SeedWeaver
Schema-aware relational test data generator with working foreign keys, for any MCP client.
SeedWeaver 🌱
Generate realistic, referentially-coherent test data from your real database schema — straight from Claude, Cursor, or any MCP client.
Paste your CREATE TABLE SQL (or a JSON schema) and SeedWeaver generates seed data where foreign keys actually resolve to real primary keys, unique constraints are respected, and values are realistic (names, emails, dates, decimals). Unlike generic mock-data tools that spit out statistically random junk, SeedWeaver understands the relationships in your schema.
Ask your AI: "Generate 50 users and 200 orders for this schema" — and get INSERTs you can run immediately, with every
order.user_idpointing at a user that exists.
Why SeedWeaver
Most "fake data" tools (Faker wrappers, random generators) give you isolated rows with no awareness of your schema. The moment you have foreign keys, you're back to hand-wiring relationships. SeedWeaver:
- Resolves foreign keys — referenced tables are generated first (topological ordering), and FK columns point at real generated keys.
- Respects constraints — unique columns stay unique, primary keys are unique,
NOT NULLis honored. - Reads your real schema — paste Postgres/MySQL
CREATE TABLEDDL directly, no manual config. - Realistic values — names, emails, addresses, companies, dates, decimals, enums.
- Outputs what you need — SQL
INSERTstatements, JSON, or CSV.
Install
npx -y seedweaver-mcp
Add to your MCP client config (Claude Desktop / Cursor / Windsurf):
{
"mcpServers": {
"seedweaver": {
"command": "npx",
"args": ["-y", "seedweaver-mcp"]
}
}
}
Tools
| Tool | What it does |
|---|---|
analyze_schema | Parse a schema (SQL DDL or JSON) and report tables, columns, relationships, and generation order. Run this first to confirm SeedWeaver reads your schema correctly. |
generate_seed_data | Generate coherent test data. Returns SQL INSERTs (default), JSON, or CSV. |
Examples
From SQL DDL:
Generate 20 rows of test data for:
CREATE TABLE users (
id UUID PRIMARY KEY,
email VARCHAR(255) UNIQUE NOT NULL,
full_name VARCHAR(100),
created_at TIMESTAMP
);
CREATE TABLE orders (
id SERIAL PRIMARY KEY,
user_id UUID NOT NULL REFERENCES users(id),
total DECIMAL(10,2),
status VARCHAR(20)
);
Every generated orders.user_id will be a real users.id.
From a JSON schema (gives you fine control — enums, ranges, per-table row counts):
{
"tables": [
{
"name": "users",
"rows": 20,
"columns": [
{ "name": "id", "type": "uuid", "primaryKey": true },
{ "name": "email", "type": "email", "unique": true },
{ "name": "name", "type": "fullName" }
]
},
{
"name": "orders",
"rows": 80,
"columns": [
{ "name": "id", "type": "serial", "primaryKey": true },
{ "name": "user_id", "type": "fk", "references": "users.id" },
{ "name": "total", "type": "decimal", "min": 5, "max": 500 },
{ "name": "status", "type": "enum", "values": ["pending", "paid", "shipped"] }
]
}
]
}
Supported column types: uuid, serial, int, decimal, boolean, email, fullName, firstName, lastName, username, phone, address, city, country, company, url, word, sentence, paragraph, date, datetime, enum, fk.
Free vs. Pro
The free tier is fully functional for small schemas. Pro removes the limits and adds the features you need for real projects and CI.
| Free | Pro | |
|---|---|---|
| Tables per schema | 2 | Unlimited |
| Rows per table | 50 | Unlimited |
| Output formats | SQL, JSON | + CSV |
| Deterministic seeds (reproducible data) | — | ✓ |
| Custom locales | — | ✓ |
| Use in CI / automation | — | ✓ |
→ Get SeedWeaver Pro — $19/mo
Activate by setting your license key:
{
"mcpServers": {
"seedweaver": {
"command": "npx",
"args": ["-y", "seedweaver-mcp"],
"env": { "SEEDWEAVER_LICENSE": "your-key-here" }
}
}
}
License
The SeedWeaver MCP server is MIT licensed and free to run. Pro features are unlocked with a paid license key. Built with the Model Context Protocol.
Related Servers
Legacy SQL Architect MCP
MCP server that gives AI agents deep understanding of contemporary or legacy relational databases.
Kyomi MCP
Data intelligence platform - query your database in natural language, build dashboards, and set up automated alerts that monitor your metrics 24/7.
PostgreSQL Full Access MCP Server
A full-access PostgreSQL server for MCP with read/write capabilities and enhanced schema metadata.
CData Reckon
A read-only MCP server for Reckon, enabling LLMs to query live data using the CData JDBC Driver.
Data ChileGob
MCP server exposing Chile's open government dataset portal (datos.gob.cl / CKAN API v3)
MCP Oracle Database Server
A server for full integration with Oracle Database. Requires Oracle Instant Client libraries.
Quanti: connectors MCP
Unify your marketing team around one AI-powered source of truth. Quanti connects your marketing data to your warehouse. Execute SQL queries on BigQuery, explore table schemas, discover pre-built use cases, and analyze performance across Google Analytics, Google Ads, Meta Ads, TikTok, affiliate networks and more. all through natural conversation
JDBC Explorer
A server that enables LLMs to connect and interact with databases via JDBC, built using the Spring AI MCP framework.
Kollektiv MCP
Build and access a personal LLM knowledge base from your editor or client without any infrastructure setup.
NSE Ticker MCP Server
Provides access to National Stock Exchange (NSE) data using the Upstox API.