"Servers Offering MCP Prompts as Prompt Primitives" matching MCP servers:

The i18n cycle of a JavaScript project as tools: extract the texts written in code, list missing translations and write machine translations as drafts that a person approves. Works with React, Vue, Svelte, Next.js, Nuxt, SvelteKit and Astro.

Enables translation, language detection, and language list retrieval via MCP tools, acting as a thin wrapper over a self-hosted LibreTranslate instance.

prevents llm from overload, freeze and oscillation

Provides AI models with tools to proofread and format Chinese text before delivery, covering typos, punctuation, casing, spacing, and platform-specific character limits. It runs as a zero-dependency MCP service so the model checks and fixes its own Chinese writing automatically.

Products, social posts, search results and AI answers from Amazon, TikTok, Google, ChatGPT and more, as MCP tools. Code mode: the model writes TypeScript against a typed client, run in a sandbox.

Provides Japanese UX conventions as an MCP server to help AI generate correct Japanese UI elements like proper name order, furigana, phone formats, and polite language. It includes tools for form generation, validation, keigo suggestions, and cultural adaptation for developers building Japanese-facing products.

MCP server for Cantonese lyric writing, offering Jyutping romanization, tonal pattern analysis, and rhyming character lookup.

A Model Context Protocol server that enables users to manage translations for their applications through SimpleLocalize's localization platform via natural language prompts in Cursor.

Enables AI agents to inspect, audit and safely edit locale JSON files across flat, nested, and namespaced layouts without loading whole files into the model context, with compact token-efficient reads and write paths that cannot drop keys or overwrite silently. Ships ten tools plus slash-command prompts for project info, key search, reference lookup, translation upserts, and missing-translation audits.

Enables integration of DeepSeek's language models with MCP-compatible applications, offering features like chat completion, custom model selection, and parameter control for enhancing language-based interactions.

Enables Codex to delegate bounded, low-risk text work such as extraction, summarization, translation, and code drafts to a local WorkBuddy installation, returning small inspectable drafts for the main agent to verify.

Enables converting video and audio files into transcripts and Traditional Chinese subtitles using Groq Whisper with a pluggable translation backend, including an English-to-Chinese pipeline and a Chinese-to-Taiwanese-Mandarin proofreading pipeline. Transcriptions run as background jobs whose progress, output subtitle paths, and setup status can be queried through the conversation.

Enables AI assistants to capture screenshots and PDFs, read web pages as Markdown, preview links, look up DNS/SSL/WHOIS and email records, verify addresses, generate QR codes, barcodes and social images, convert images, and translate text.

An MCP server for multilingual dictionary lookups with word relations such as synonyms, antonyms, and definitions, leveraging ConceptNet, Wiktionary, and Datamuse APIs.

Translates PowerPoint presentations while preserving formatting using Amazon Bedrock models, available as both a standalone tool and a FastMCP service for AI assistants like Amazon Q Developer.

Enables AI agents to normalize Arabic text, strip diacritics, classify regional dialects, and analyze prompt token efficiency. Exposes these capabilities as MCP tools that plug into Claude Desktop, Cursor, and other MCP clients.

An MCP server that integrates Kagi Translate as tools for translation, URL translation, and proofreading, requiring a Kagi API key.

Enables MCP clients such as Claude Desktop and Cursor to read tracked app keywords, opportunities, account apps, and action plans; generate or translate listing copy; review results; and apply accepted title, subtitle, keywords, or short-description fields to an editable draft without publishing to Apple or Google.

Enables MCP-capable agents to submit and retrieve audio transcriptions, apply speech understanding such as translation, speaker identification, summaries and action items, and enforce guardrails including PII redaction and content moderation.

Enables household members to use Alexa+ in their own language and script, with shared lists, reminders, devices, and messages stored as spoken and rendered for each person.

Lets AI assistants act as a personal language teacher by storing a learner's vocabulary, writing stories around those words, judging translations, labeling mistakes by rule, and scheduling spaced-repetition reviews with FSRS. It also serves the agreed tutoring method to any connected assistant so teaching stays consistent across Claude, ChatGPT and Codex.

MCP server for Chinese-to-English book translation and document processing, providing tools, resources, and prompts for efficient translation workflows.

MCP server for the Globalize localization platform: create translation projects, add languages, manage glossaries and style guides, connect repositories, and track translation jobs from any MCP client. Available as a hosted Streamable HTTP endpoint and as an open-source TypeScript package in the mcp-server directory.

Gives coding agents live localization context — catalog keys, where each string is used in code (component, UI role, file:line), glossary terms and notes — so new strings can be added and translated with validated output as you write the app.

Exposes Sarvam AI's speech, translation, chat, and document APIs as typed MCP tools for any MCP-capable agent.

MCP server for Sonenta translation management, enabling key/translation management, agent observability sessions, and prompt library access via natural language.

Localization as code — push, pull, translate, and extract strings from code with AI. 7 MCP tools for type-safe i18n across 182 languages.

Enables an AI assistant to act as the memory of a personal English-learning app: read progress and words due for review, run short practice conversations, and store sentences, corrections, new words, rubric scores, and checked exercises back to the user's dashboard. Also lets the assistant grow the flashcard deck and adjust word familiarity, which reschedules spaced-repetition reviews.

Enables a parent assistant to delegate independent text tasks such as summarization, translation, or code review to an OpenAI-compatible Chat Completions model through MCP tools and receive the generated text, model metadata, finish reason, truncation status, and token usage.

Enables users to look up a Dutch word's definition, examples, and external mentions, rewrite vague large amounts in text, and check whether a given amount qualifies as that word.