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rasinmuhammed/misata

Declarative synthetic data for Python. State the facts a dataset must hold (monthly revenue, channel shares, balanced ledgers, foreign keys, state machines) and get multi-table data that holds them exactly, with a DuckDB certificate anyone can rerun. From YAML, SQL DDL or a sentence. CLI and MCP server.

This repository also configures its own agents. See what misata tells them →

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misata

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rasinmuhammed/misata

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Generate relational test, demo or evaluation data from a declared schema with Misata, where every declaration (foreign keys, unique and CHECK rules, monthly revenue curves, rates, group shares, ledger identities) holds exactly or is refused before generation, then attest the files. Use when a task needs a seeded…

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