Muhammed Rasin
ReportI am an independent open source developer based in India. I built Misata as a side project to solve a real problem I kept running into: generating realistic, relationally intact test data without needing a copy of production. The project has grown into a library whose every declared number is re-checked by DuckDB in a certificate anyone can run, a built-in MCP server for AI coding agents, and integrations with Databricks, Delta Lake, and dbt. I maintain it alone and am looking for funding to work on it more seriously.
Misata
Misata is declarative synthetic data for Python. You state the facts a dataset must hold, such as monthly revenue, channel shares, balanced ledgers, foreign keys and state machines, and it generates multi-table data that holds them exactly, from a YAML schema, SQL DDL, a live database or a sentence. A DuckDB certificate that anyone can rerun proves the result. No ML model and no real data are needed. Misata ships a Model Context Protocol (MCP) server so AI coding agents (Claude, Cursor, Windsurf) can call it directly. It integrates with Apache Spark, Delta Lake, and dbt. It is used for database seeding, integration test fixtures, BI demo data, and statistical method validation.
Community supporter
Covers a fraction of monthly development time — helps keep the library maintained and issues answered.
Sustaining sponsor
Covers roughly one day per month of dedicated development. Sponsors at this tier are listed in the README.
Organisation sponsor
For teams and companies using Misata in their stack. Covers ongoing maintenance, priority issue triage, and logo placement in the README.
Annual development grant
Full grant to fund one year of part-time development: completing misata-studio (hosted GUI), adding enterprise schema import (SQLAlchemy introspection), improving MCP tooling, and publishing SpecBench results as a community benchmark.
| Year | Income | Expenses | Taxes | Description |
|---|---|---|---|---|
| 2025 | 0 USD | 0 USD | 0 USD | Project started as a side project. No external funding received. All development self-funded. |