Discover Awesome MCP Servers

voice-analysis-mcp

Provides local audio analysis tools for LLMs, enabling transcription, conversation dynamics, prosody analysis, and visual inspection without API keys.

Paid Business Data MCP Server

MCP server for paid business data services with free previews and paid tools (enriched search and competitive analysis) using x402 payment flow via Pyrimid Protocol on Base.

Zaim API MCP Server

Enables users to manage their Zaim household account data through OAuth 1.0a authentication. It provides 14 tools to retrieve, create, update, and delete financial records and master data like categories and accounts.

mcp-app-controller

Central daemon for managing local app processes, enabling multiple Claude Code sessions to coordinate starts, stops, and restarts with conflict resolution and a web dashboard.

MCP Rubber Duck

An MCP server that bridges multiple LLMs (OpenAI-compatible APIs and CLI coding agents) for collaborative debugging and diverse AI perspectives.

yade-mcp

yade-mcp connects AI agents to YADE — the open-source discrete element method engine — through the Model Context Protocol. Browse API docs, run simulations, and execute code, all through natural conversation.

Options Analysis Suite MCP Server

Enables AI assistants to access options analysis data, market research tools, portfolio risk snapshots, and platform context via 32 tools.

Volatility3 MCP Server

Claude Desktop과 같은 LLM을 Volatility3 포렌식 프레임워크와 연결하여 사용자가 자연어 대화를 통해 메모리 덤프를 분석하고, 악성 코드를 탐지하며, 메모리 포렌식 작업을 수행할 수 있도록 합니다.

Playwright MCP

Enables browser automation through Playwright using accessibility tree snapshots instead of screenshots. Supports web scraping, form interactions, testing, and connecting to existing browser sessions with logged-in accounts.

AI Incident Reporting MCP

Multi-regime AI incident classification and reporting MCP supporting EU AI Act Article 73, DORA, NIS2, and GDPR breach reporting.

bolthub

Discover and pay for APIs and MCP tools per call over Bitcoin Lightning (L402): search the bolthub marketplace, preview prices, and pay from your own wallet (LND, NWC, LNbits) with hard budgets, prepaid credit, scoped sub-agent delegation, and verifiable receipts. Non-custodial and works without a wallet for search and free tools.

Support Tickets MCP Server

Enables asking questions in plain English about 61,765 customer-support tickets, returning exact answers computed via SQL queries over DuckDB.

db-tools-mcp

Exposes SQL Server and Snowflake schema metadata to AI coding agents, enabling schema search, join path discovery, and stored procedure metadata retrieval without live queries.

jira-mcp

MCP server for Jira Server/Data Center that enables issue retrieval, JQL search, comment posting, and Tempo worklog queries via the atlassian-python-api.

xcodebuild

알겠습니다. "🍎 Build iOS Xcode workspace/project and feed back errors to llm."를 한국어로 번역하면 다음과 같습니다. **🍎 iOS Xcode 워크스페이스/프로젝트를 빌드하고, 오류를 LLM에 피드백합니다.** 이 문장은 다음과 같은 의미를 내포하고 있습니다. * **🍎 (사과 이모지):** 맥OS/iOS 개발과 관련된 작업임을 암시합니다. * **iOS Xcode 워크스페이스/프로젝트를 빌드:** Xcode를 사용하여 iOS 앱을 빌드하는 과정을 의미합니다. * **오류를 LLM에 피드백:** 빌드 과정에서 발생하는 오류를 Large Language Model (LLM)에 전달하여 분석하거나 문제 해결에 활용한다는 의미입니다. 따라서, 전체 문장은 "iOS 앱 개발 프로젝트를 Xcode에서 빌드하고, 빌드 과정에서 발생하는 오류를 LLM에게 전달하여 분석 및 문제 해결을 돕는다"는 의미로 해석할 수 있습니다.

gRPC Invoke MCP

An MCP server for calling gRPC methods from AI agents, enabling them to inspect gRPC APIs and invoke unary RPCs using server reflection or local .proto files.

Korea Public Data Catalog MCP

Enables users to discover and recommend Korea public datasets by describing their project idea, searching a static catalog of 96,056 datasets without API calls.

B2Bhint MCP Server

Enables access to B2Bhint API for searching and retrieving company and person information, including company details, financial reports, and contact data across multiple countries.

mcp-sei-cbm

MCP server for integrating and automating the SEI (Sistema Eletrônico de Informações) with direct user/password authentication, enabling process management, document reading, advanced search, and unit switching.

edinet-mcp

An MCP server that interfaces with the Japanese EDINET API v2 to search, download, and extract text from financial disclosure documents. It enables users to browse disclosure lists, retrieve document originals, and perform natural language searches for specific financial filings.

Google Flow Browser MCP

Enables MCP clients to operate Google Flow through a visible browser, supporting login, project tracking, reference upload, generation submission, and media download with local validation.

Facebook MCP Server

Enables AI agents to automate Facebook Page management including posting, commenting, and analytics via the Facebook Graph API.

GhidraMCP

MCP server integrating Ghidra reverse engineering tool with LLMs, enabling automated binary analysis, decompilation, and symbol management via MCP.

neuralpunk-app

MCP server for the Neuralpunk.app Phase 1 slice, enabling AI agents to read approved capabilities, join resident debates, and propose Signals while preserving canon integrity.

endiagram

12 deterministic graph-theory tools for structural analysis. Describe systems in EN syntax (subject do: action needs: inputs yields: outputs) — get topology, bottlenecks, blast radius, critical paths and lot more. No AI inside the computation.

Phrases MCP Server

사용자가 Claude 데스크톱을 통해 직접 영감을 주는 문구를 관리할 수 있도록 해주는 우아한 MCP 서버입니다. 문구에 대한 작성자 정보와 함께 완전한 CRUD 작업을 제공합니다.

Rubik's Cube MCP Server

Enables AI agents to solve Rubik's Cube puzzles through systematic manipulation with standard cube notation moves. Features real-time 3D visualization and interactive controls for tracking solving progress.

MCP Production

A production-ready MCP server that integrates OpenAI with FastAPI and Redis to provide streaming agentic chat capabilities and session memory. It features built-in tools for weather, calculations, and Wikipedia searches while supporting enterprise-grade features like rate limiting and structured logging.

MCP CoCo

Bridges OpenClaw and Hermes Agent to enable messaging, multi-turn conversations, and health checks via MCP tools.

ktx

ktx is an MCP server that provides agents with accurate warehouse querying by serving a self-improving context layer of approved metrics, joinable columns, and business knowledge through CLI and MCP tools.