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Postgres internals, test data, and running AI agents against real databases.

Demo Data Looks Real Until Someone Clicks Into It

A demo data generator that fills flat rows breaks once your tables relate. Seedfast reads your live Postgres schema and writes a connected demo dataset.

Mikhail Shytsko11 min readGuides

MCP Servers for Test Data: What Exists and What Each One Does

MCP test data, surveyed. Which MCP servers generate relational rows and which only query existing ones. Seedfast seeds your own Postgres in place.

Mikhail Shytsko10 min readAI Agents

Pytest Database Fixtures That Stay Fast and Honest

Pytest database fixtures done right, with real scope semantics, the SQLAlchemy SAVEPOINT rollback pattern, and a baseline Seedfast seeds once.

Mikhail Shytsko14 min readTesting & CI

Vibe Coding Is Great Until It Hits the Database

Vibe coding database guide: schema and migrations mostly work, the data is where it breaks. Seedfast fills the tables from your live schema in one command.

Mikhail Shytsko9 min readAI Agents

Agentic QA Can Write the Tests. It Still Can't Invent the Data.

Agentic QA test data is the gap testing agents leave. Seedfast fills it, reading your Postgres schema and writing connected rows before the suite runs.

Mikhail Shytsko9 min readAI Agents

Seed a Postgres Test Database in GitHub Actions

GitHub Actions seed Postgres database, done right. Service container, pg_isready health gate, migrate-then-seed order, and where Seedfast fits as one step.

Mikhail Shytsko11 min readTesting & CI

Synthetic Test Data: The Values Were Never the Hard Part

Synthetic test data generation is easy for values and hard for rows that satisfy the schema. How it works, and how Seedfast reads the live schema per run.

Mikhail Shytsko11 min readGuides

Give Google Antigravity's Agents a Seeded Postgres

Antigravity MCP Postgres setup for 2.0. Seedfast registers once in the shared config, reads your schema, and fills it with connected rows from one prompt.

Mikhail Shytsko8 min readAI Agents

Give GitHub Copilot's Coding Agent a Seeded Postgres

Copilot coding agent database seeding in one workflow file. Add a Postgres service to copilot-setup-steps.yml and Seedfast fills it before the agent runs.

Mikhail Shytsko7 min readAI Agents

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