"Resources or information on analysis techniques or methods" matching MCP servers:

This server implements the Model Context Protocol to provide sentiment analysis of text, returning polarity, subjectivity, and overall assessment (positive, negative, or neutral).

Turkish sentiment anlaysis with MCP

English-first Korean equity intelligence MCP — translates Korean DART filings, foreign-holder 5%-rule flows (BlackRock / Vanguard / Norges / GIC plus 16 more), activist filings (KCGI / Align / ValueAct / Elliott), and KRX industry news to English on demand. 7 MCP tools, OSS self-host under AGPL-3.0.

Enables fetching YouTube video transcripts from any URL without API keys, browser, or OAuth, with honest error reporting for missing transcripts and support for multiple languages, formats, and resilient provider fallbacks.

Enables law firms and legal professionals to turn Arabic and English contract files into structured, citable context, with clause segmentation, date conversion across Hijri and Gregorian calendars, party extraction, and anchor-based verification, all without API keys or network calls.

Translate PDF, Word (DOCX), Excel (XLSX) and PowerPoint (PPTX) files, images, subtitles and text. Turn audio and video into transcripts or translated subtitles. Preserve layout where supported. Requires an Equalang API key and credits.

Translation QA for i18n locale files. Deterministic validators — missing keys, placeholder drift, collapsed plurals, glossary breaches — that need no API key, plus a review tool that hands translation pairs and judging criteria back to the calling agent, so meaning-level review runs on the model your client already has. Translation with your own LLM key is optional. JSON, Flutter .arb, Apple .

MCP server for HumanPen that lets AI agents work on real documents (.docx, .pptx, .pdf) — humanizing content to lower AI-detection scores, converting citations, condensing, and translating while preserving formatting, tables, images, and citations.

Enables read-only translation and headword searches across 23 language pairs, returning word class, gender, usage notes, and community vote rankings without requiring an API key or login.

Checks AI-written Japanese business text for double honorifics (二重敬語) and the honorific chains the 「敬語の指針」 guideline deems inappropriate, returning each offending span with its reason and suggested fix, and can rewrite the text with those fixes applied. Runs offline and read-only, so agents get the same deterministic answer on every pass.

Provides text translation capabilities powered by NiuTrans API with support for 455+ languages. Includes translation tools and language catalog resources for seamless integration with MCP clients.

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

Enables an AI assistant to place user-approved phone calls in the callee's language through your own Bland or Twilio account, with language detection, script generation, cost estimates, and safety guard rails. Includes a preview-then-confirm gate, plus call status, transcripts, and summaries.

Provides AI agents with local Dutch spelling and word validation using OpenTaal/hunspell, plus detailed word information from woordenlijst.org. It enables checking full texts or individual words and retrieving linguistic details for Dutch writing tasks.

An MCP server that automatically translates Android app string resources to multiple languages by detecting changes in default strings.xml files using Git diff. It supports batch translation, preserves formatting placeholders, and works with multiple Android modules.

Enables comparing local JSON/YAML locale files to find missing or extra keys against a base locale, detect empty, null, or whitespace translations, and list flattened dot-path keys for a single file. Works entirely on local files with no network calls or translation APIs.

Enables clients to search an indexed corpus of the epic's 24,214 verses and fetch single verses, whole sargas, or multi-language translations in Sanskrit, English, Hindi, and Telugu. It also returns a deterministic verse of the day keyed to any given calendar date, served over stdio or stateless HTTP.

Dub YouTube videos, local videos or SRT files into other languages with one cloned voice per speaker, synced SRT captions and YouTube multi-language audio tracks.

A local-first cognitive substrate for neurodivergent professionals. Gives Claude memory, a sense of time, a translator for corporate ambiguity, and a guardrail that refuses to amplify rumination, hyperfocus, or sycophancy. MCP-native. No telemetry. AGPL-3.0-or-later. Self-ID sufficient — no diagnosis gating.

Enables batch translation of arXiv, DOI, or paper-page LaTeX sources into Simplified Chinese and compilation of Chinese PDFs via XeLaTeX, using DeepSeek's deepseek-flash model with glossary, structure validation, resume, and QA.

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.

Extracts text nodes from Figma designs and organizes them into structured JSON for internationalization workflows. It enables users to pull content from specific frames or entire files to automatically generate translation keys.

Enables fetching and analyzing YouTube video comments and replies through the YouTube Data API. Supports sorting by relevance or time and returns structured JSON data for comment analysis, summarization, and translation tasks.

Enables AI agents to access paid tools like crypto prices, weather, translation, and web intelligence via per-request USDC payments on Base, with no API keys or subscriptions.

Inspects Apple TV.app playback and lets you load, translate, style, and sync subtitle overlays on macOS, with optional LLM translation via Anthropic, Claude Code, or Codex.

Translates Sinhala or Singlish instructions into precise English technical specifications using Google Gemini AI, enabling Sinhala-speaking developers to code in their native language.

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 AI assistants to run accurate, offline Bangladesh calculations in English or Bangla — income tax with rebates and minimum tax, taka amounts in words for cheques and invoices, mobile number validation and operator detection, loan EMI, DPS/FDR savings growth, safe maths expressions, and digit conversion. Every tool is a local read-only computation, requiring no network access or API keys.

Enables AI tools that support the Model Context Protocol to upload local files or public links, dub video and audio into other languages while preserving each speaker’s voice and background sound, and manage languages, usage, transcripts, subtitles, and dub files.

Enables AI assistants to look up and edit WebTranslateIt strings and translations, check locale progress, manage glossaries, and push or pull language files.

Enables translation of single texts or batches through Google or user-supplied AI providers, with engine listing and configuration from any MCP client.

EN-ZH Web3 localization MCP server by SOLVENT: glossary-enforced translation, 238-term glossary lookup, draft QA. x402 USDC pricing on Solana.

Enables local meeting and call transcription on your own GPU with speaker labels, timestamps, verification flags on extracted facts, and optional Korean translation and minutes. Audio stays on your machine, with results produced as txt, md, srt, json, or minutes files.

Enables AI agents to validate Israeli ID and company numbers, normalize Israeli phone numbers, calculate date-aware VAT, convert Gregorian dates to the Hebrew calendar, and format Hebrew numerals or process niqqud and gematria.

Enables users to access a free catalog and samples plus 17 pay-per-call tools, settled in USDC on Base via x402, for web reading, source-bounded summarization, Rioplatense Spanish translation, market and Argentine data, developer utilities, text comparison, and x402-related queries.

Picks the right PhoText (photext.ai) web tool to edit, replace, remove or translate text inside images and screenshots while keeping the original font, or to identify a font. No API key needed.

Counts characters and words in both Japanese and English text files, with special handling for Japanese morphological analysis and proper character counting excluding spaces and line breaks.

A read-only server that gives MCP clients access to a user's WaniKani progress and reference data through the official API v2, answering questions about upcoming reviews and lessons, kanji assignments by level, review accuracy, and saved notes or synonyms. It runs locally over stdio without storing data or modifying WaniKani.

An MCP server that enables users to add translation keys to Lokalise projects using natural language through Cursor or standalone interfaces. It allows for the specification of project names, translation keys, default values, and target platforms.

Enables AI agents to drive an end-to-end game localization pipeline — scan, plan, translate, write back, and pack — turning a Ren'Py or RPG Maker MV game folder into an installable Chinese patch. Includes term-consistency management, placeholder/format validation, and structured results and errors so agents can act without parsing logs.