# Mowa

> Mowa is the system of record for AI behavior: versioned prompts with review workflows, typed input and output interfaces, test datasets, and per-workspace AI usage tracking. Teams draft prompt versions, review them like code, publish one live version per prompt, and generate synthetic test data against typed schemas.

## Programmatic access

- [Developer docs](https://mowa.dev/developers): Getting started with API keys, the error envelope, rate limits, and plan behavior.
- [REST API reference](https://mowa.dev/developers/api): Workspace-scoped JSON API at https://mowa.dev/api/v1, authenticated with an x-api-key header. Covers prompts, versions, publishing, datasets, rows, generation jobs, and usage.
- [MCP docs](https://mowa.dev/developers/mcp): Connect walkthrough and per-tool reference for the MCP server.
- [MCP server](https://mowa.dev/mcp): Streamable HTTP MCP endpoint at https://mowa.dev/api/mcp (also served at https://mowa.dev/mcp). OAuth login with a workspace picker; tools mirroring the REST API.
- [Plans and limits](https://mowa.dev/developers/limits): Free and Pro limits, rate limits, generation caps, and the 402 plan_limit error.
- [Full reference for LLMs](https://mowa.dev/llms-full.txt): Every REST endpoint and MCP tool inline in one document.

## Product

- [Home](https://mowa.dev/): What Mowa is and who it is for.
- [Mowa for product managers](https://mowa.dev/for/product-managers): Propose, review, and publish prompt changes without a repo, compare candidates, sign off with pass rates.
- [Mowa for developers](https://mowa.dev/for/developers): GitHub import with a code-reading agent, typed prompt interfaces, REST, MCP, and llms.txt.
- [Mowa for domain experts](https://mowa.dev/for/domain-experts): Scorers with custom score interfaces, dataset-row dry runs, edge-case datasets.
- [Mowa for legal and compliance](https://mowa.dev/for/legal-compliance): Review-to-publish change control, immutable versions and snapshots, policy scorers.
- [Mowa for operations](https://mowa.dev/for/operations): Provider health alerts, per-workspace usage tracking, experiment pass rates.
- [Mowa for data science](https://mowa.dev/for/data-science): Synthetic data generation including images, custom-metric judges, experiments.
- [Dashboard](https://mowa.dev/dashboard): Prompt registry, dataset workbench, usage, and workspace settings for signed-in teams.
- [Papers](https://mowa.dev/papers): Technical design notes on the registry, pre-merge behavioral analysis, and provenance-linked diff review.

## Auth

- API keys are created in the dashboard developer page and are bound to the workspace that was active when the key was created.
- The MCP connection is authorized per user and per client, and acts inside one workspace chosen during the OAuth flow.