Skip to main content
Glama

Poly-Glot AI Workspace

Seven MCP tools. One multilingual AI workspace.

Search 1,000+ expert prompt templates, build structured prompts in 38 languages, and prepare the same workflow for multiple AI providers — all from your MCP client.

Production remote MCP server with an embedded GUI, server-side entitlements, and Apple-backed subscriptions.

MCP Endpoint

https://br-steep-leaf-ae2o29qz-mcp.compute.c-2.us-east-2.aws.neon.tech/mcp

Transport: Streamable HTTP

Related MCP server: Teleprompter

Tools

search_templates

Find Poly-Glot prompt templates by keyword, goal, or plan. Results include whether each template is currently locked for the account.

Parameters: query (string), goal (string), plan ("free" | "pro"), limit (1–24, default 12), uiLanguage (string, default "EN")

get_template

Get a template's fields and prompt body. The source prompt body is returned only when the account is entitled to use the template.

Parameters: name (string, required), uiLanguage (string, default "EN")

build_prompt

Fill an entitled Poly-Glot template with user values. First use of a free template starts the 3-day trial. Pro templates require an active Pro subscription.

Parameters: name (string, required), values (object), uiLanguage, inputLanguage, outputLanguage (strings, default "EN")

prepare_compare

Prepare one canonical prompt for 2+ AI providers so the user can compare answers side-by-side. Does not call third-party models on the user's behalf.

Parameters: name (string), prompt (string), values (object), providers (array of "chatgpt" | "claude" | "gemini" | "perplexity" | "grok" | "copilot" | "mistral", min 2), uiLanguage, inputLanguage, outputLanguage

get_language_options

Return the 38 supported Poly-Glot UI, input, and AI output languages. Language selection never changes entitlement.

Parameters: uiLanguage (string, default "EN")

get_subscription_status

Return the current Poly-Glot trial or Pro entitlement state and current pricing.

Parameters: none

open_workspace

Open the interactive Poly-Glot template browser and prompt editor with subscription-aware locked states. In UI-capable MCP hosts (ChatGPT), renders the full embedded GUI inside the conversation.

Parameters: query (string), uiLanguage (string, default "EN")

Features

  • 1,022 prompt templates — 25 Free, 997 Pro

  • 38 languages — independent UI, input, and output language controls

  • Compare Mode — same prompt across ChatGPT, Claude, Gemini, Perplexity, Grok, Copilot, Mistral

  • Embedded GUI — interactive workspace widget in ChatGPT and MCP Apps-capable hosts

  • 3-day free trial — 25 free templates, no credit card required

  • Pro subscriptions — $9.99/month or $79.99/year (Save 33%)

  • Server-side entitlements — Apple-backed subscription verification via Neon Postgres

Endpoints

Surface

URL

MCP (Streamable HTTP)

https://br-steep-leaf-ae2o29qz-mcp.compute.c-2.us-east-2.aws.neon.tech/mcp

Health

https://br-steep-leaf-ae2o29qz-mcp.compute.c-2.us-east-2.aws.neon.tech/

Entitlement API

https://br-steep-leaf-ae2o29qz-entitlements.compute.c-2.us-east-2.aws.neon.tech/

Connect

Add this URL as a remote MCP server in any MCP-compatible client:

https://br-steep-leaf-ae2o29qz-mcp.compute.c-2.us-east-2.aws.neon.tech/mcp

Works with: ChatGPT (with GUI) · Claude · Goose · Cursor · any Streamable HTTP MCP client

Local development

npm install
npm run sync
npm run check
npm start

Local MCP endpoint: http://localhost:8787/mcp

F
license - not found
Not graded
quality - not tested
C
maintenance

Maintenance

Maintainers
Response time
Release cycle
Releases (12mo)
Commit activity

Resources

Unclaimed servers have limited discoverability.

Looking for Admin?

If you are the server author, to access and configure the admin panel.

Related MCP Servers

  • A
    license
    B
    quality
    D
    maintenance
    Provides access to thousands of AI prompts from prompts.chat, enabling users to search, browse, and use community-curated prompts with variable substitution directly in their AI coding assistant.
    2
    178
    33
    ISC
  • A
    license
    A
    quality
    C
    maintenance
    Enables storage and reuse of prompt templates with variable substitution for LLMs. Supports creating, searching, and retrieving prompt templates to avoid repeating complex instructions across conversations.
    4
    11
    4
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    An enterprise-grade toolset for AI prompt engineering that enables users to generate optimized prompts for over 140 platforms and analyze prompt quality across 16 dimensions. It also integrates with PromptDrive to manage and browse personal libraries of saved prompts directly within AI clients.
    53
    1
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    Allows users to save, organize, and manage AI prompts, folders, and tags directly within MCP-compatible tools like Claude and Cursor. It supports version history tracking, prompt searching, and the ability to save public templates to a personal collection.
    20
    23
    MIT

View all related MCP servers

Related MCP Connectors

  • Free copy-and-run ChatGPT prompts for online stores: 924 prompts, 43 categories + 10 tasks.

  • Connect MCP clients to 2,000+ AI models without managing provider API keys.

  • PQS scores any prompt before the model runs. 8 dimensions. 5 frameworks. Pre-flight, not post-hoc.

View all MCP Connectors

Latest Blog Posts

MCP directory API

We provide all the information about MCP servers via our MCP API.

curl -X GET 'https://glama.ai/api/mcp/v1/servers/hmoses/poly-glot-ai-workspace'

If you have feedback or need assistance with the MCP directory API, please join our Discord server