude-llm. Drizzle schema, repositories, RLS, SqlClient wiring, Postgres migrations, psql / reset, or platform mappers (toDomain / toInsertRow).

Its SKILL.md is about 3.6k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.

It sits in Databases, covering ORMs and data access. It works with PostgreSQL. The repository describes itself as: Open-source observability for AI agents. Find where your agents fail, dispatch your coding agent to fix it, and verify the fix against real traces. The licence is MIT.

When your agent uses it

  • Tasks that involve ORMs and data access

Example prompts

  • “/database-postgres”

Requirements

  • Docker

Workflow steps

6 steps, taken from the first numbered list in SKILL.md.

  1. Use latitudeSchema — never create a local pgSchema("latitude"). Import latitudeSchema from ../schemaHelpers.ts.
  2. Use cuid("id").primaryKey() — every table's primary key must use the cuid() helper (varchar(24) with auto-generated CUID2).
  3. Use tzTimestamp(name) — never use raw timestamp(name, { withTimezone: true }). Import tzTimestamp from the helpers.
  4. Use ...timestamps() — every table that has createdAt/updatedAt must spread the timestamps() helper (includes $onUpdateFn on updatedAt).
  5. Use organizationRLSPolicy(tableName) — every table with an organization_id column must include this helper in its third argument to enable…
  6. No foreign keys — new Postgres tables must not add foreign key constraints. Do not use .references() or manually create FOREIGN KEY…

What it can do on your machine

Read from SKILL.md and the folder at commit 87e8aa0. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    Shell commands in SKILL.md call:

    • pnpm
    • docker

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    No URLs in SKILL.md. Its commands use pnpm and docker, which can reach the network depending on how they are called.

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names no API keys, tokens, secrets or passwords.

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Database Postgres loads about 3.6k tokens when it runs. Until then it costs about 38 tokens; SKILL.md has 1,211 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~38
When it runs · the whole SKILL.md, loaded when a task matches
~3.6k

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.

SKILL.md

The full file from latitude-dev/latitude-llm at commit 87e8aa0, republished under its MIT licence (© latitude-dev). 1,211 words, ~3,646 tokens.

Download SKILL.mdSave it as .claude/skills/database-postgres/SKILL.md (or your agent's skills folder).
name
database-postgres
description
Drizzle schema, repositories, RLS, SqlClient wiring, Postgres migrations, psql / reset, or platform mappers (toDomain* / toInsertRow).

Postgres, SqlClient, schema, migrations, mappers

When to use: Drizzle schema, repositories, RLS, SqlClient wiring, Postgres migrations, psql / reset, or platform mappers (toDomain* / toInsertRow).

Database patterns (Postgres)

  • Postgres adapter stack uses Drizzle ORM in packages/platform/db-postgres
  • Domain models are independent from table/row shapes
  • Mapping from DB rows to domain objects belongs in platform adapters
  • Apps use SqlClient for all DB access: Boundaries provide SqlClientLive with organization context for RLS enforcement

SqlClient and row-level security (RLS)

All Postgres access flows through SqlClient—a domain-level service that abstracts database operations and enforces organization scoping via RLS.

Architecture:

  • Domain Layer (@domain/shared): SqlClient interface with transaction() and query() methods
  • Platform Layer (@platform/db-postgres): SqlClientLive implementation with automatic RLS context setting
  • App Layer (apps/*): Boundaries provide SqlClientLive with the request's organization context

Key behaviors:

  • Every transaction automatically sets app.current_organization_id session variable
  • RLS policies filter all queries by this organization ID at the database level
  • Nested transactions share the same connection (pass-through proxy—no nested transaction overhead)
  • Domain errors propagate through Effect error channel; database errors become RepositoryError
  • On effect failure, SqlClientLive still awaits the Drizzle transaction promise so the connection returns to the pool; if the driver surfaces a different error than the Effect failure (for example rollback/commit), that secondary error is logged via @repo/observability while the original failure remains the propagated error
  • Never write to an RLS table through postgresClient.pool or .db. app.current_organization_id is set with set_config(..., true), so it is transaction-local and a raw pool query has none: get_current_organization_id() returns NULL, the policy matches nothing, and the statement updates zero rows and raises no error. The runtime role (latitude_app) is not the table owner and no table uses FORCE ROW LEVEL SECURITY, so this passes locally as the owner and silently no-ops in every deployed environment. Add a repository method and go through SqlClient. Raw pool access is for the admin client (getAdminPostgresClient()), scripts, seeds and tables with no RLS (outbox_events)

Usage in boundaries (apps):

typescript
// packages/operations/src/operations/projects.ts
import { SqlClientLive } from "@platform/db-postgres"
import { ProjectRepositoryLive } from "@platform/db-postgres"

app.openapi(createProjectRoute, async (c) => {
  const project = await Effect.runPromise(
    createProjectUseCase(input).pipe(
      Effect.provide(ProjectRepositoryLive),
      Effect.provide(SqlClientLive(c.var.postgresClient, c.var.organization.id)),
    ),
  )
  return c.json(toProjectResponse(project), 201)
})
typescript
// apps/web/src/domains/projects/projects.functions.ts
import { getPostgresClient } from "../../server/clients.ts"

export const createProject = createServerFn({ method: "POST" })
  .handler(async ({ data }) => {
    const { organizationId } = await requireSession()
    const client = getPostgresClient()

    const project = await Effect.runPromise(
      createProjectUseCase({...}).pipe(
        Effect.provide(ProjectRepositoryLive),
        Effect.provide(SqlClientLive(client, organizationId)),
      )
    )
    return toRecord(project)
  })

Usage in use-cases (multi-operation transactions):

typescript
// packages/domain/auth/src/use-cases/complete-auth-intent.ts
export const completeAuthIntentUseCase = (input) =>
  Effect.gen(function* () {
    const sqlClient = yield* SqlClient

    yield* sqlClient.transaction(handleIntentByType(intent, input.session))
  })

const handleSignup = (intent, session) =>
  Effect.gen(function* () {
    const users = yield* UserRepository
    const memberships = yield* MembershipRepository

    const organization = yield* createOrganizationUseCase({...})
    yield* memberships.save(createMembership({...}))
    yield* users.setNameIfMissing({...})
  })

Usage in repositories (single operations):

Repository methods must resolve SqlClient inside each call — never capture it at layer build. See the "Never capture scope-bound services at layer build" rule in the Effect and errors skill.

typescript
// packages/platform/db-postgres/src/repositories/project-repository.ts
export const ProjectRepositoryLive = Layer.effect(
  ProjectRepository,
  Effect.gen(function* () {
    return {
      findById: (id) =>
        Effect.gen(function* () {
          const sqlClient = (yield* SqlClient) as SqlClientShape<Operator>
          return yield* sqlClient
            .query((db, organizationId) =>
              db
                .select()
                .from(projects)
                .where(and(eq(projects.organizationId, organizationId), eq(projects.id, id)))
                .limit(1),
            )
            .pipe(Effect.flatMap(...))
        }),

      save: (project) =>
        Effect.gen(function* () {
          const sqlClient = (yield* SqlClient) as SqlClientShape<Operator>
          yield* sqlClient.query((db, organizationId) =>
            db.insert(projects).values({ ...row, organizationId }).onConflictDoUpdate({...})
          )
        }),
    }
  })
)

The layer-build effect doesn't yield* SqlClient at all — the dependency is declared via each method's R channel, and resolved per call. A build-time yield is redundant and (if captured) re-introduces the very bug this pattern avoids.

Pull organizationId from the RLS context, not from method params

The query((db, organizationId) => …) callback receives the active organization id from the SqlClient's RLS context. Use that value in WHERE predicates and INSERT … VALUES rows. Don't accept organizationId as a parameter on the repository method just to re-thread it into the SQL.

Why:

  • Consistency — every repo call is scoped the same way regardless of which caller invokes it. Use-cases don't get to pick a different org from the one their request authenticated against.
  • Defense in depth alongside RLS — RLS already filters rows by app.current_organization_id, but the explicit predicate makes intent obvious in the query plan and catches accidental "I forgot RLS is on" mistakes during code review.
  • Insert safety — for create/save methods, writing the RLS-supplied org id (instead of trusting entity.organizationId) prevents a caller from fabricating an entity for a different org and inserting it through the right org's transaction.
ts
// Good — orgId comes from RLS, name reflects the actual action.
findMemberByEmail: (email: string) =>
  Effect.gen(function* () {
    const sqlClient = (yield* SqlClient) as SqlClientShape<Operator>
    return yield* sqlClient.query((db, organizationId) =>
      db
        .select({ id: members.id })
        .from(members)
        .where(and(eq(members.organizationId, organizationId), eq(members.email, email.toLowerCase())))
        .limit(1),
    )
  }),

create: (invitation: Invitation) =>
  Effect.gen(function* () {
    const sqlClient = (yield* SqlClient) as SqlClientShape<Operator>
    yield* sqlClient.query((db, organizationId) =>
      db.insert(invitations).values({ ...row, organizationId }),
    )
  }),

// Bad — orgId is a redundant input the caller could mis-pass.
findMemberByEmail: ({ email, organizationId }: { email: string; organizationId: OrganizationId }) =>
  /* … query((db) => …where(eq(members.organizationId, organizationId))) */,

// Bad — trusts the entity for the inserted org id; nothing stops a caller
// from passing an entity for a different org through this org's transaction.
create: (invitation: Invitation) =>
  /* … query((db) => db.insert(invitations).values({ ...invitation })) */,

Naming: if dropping the explicit param makes the method's name redundant (e.g. listPendingByOrganizationId → listPending), rename it. The repository contract should describe what the method does, not which scope it's bound to — the scope is the RLS context by construction.

Exceptions — methods that legitimately operate outside the current RLS org are rare and should be obvious from the name and a comment:

  • findPublicPendingPreviewById(invitationId) — invite landing pages query before the invitee has authenticated, so there is no RLS context to lean on. Document the cross-org scope explicitly.
  • Admin/maintenance scripts that go through withAdmin(...) rather than withPostgres(...).

The repository port's method signatures must list SqlClient in their R channel:

typescript
// packages/domain/projects/src/ports/project-repository.ts
export interface ProjectRepositoryShape {
  findById(id: ProjectId): Effect.Effect<Project, NotFoundError | RepositoryError, SqlClient>
  save(project: Project): Effect.Effect<void, RepositoryError, SqlClient>
}

SqlClient is marked @effect-leakable-service in @domain/shared, so the Effect linter accepts this intentional leak. Callers already have SqlClient in their R (via withPostgres(...) at the boundary), so the leak is invisible to them.

Postgres management

Connect to the development database:

bash
docker compose exec postgres psql -U latitude -d latitude_development

Reset only the Postgres volume (without affecting other services):

bash
pnpm --filter @platform/db-postgres pg:reset

This runs docker/reset-postgres.sh which stops postgres, removes the data-llm_postgres_data volume, restarts postgres, waits for it to be ready, runs migrations, and seeds the database.

Show full SKILL.md (490 more words)Show less

Postgres schema conventions

All Drizzle table definitions in packages/platform/db-postgres/src/schema/ must follow these rules. Shared helpers live in schemaHelpers.ts.

Organization-scoped Postgres tables must use the repository RLS conventions.

  1. Use latitudeSchema — never create a local pgSchema("latitude"). Import latitudeSchema from ../schemaHelpers.ts.
  2. Use cuid("id").primaryKey() — every table's primary key must use the cuid() helper (varchar(24) with auto-generated CUID2).
  3. Use tzTimestamp(name) — never use raw timestamp(name, { withTimezone: true }). Import tzTimestamp from the helpers.
  4. Use ...timestamps() — every table that has createdAt/updatedAt must spread the timestamps() helper (includes $onUpdateFn on updatedAt).
  5. Use organizationRLSPolicy(tableName) — every table with an organization_id column must include this helper in its third argument to enable row-level security.
  6. No foreign keys — new Postgres tables must not add foreign key constraints. Do not use .references() or manually create FOREIGN KEY constraints. Referential integrity is enforced at the application/domain layer. Use indexes on relationship columns instead (e.g. index().on(t.datasetId) rather than .references(() => datasets.id)).
typescript
// ✅ Good - follows all conventions
export const projects = latitudeSchema.table(
  "projects",
  {
    id: cuid("id").primaryKey(),
    organizationId: text("organization_id").notNull(),
    name: varchar("name", { length: 256 }).notNull(),
    deletedAt: tzTimestamp("deleted_at"),
    ...timestamps(),
  },
  () => [organizationRLSPolicy("projects")],
)

Database migrations (Drizzle Kit)

Migration execution safety (agents)

Do not run Postgres migration commands (pg:generate, pg:generate:custom, pg:migrate, etc.) unless the user explicitly asked in this conversation. If migrations are needed but not requested, explain and wait for confirmation. ClickHouse / Weaviate follow the same policy in their respective skills.

Always use drizzle-kit for migrations. Never create manual SQL files in the drizzle folder.

Schema changes:

bash
# Generate migration from schema changes
pnpm --filter @platform/db-postgres pg:generate "<name>"

# Create empty migration for custom SQL (RLS policies, seed data, etc.)
pnpm --filter @platform/db-postgres pg:generate:custom "<name>"

# Apply migrations
pnpm --filter @platform/db-postgres pg:migrate

Key points:

  • Name is slugified automatically; always quote multi-word names (e.g. "add users table" → add-users-table)
  • Postgres migration history is append-only in this repository. Do not edit existing Drizzle migration files; change the schema and generate a new migration instead.
  • For additive changes to existing tables, prefer ordinary generated ALTER TABLE migrations over bespoke backfill choreography unless the change truly requires data rewriting.
  • Never manually create SQL files in the drizzle folder
  • Use IF NOT EXISTS in custom SQL for idempotency
  • Migrations are tracked in drizzle.__drizzle_migrations table

Repository port naming

Domain repository ports and method naming conventions (including Effect result shapes and when to use listBy* vs findBy*) live in dev-docs/repositories.md. Prefer that vocabulary for new Postgres-backed ports and when renaming existing methods.

Mapper conventions

When writing toDomain* and toInsertRow functions in platform repositories:

  • Never hardcode field values. Every field on the domain entity must be read from the DB row (row.fieldName), not assigned a literal (null, "", new Date()). If a field has no backing column, that is a schema gap — add the column or remove the field from the domain type.
  • Never use as EntityType casts on mapper return values. These bypass TypeScript's structural check and hide type mismatches. Let the return type be inferred or explicitly annotated — the compiler will catch missing or incompatible fields.
  • Never coerce nullable columns with ?? fallback to satisfy a non-nullable domain type. Surface the mismatch: either make the column notNull() or make the domain field nullable.
  • **toInsertRow must round-trip.** Every field written by toInsertRow should be readable by toDomain*, and vice versa. A field present in the domain type but absent from toInsertRow means data is silently discarded on write.

© latitude-dev, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file

Files

Just SKILL.md in .agents/skills/database-postgres of latitude-dev/latitude-llm.

Open the folder on GitHubat commit 87e8aa0

Compare with similar skills

Database Postgres next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

Database Postgres compared with similar skills
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Database DesignxenitV1/Antigravity-Workflows1307 repos~378Automated safety check: PassMIT
Write Aboutromeerez/orchid-orm543—~2.2kAutomated safety check: PassMIT
Stash Deploymentcipherstash/stack157—~6.5kAutomated safety check: PassMIT
Better Drizzlealmeidazs/better-drizzle347—~1.7kAutomated safety check: PassApache-2.0

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Works with

Categories

Questions about Database Postgres

What does Database Postgres do?

Drizzle schema, repositories, RLS, SqlClient wiring, Postgres migrations, psql / reset, or platform mappers (toDomain / toInsertRow). Database Postgres is an agent skill from latitude-dev/latitude-llm. Drizzle schema, repositories, RLS, SqlClient wiring, Postgres migrations, psql / reset, or platform mappers (toDomain / toInsertRow).

When should I use Database Postgres?

Database Postgres fits situations like: tasks that involve ORMs and data access.

How do I install Database Postgres in Claude Code?

Run `npx skills add latitude-dev/latitude-llm --skill database-postgres -a claude-code`. Or copy the skill folder (.agents/skills/database-postgres in latitude-dev/latitude-llm) into .claude/skills/database-postgres in your project. Claude Code loads it when a task matches its description.

How do I install Database Postgres in Codex?

Run `npx skills add latitude-dev/latitude-llm --skill database-postgres -a codex`. Or copy the skill folder (.agents/skills/database-postgres in latitude-dev/latitude-llm) into .agents/skills/database-postgres in your project. Codex loads it when a task matches its description.

Can I use Database Postgres in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add latitude-dev/latitude-llm --skill database-postgres -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/database-postgres, .gemini/skills/database-postgres, .github/skills/database-postgres and .opencode/skills/database-postgres in your project.

What does Database Postgres need to run?

Going by SKILL.md and its folder, Database Postgres needs the command-line tools its instructions call (pnpm and docker). Our summary lists: Docker.

Does Database Postgres access the network?

SKILL.md contains no URLs. Its commands use docker, which can reach the network depending on how they are called. This is read from the text; nothing was executed.

Is Database Postgres safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.

What licence does Database Postgres use?

Database Postgres is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Database Postgres use?

About 3.6k tokens (SKILL.md is roughly 15k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.

What are the alternatives to Database Postgres?

Skills that share tags, products or a category with Database Postgres: Variants (romeerez/orchid-orm, 543 stars), Database Design (xenitV1/Antigravity-Workflows, 130 stars), Write About (romeerez/orchid-orm, 543 stars) and Stash Deployment (cipherstash/stack, 157 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Database Postgres?

latitude-dev (a GitHub organization) maintains it in latitude-dev/latitude-llm, which has 4,712 GitHub stars. The repository holds 28 skills in this directory. The repository was last updated on October 6, 2026.

Source: latitude-dev/latitude-llm on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.