Prompt Maker Studio

Prompt Maker Studio

A self-hosted workspace for prompts you want to use again. Keep them organised, refine the wording, and test how they perform before your next edit.

[License: Apache 2.0] [CI] [mcptry]

Get started · Connect ChatGPT or Claude · Contribute

Keep your useful prompts close

Find prompts with search, folders and favourites. Write reusable sections with {{variables}}, fill them in, and copy the result into any chat app. Saved versions let you compare edits and restore an earlier approach.

[Prompt library with search, favourites, folders and reusable variables]

Turn a working prompt into a reusable template

Choose Add existing prompts in the library and then Make reusable with AI, or Paste a prompt in the editor. AI turns unstructured text into XML-style sections and identifies variables with their original values filled in. Review and edit the variables, keep an input fixed, and copy either the template or filled prompt. Apply to the draft with Undo; Save keeps it. Example inputs are separate from template content and require an explicit choice.

Refine with a clear view of what changes

Answer clarifying questions, then review a proposed draft section by section. See the wording changes before applying them; undo or save when you're ready.

[Refinement panel showing section changes beside the original prompt]

Test with examples that matter

Give a saved prompt test inputs and choose automatic checks, AI review or your own rating. Inspect model outputs and feedback, then compare runs to understand the effect of an edit. Keep your test cases reusable with CSV import and export.

[Evaluation history showing per-case model outputs, scores and review feedback]

Screenshots use synthetic demo data, including illustrative AI outputs and scores.

Free tools, templates and guides without an account

Every deployment also serves public pages for visitors who are not signed in: free tools to fill in templates, check a prompt, compare two versions and estimate tokens and cost (plus an optional free refiner on the server's AI connection), a gallery of ready-to-use prompt templates, practical guides, and an About page. They are server-rendered with structured data, a sitemap and /llms.txt, so search engines and AI assistants can find them.

Prompt management works without an AI connection. Prompt conversion, refinement, Try once and evaluation use your configured provider: OpenAI, Anthropic, Gemini, Ollama, vLLM or another OpenAI-compatible endpoint. Hosted calls may incur provider charges; operators can set monthly spending limits.

Quick Start with Docker

You'll need Git, Docker with Compose, Make and OpenSSL.

git clone https://github.com/chrysogonus/prompt-maker-studio.gitcd prompt-maker-studiomake setupmake up

Open localhost:3000 and create your account. Registration is open by default; set REGISTRATION_MODE=closed to admit only the first account. For AI features, connect a provider under Settings → AI connection, or use the operator's optional server default when configured.

make setup creates local configuration with a generated signing key. Browser API calls stay on the same origin through the frontend proxy. Run make down to stop the app. See the Docker guide for configuration and local email testing.

Architecture

flowchart LR    Browser[Browser] --> Edge["Caddy · HTTPS"]    MCP["ChatGPT / Claude / MCP client"] --> Edge    Edge -->|Web app| UI["Next.js · React"]    Edge -->|REST / MCP / OAuth| API[FastAPI]    API --> DB[(SQLite)]    API -.->|Import · refine · evaluate| AI["Configured AI provider"]

Caddy handles production HTTPS and routing. Locally, Next.js proxies /api to FastAPI. SQLite stores accounts, prompts, versions and evaluation history; REST and MCP share the same prompt services. AI calls are optional.

The stack: Python 3.12 with FastAPI and SQLAlchemy 2.1 on SQLite; Next.js 16, React 18 and TypeScript; Docker Compose with Caddy, plus Prometheus and Grafana for monitoring.

Go further

• Documentation index — current guides, architecture, product records and release history.
• Development — local setup, commands and tests.
• Deployment — hosting, HTTPS and backups.
• Monitoring — dashboards, metrics, alerts and operator logs.
• Configuration template — available settings and defaults.
• API reference — REST routes; interactive schemas at localhost:8000/docs.
• MCP integration — use your library from ChatGPT, Claude and other clients.
• Contributing · Code of Conduct · Security.

Project status

Early-stage, 0.x. APIs and database schemas may change between releases. Back up before upgrading; see the changelog. The 0.16.2 release record records publication, immutable image digests and verification for the latest release: MCP tool titles are also sent as annotations.title, with no migrations. Each release record lists its own migrations and upgrade notes; follow them for every release you skip. Upgrades from before 0.5.0 must also follow the 0.5.0 upgrade checks, including rehearsing migrations on an isolated production-backup copy.

License

Apache 2.0. See NOTICE and third-party notices for attribution.