# Poly-Glot AI Workspace

> 15 tools, 38 languages, 8 AIs. Apple-approved 3-day Pro trial; subscription renews, no free Sends.

- name: io.github.hmoses/poly-glot-ai-workspace
- version: 1.11.1
- connection class: R0 (autonomous)
- trust: 97/100
- quality: 66/100 (needs work)
- owner: not claimed
- descriptor: https://api.protogrid.dev/v1/servers/io.github.hmoses%2Fpoly-glot-ai-workspace
- tools: https://api.protogrid.dev/v1/servers/io.github.hmoses%2Fpoly-glot-ai-workspace/tools

**An agent can connect right now, no human step.** Remote endpoint, no authentication, reachable on the last probe.

## Connection (mcpServers)

```json
{
  "mcpServers": {
    "poly-glot-ai-workspace": {
      "type": "http",
      "url": "https://br-steep-leaf-ae2o29qz-mcp.compute.c-2.us-east-2.aws.neon.tech/mcp"
    }
  }
}
```


## Trust

- hygiene: 100
- liveness: 99
- freshness: 100
- provenance: 90
- drivers: +repository +namespace-matches-repo +website +reachable +uptime-97% +updated-1d-ago
- Derived from observable signals (official registry feed and our own credential-free probes); no code audit performed.

## Quality 66/100 (needs work)

### protocol: 75 (weight 25)

- warn `protocol.modern`: newest supported version is 2025-11-25; 2026-07-28 not supported, older versions are deprecated until 2027-07-28
- n/a `protocol.stateless`: only applies to 2026-07-28 servers
- pass `protocol.transport`: streamable HTTP
- n/a `protocol.list_ttl`: only applies to 2026-07-28 servers

### authorization: n/a (weight 15)

- n/a `auth.prm`, `auth.as_metadata`, `auth.cimd`: no remote uses OAuth
- n/a `auth.secret_in_url`: no templated URL

### tool hygiene: 79 (weight 30)

- pass `tools.descriptions`: every tool has a description
- pass `tools.description_length`: descriptions are concise
- pass `tools.schemas`: every tool has an object input schema
- warn `tools.annotations`: only 11 of 15 tools declare readOnlyHint or destructiveHint
- fail `tools.directory_hints`: no tool declares all four of readOnlyHint, destructiveHint, idempotentHint and openWorldHint; missing: get_language_options (idempotentHint); get_subscription_status (idempotentHint); open_workspace (idempotentHint); …
- pass `tools.token_cost`: about 5,286 tokens to load every tool
- pass `tools.api_dump`: tools are not a one-to-one API dump

### stability: 25 (weight 15)

- warn `stability.changes`: 25 tool changes in 30 days
- fail `stability.rug_pull`: 17 tools kept their name but changed most of their description in 30 days; review before trusting them

### dependencies: n/a (weight 15)

- n/a `deps.known_vulns`, `deps.mcp_sdk_version`, `deps.resolvable`: no npm or PyPI package

- tools: 15, about 5,286 tokens to load them all
- tool set hash: 8f46e4f16349fca7b20845225849afa4
- tools last changed: 2026-10-19T21:33:39.486Z
- badge: [![protogrid quality](https://protogrid.dev/badge/io.github.hmoses/poly-glot-ai-workspace.svg)](https://protogrid.dev/servers/io.github.hmoses/poly-glot-ai-workspace)
- Checks run on what our credential-free, read-only probes observe; tools are never called and no code audit is performed.

### Tool changes

- 2026-10-19 `prepare_custom_compare` changed (description)
  - before: Prepare a canonical prompt and instructions for comparing at least two targets, including one to five custom BYOM models and optional supported built-in AI providers. API keys must not appear in the comparison plan; use run_custom_model to execute custom targets separately. Returns comparison targets and prompt without invoking any models. This is a Send and starts the 3-day trial on first qualifying use; Compare Mode requires trial or Pro.
  - after: Prepare a canonical prompt and instructions for comparing at least two targets, including one to five custom BYOM models and optional supported built-in AI providers. API keys must not appear in the comparison plan; use run_custom_model to execute custom targets separately. Returns comparison targets and prompt without invoking any models. This is a Send action requiring an active Apple-authorized introductory trial, active Pro subscription, or existing unexpired legacy app-managed trial. MCP cannot start an Apple subscription or paid trial.
- 2026-10-19 `prepare_compare` changed (description)
  - before: Prepare the same canonical prompt for two to eight selected AI providers using a raw prompt or accessible template. Returns provider destinations, prompt and usage instructions without calling third-party models. This is a Send and begins the 3-day trial on first qualifying use; Compare Mode requires active trial or Pro. Use when a user explicitly wants side-by-side answers.
  - after: Prepare the same canonical prompt for two to eight selected AI providers using a raw prompt or accessible template. Returns provider destinations, prompt and usage instructions without calling third-party models. This is a subscription-gated Send; Compare Mode requires a verified Apple subscription or an unexpired legacy trial. MCP cannot start an introductory offer. Use when a user explicitly wants side-by-side answers.
- 2026-10-19 `build_prompt` changed (description) **meaning changed**
  - before: Fill a named Poly-Glot template with field values and requested input/output languages, producing a finished prompt. Use get_template to inspect needed fields first. This is a Send: it starts the 3-day trial on the first qualifying use, or counts toward the shared rolling 24-hour free-send allowance after trial. Pro templates require trial or Pro; this does not directly query external AI providers.
  - after: Fill a named Poly-Glot template with field values and requested input/output languages, producing a finished prompt. Use get_template to inspect needed fields first. This is a subscription-gated Send. Eligible users must authorize a three-day Pro introductory trial through Apple's native subscription purchase flow, or have an active verified Pro subscription or an unexpired legacy trial. There is no continuing free-Send allowance. This tool cannot start an Apple subscription or trial and does not directly query external AI providers.
- 2026-10-19 `open_workspace` changed (description)
  - before: Open the embedded Poly-Glot prompt workspace and template browser, optionally prefiltered by a query and translated via uiLanguage. Returns free and locked Pro template cards after trial expiry, plus entitlement and localization. Browsing is read-only and does not start the trial or use a send.
  - after: Open the embedded Poly-Glot prompt workspace and template browser, optionally prefiltered by a query and translated via uiLanguage. Returns the unlocked template catalog only for verified subscribers or valid legacy trials, plus entitlement and localization. An unsubscribed account receives no catalog results. Browsing is read-only and cannot start an Apple subscription.
- 2026-10-19 `get_subscription_status` changed (description) **meaning changed**
  - before: Read the current account's access state, trial timing, rolling 24-hour free-send allowance, Pro locks and subscription pricing. Use before gated tools or when asked about remaining access. This read-only operation does not initiate a trial or spend a send; the trial begins on the first qualifying Send.
  - after: Read the current account's access state, trial timing, subscription entitlement locks and subscription pricing. Use before gated tools or when asked about remaining access. This read-only operation never starts a trial or a charge. Eligible introductory trials begin only after an Apple subscription is explicitly authorized in the native app.
- 2026-10-13 `prepare_custom_compare` changed (inputSchema)
- 2026-10-13 `prepare_compare` changed (description, inputSchema)
  - before: Prepare the same canonical prompt for two to nine selected AI providers using a raw prompt or accessible template. Returns provider destinations, prompt and usage instructions without calling third-party models. This is a Send and begins the 3-day trial on first qualifying use; Compare Mode requires active trial or Pro. Use when a user explicitly wants side-by-side answers.
  - after: Prepare the same canonical prompt for two to eight selected AI providers using a raw prompt or accessible template. Returns provider destinations, prompt and usage instructions without calling third-party models. This is a Send and begins the 3-day trial on first qualifying use; Compare Mode requires active trial or Pro. Use when a user explicitly wants side-by-side answers.
- 2026-10-11 `get_template` changed (description)
  - before: Retrieve a named template's fields and entitled prompt body. Use search_templates first to find the exact name; inaccessible templates return a locked view instead of private prompt content. Returns template, entitlement and localization data. Reading a template alone neither starts the trial nor consumes a send.
  - after: Retrieve a named template's fields and entitled prompt body. Use search_templates first to find the exact name; inaccessible templates return a paywall view without Pro fields or prompt content after the trial. Returns template, entitlement and localization data. Reading a template alone neither starts the trial nor consumes a send.
- 2026-10-11 `search_templates` changed (description)
  - before: Search Poly-Glot's template catalog by keywords and goal, optionally filtered to free or Pro results. Use before get_template or build_prompt when the exact name is unknown. Results contain template metadata, tier and entitlement status. Searching is read-only and does not trigger a send or trial.
  - after: Search Poly-Glot's template catalog by keywords and goal, optionally filtered to free or Pro results. Use before get_template or build_prompt when the exact name is unknown. Expired accounts see locked Pro template cards. Selecting one returns a paywall, not Pro fields or prompt text. Searching is read-only and does not trigger a send or trial.
- 2026-10-11 `open_workspace` changed (description)
  - before: Open the embedded Poly-Glot prompt workspace and template browser, optionally prefiltered by a query and translated via uiLanguage. Returns searchable template records, their locked states, entitlement and localization. Browsing is read-only and does not start the trial or use a send.
  - after: Open the embedded Poly-Glot prompt workspace and template browser, optionally prefiltered by a query and translated via uiLanguage. Returns free and locked Pro template cards after trial expiry, plus entitlement and localization. Browsing is read-only and does not start the trial or use a send.

Full history: https://api.protogrid.dev/v1/servers/io.github.hmoses%2Fpoly-glot-ai-workspace/changes

## Remotes

- https://br-steep-leaf-ae2o29qz-mcp.compute.c-2.us-east-2.aws.neon.tech/mcp (streamable-http, auth none, reachable true, uptime30d 0.9724771)

## Packages

_none_

## Tools (15)

- `build_prompt`: Fill a named Poly-Glot template with field values and requested input/output languages, producing a finished prompt. Use get_template to inspect needed fields first. This is a subscription-gated Send. Eligible users must authorize a three-day Pro introductory trial through Apple's native subscription purchase flow, or have an active verified Pro subscription or an unexpired legacy trial. There is no continuing free-Send allowance. This tool cannot start an Apple subscription or trial and does not directly query external AI providers.
- `detect_language`: Identify the primary language of a nonempty text snippet and map it to one of Poly-Glot's 38 supported language codes. Use when the source language is unknown before choosing an interface, output language, or translation workflow. Provide natural-language text in the text parameter (for example, '¿Dónde está la estación?'). Returns JSON with language, provider, and model. Does not translate or alter the input text. Requires an active 3-day trial or Pro subscription; very short, mixed-language, or ambiguous snippets may be misclassified.
- `get_custom_model_capabilities`: Explain the supported Bring Your Own Model (BYOM) adapters, credential handling, HTTPS and SSRF restrictions, and inability of a public remote MCP server to connect directly to localhost. Use before configuring a custom model. Returns capability metadata without contacting a model, starting a trial, or consuming a send.
- `get_language_options`: List Poly-Glot's 38 supported UI, input, and AI output languages. Use to verify language availability before multilingual work. Optionally select uiLanguage to localize labels. Returns language records and localization metadata. Read-only, with no send or trial activation.
- `get_subscription_status`: Read the current account's access state, trial timing, subscription entitlement locks and subscription pricing. Use before gated tools or when asked about remaining access. This read-only operation never starts a trial or a charge. Eligible introductory trials begin only after an Apple subscription is explicitly authorized in the native app.
- `get_template`: Retrieve a named template's fields and entitled prompt body. Use search_templates first to find the exact name; inaccessible templates return a paywall view without Pro fields or prompt content after the trial. Returns template, entitlement and localization data. Reading a template alone neither starts the trial nor consumes a send.
- `localize_text`: Adapt supplied text for a target language and audience, including culturally appropriate phrasing, tone, and regional conventions rather than literal translation. Use for localized product UI, marketing copy, documentation, or customer communications; use translate_text for a closer translation. Set required targetLanguage and optionally locale (e.g. 'es-MX'), audience, and tone. Returns JSON containing localized text, targetLanguage, locale, provider, and model. Requires an active trial or Pro. Review sensitive, legal, and technical output with a qualified local reviewer.
- `open_workspace`: Open the embedded Poly-Glot prompt workspace and template browser, optionally prefiltered by a query and translated via uiLanguage. Returns the unlocked template catalog only for verified subscribers or valid legacy trials, plus entitlement and localization. An unsubscribed account receives no catalog results. Browsing is read-only and cannot start an Apple subscription.
- `prepare_compare`: Prepare the same canonical prompt for two to eight selected AI providers using a raw prompt or accessible template. Returns provider destinations, prompt and usage instructions without calling third-party models. This is a subscription-gated Send; Compare Mode requires a verified Apple subscription or an unexpired legacy trial. MCP cannot start an introductory offer. Use when a user explicitly wants side-by-side answers.
- `prepare_custom_compare`: Prepare a canonical prompt and instructions for comparing at least two targets, including one to five custom BYOM models and optional supported built-in AI providers. API keys must not appear in the comparison plan; use run_custom_model to execute custom targets separately. Returns comparison targets and prompt without invoking any models. This is a Send action requiring an active Apple-authorized introductory trial, active Pro subscription, or existing unexpired legacy app-managed trial. MCP cannot start an Apple subscription or paid trial.
- `run_custom_model`: Run a user-supplied prompt against a developer-provided OpenAI-compatible or custom REST HTTPS model endpoint. Use validate_custom_model to test URL and adapter settings before sending. Returns model-generated text, model name, optional usage, and account state. Requires active trial or Pro and transmits prompt content to the selected provider. Credentials are transient, not persisted; localhost/private networks are not supported.
- `search_templates`: Search Poly-Glot's template catalog by keywords and goal, optionally filtered to free or Pro results. Use before get_template or build_prompt when the exact name is unknown. Expired accounts see locked Pro template cards. Selecting one returns a paywall, not Pro fields or prompt text. Searching is read-only and does not trigger a send or trial.
- `transcribe_audio`: Convert audio to transcript text for Poly-Glot workflows. Use for supplied speech recordings, not for translating text. Provide exactly one source: a publicly reachable HTTPS audioUrl or base64-encoded audioBase64 (without a data-URL prefix). For base64 audio, supply mimeType and filename when known; languageHint can improve recognition. Set detectLanguage=true to identify the resulting text's language. Requires an active trial or Pro. Returns JSON containing transcript text, optional detectedLanguage, provider, and model. Audio is submitted to a transcription provider; do not send material without permission.
- `translate_text`: Translate supplied text into one of Poly-Glot's 38 supported languages while aiming to preserve meaning, names, formatting, code, and URLs. Use for translation rather than cultural adaptation; use localize_text when audience, tone, or regional conventions must change. Specify required targetLanguage (language name or code, e.g. 'es'); set sourceLanguage to 'auto' to detect the source automatically. Returns JSON containing translated text, targetLanguage, provider, and model; quality can vary with idiom and context. Requires an active trial or Pro; text is processed by the configured translation provider.
- `validate_custom_model`: Validate the HTTPS URL and adapter configuration for an external custom model. For OpenAI-compatible mode provide baseUrl; for custom REST use endpoint. Set probe=true only when an actual minimal request to the external provider is intended. Returns validation or probe status; credentials are transient and never stored or echoed. Requires active trial or Pro; does not perform a user prompt Send.