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Poly-Glot AI Workspace

Part ofPoly-Glot AI Workspacelisted on 3 directories

Multilingual AI workspace: 1,000+ prompts, Compare Mode, 35 languages, BYOM. Free trial.

First seen 2 Oct 2026. Evidence as of 11 Oct 2026.

15
Tools
From an anonymous probe
1
Source listings
Each with its own history
35
Recorded changes
Since first seen

Tools

ToolDescriptionBehaviour
build_promptFill 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.Changes data
detect_languageIdentify 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.Not declared
get_custom_model_capabilitiesExplain 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.Read-only
get_language_optionsList 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.Read-only
get_subscription_statusRead 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.Read-only
get_templateRetrieve 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.Read-only
localize_textAdapt 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.Not declared
open_workspaceOpen 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.Read-only
prepare_comparePrepare 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.Changes data
prepare_custom_comparePrepare 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.Changes data
run_custom_modelRun 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.Changes data
search_templatesSearch 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.Read-only
transcribe_audioConvert 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.Not declared
translate_textTranslate 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.Not declared
validate_custom_modelValidate 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.Read-only

Change history

  1. search_templates: description changed (+"Expired accounts see locked Pro" +"cards. Selecting one returns a paywall, not Pro fields or prompt text." -"Results contain")
  2. open_workspace: description changed (+"free and locked Pro" +"cards after trial expiry, plus" -"searchable")
  3. get_template: description changed (+"paywall" +"without Pro fields or" +"content after the trial.")
  4. validate_custom_model: input schema changed
  5. validate_custom_model: description changed (+"the HTTPS URL and adapter configuration for an external custom model. For OpenAI-compatible mode provide baseUrl; for custom REST use" +"Set probe=true only when an actual minimal request to" +"external provider is intended. Returns validation or probe status; credentials")
  6. validate_custom_model: annotations changed
  7. translate_text: input schema changed
  8. translate_text: description changed (+"supplied" +"one of Poly-Glot's 38" +"languages while aiming to preserve")
  9. transcribe_audio: input schema changed
  10. transcribe_audio: description changed (+"Convert" +"to transcript text" +"Use for supplied speech recordings, not for translating text.")
  11. search_templates: input schema changed
  12. search_templates: description changed (+"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." +"contain" +"metadata, tier and entitlement status. Searching")
  13. run_custom_model: input schema changed
  14. run_custom_model: description changed (+"user-supplied" +"developer-provided OpenAI-compatible or custom REST HTTPS" +"Use validate_custom_model to test URL and adapter settings before sending. Returns model-generated text, model name, optional usage,")
  15. run_custom_model: annotations changed
  16. prepare_custom_compare: input schema changed
  17. prepare_custom_compare: description changed (+"Prepare" +"canonical prompt" +"instructions for comparing at least two targets, including one to five")
  18. prepare_compare: input schema changed
  19. prepare_compare: description changed (+"the same" +"to nine selected" +"using a raw prompt or accessible template. Returns provider destinations, prompt and usage instructions without calling third-party models.")
  20. open_workspace: input schema changed
  21. open_workspace: description changed (+"embedded" +"prompt workspace and" +"browser, optionally prefiltered by a query")
  22. localize_text: input schema changed
  23. localize_text: description changed (+"Adapt supplied" +"language and" +"including culturally appropriate phrasing, tone,")
  24. get_template: input schema changed
  25. get_template: description changed (+"Retrieve" +"named" +"entitled")
  26. get_subscription_status: input schema changed
  27. get_subscription_status: description changed (+"Read" +"account's access" +"timing, rolling 24-hour free-send")
  28. get_language_options: input schema changed
  29. get_language_options: description changed (+"List Poly-Glot's 38" +"Use to verify language availability before multilingual work. Optionally select uiLanguage to localize labels. Returns language records" +"localization metadata. Read-only, with no send or trial activation.")
  30. get_custom_model_capabilities: description changed (+"Explain the" +"Bring Your Own Model (BYOM) adapters," +"handling, HTTPS and SSRF")
  31. detect_language: input schema changed
  32. detect_language: description changed (+"Identify" +"primary" +"a nonempty")
  33. build_prompt: input schema changed
  34. build_prompt: description changed (+"a named Poly-Glot template with field values" +"requested input/output languages, producing a finished prompt. Use get_template to inspect needed fields first." +"Send:")
  35. server instructions changed (+"single-AI Send every rolling 24 hours" -"send per day")
Source listings
SourceListingFirst seenLast seenVersions
Official MCP Registryio.github.hmoses/poly-glot-ai-workspace2 Oct 202611 Oct 20261