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MCP servers tagged multi-language

12 live MCP servers tagged "multi-language", ranked by trust score. Tags come from package metadata and repository topics, so this list covers servers across every category that work with multi-language.

12
live servers
37
avg trust
95
most stars
1

Claude Code Mastery

🌐 Master Claude Code with this comprehensive guide on enhancing projects with MCP servers, commands, and effective chat strategies.

★ 95
52
2

Bkit Codex

bkit Vibecoding Kit for OpenAI Codex - PDCA + Context Engineering for AI-native development

44
3

Nreki

Ruso-0

MCP plugin that saves 50%+ tokens per session for AI coding agents. Validates edits in RAM (TypeScript + gopls + pyright), auto-heals errors, catches broken code before it hits di…

★ 11updated 5 months agoApache-2.0
39
4

Project Graph

MCP server for AI agents — project graph, code quality analysis, visual web explorer. JS, TS, Python, Go.

37
5

Coregraph

simplecore-inc

A queryable code symbol graph for multi-language monorepos — find callers, impact, dead code, and cross-file inconsistencies, every edge confidence-scored.

★ 4updated 4 months agoMIT
34
6

Repo Interrogator

taggedzi

A local tool that helps AI understand large code projects.

★ 1updated 8 months ago
34
7

Translator AI

🌐 Multi-provider AI translation tool for JSON i18n files. Features: Google Gemini & Ollama support, incremental caching, multi-file deduplication, MCP server, batch processing, an…

34
8

AbhiMeet

Free open-source meeting recorder with AI transcription & reporting. Fireflies.ai alternative. Records audio + screen, transcribes with Whisper AI in 90+ languages, generates meet…

34
9

Local Testing Agent

Multi-language testing automation MCP server for Claude Code and AI assistants. Supports Python, JS/TS, Go, Rust, Java, and Ruby with automated test discovery and execution.

34
10

G4 Base MCP

g4-api

Minimal, extensible Model Context Protocol (MCP) server implementations across languages — tool-first, JSON-RPC based, VS Code Agent and n8n compatible, with streaming support.

34
11

Code Extractor Java

nurujjamanpollob

code-extractor-java is a library designed to scan source code files and extract hierarchical structures such as classes, methods, functions, and comments. It provides a unified mo…

updated 8 months ago
34
12

Claude Code Mastery

israel7852

🌐 Master Claude Code with this comprehensive guide on enhancing projects with MCP servers, commands, and effective chat strategies.

updated 8 days ago
34
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