Discover Awesome MCP Servers

agent-memory-mcp

An MCP server for managing agent memory using provenance tracking, decay-weighted retrieval, and feedback loops to optimize information recall. It allows agents to store insights in a local SQLite database and rank them based on confidence, age, and usefulness.

Telegram MCP Server

A Model Context Protocol server that enables AI assistants to interact with Telegram, allowing them to search channels, list available channels, retrieve messages, and filter messages by regex patterns.

Graylog MCP Server

Enables AI assistants to query and analyze logs from Graylog instances using universal search with relative or absolute time windows, supporting both full result retrieval and lightweight count-only queries.

Tencent Cloud Live MCP Server

Enables AI agents to manage Tencent Cloud Live services through natural language, including domain management, stream pulling/pushing, live stream control, and transcoding template operations.

Google Docs MCP Server

A Model Context Protocol server that provides an interface for AI models to interact with Google Docs, enabling reading, creating, updating, and searching Google Documents.

AssemblyAI MCP Server

Enables AI assistants to transcribe audio files from URLs or local paths using AssemblyAI's services, with support for speaker diarization, language detection, and asynchronous job management through a standardized MCP interface.

Unified Salesforce Documentation MCP Server

Enables LLMs to scrape, index, and search modern and legacy Salesforce documentation by piercing complex Shadow DOM and iframe structures. It supports hierarchical spidering of entire guides and local RAG capabilities using a SQLite database for offline querying.

GitHub Search MCP Server

Enables searching and exploring GitHub repositories with tools for cloning repos, searching code with regex, browsing directory structures, reading files, and extracting code outlines.

LandingAI ADE MCP Server

Enables extraction of text, tables, and structured data from PDFs, images, and office documents using LandingAI's Agentic Document Extraction API. Supports both direct parsing and background job processing for large files with privacy-focused processing.

Smart Shell MCP Server

Cross-platform command execution server that intelligently adapts shell commands to the operating system and detects project-specific package managers (npm/bun, pip/poetry), with runtime-editable command mappings per project.

MCP Gateway

A proxy service that connects Claude Code to Alibaba Cloud International OpenAPI MCP Server, supporting services like ECS and OSS. It provides secure multi-user authentication via OAuth 2.1 and allows for dynamic configuration of MCP services.

SSH MCP Server

Enables AI assistants to securely connect to and manage remote servers via SSH, supporting command execution, file transfers via SFTP, and multi-server management with both password and SSH key authentication.

MCP PyBoy Emulator Server

A Model Context Protocol server that allows LLMs to interact with Game Boy games through PyBoy emulation, providing capabilities to load ROMs, control games, capture screens, save/load states, and maintain game knowledge.

OpenCode MCP Server

Integrates the OpenCode AI coding agent into MCP-compatible clients, allowing users to execute terminal-based coding tasks and manage sessions programmatically. It provides tools for running commands, listing AI models, and continuing existing coding sessions via the OpenCode CLI.

ClawSouls MCP Server

Provides tools for AI agent persona management, safety verification, and efficient swarm memory synchronization across multiple agents. It enables users to search and install personas while utilizing a token-efficient Git-based workflow for maintaining shared project context.

KevoDB MCP Server

Implements a Multimodal Communication Protocol server for KevoDB, allowing AI agents to interact with the key-value database through a standardized API with support for core operations like get/put, scans, transactions, and batch operations.

webclaw

Web content extraction for AI agents. 10 tools: scrape, crawl, map, batch, extract, summarize, diff, brand, search, research. Uses TLS fingerprinting to bypass anti-bot without a headless browser. Outputs LLM-optimized markdown with 67% fewer tokens than raw HTML.

a2atlassian

Agent-to-Atlassian Give AI agents access to Jira and Confluence. Save credentials once, work from anywhere. Jira + Confluence · read-only by default · pre-configured connections · compact TSV output

Logistics AI MCP

Provides supply chain and shipping tools including shipment tracking, route optimization, warehouse inventory management, delivery ETA estimation, and customs documentation. Enables logistics operations through natural language interactions with Claude.

CX TimeFilter MCP Server

Provides time filter tools for CX Dashboard integration, allowing users to set predefined time periods, custom date ranges, and manage time-based filtering across dashboard tabs. Supports HTTP-based MCP protocol with optional authentication for seamless integration with MCP-compatible clients like Langflow.

WebDNA MCP Server

A custom server that integrates WebDNA documentation with AI assistants by scraping, indexing, and providing searchable documentation through MCP-compatible API endpoints.

M.I.M.I.R - Multi-agent Intelligent Memory & Insight Repository

Provides AI assistants with persistent graph database memory using Neo4j, enabling task management, relationship understanding, semantic search with embeddings, file indexing, and multi-agent coordination through the Model Context Protocol.

MCP MySQL Server

Enables interaction with MySQL databases (including AWS RDS and cloud instances) through natural language, supporting query execution, schema inspection, index management, and comprehensive database operations with secure SSL connections.

MCP REST Server

Enables interaction with any REST API through token or login authentication, with automatic Swagger/OpenAPI documentation integration for endpoint discovery and comprehensive HTTP request support.

French Law MCP Server

Provides access to official French legal databases (Légifrance and JudiLibre) to search and retrieve French legislation, legal codes, case law, and judicial decisions through authenticated APIs.

misp-mcp

An MCP server that enables LLMs to interact with MISP for threat intelligence sharing, IOC lookups, and event management. It provides tools for investigating indicators, discovering correlations, and exporting intelligence in formats like STIX and Suricata.

buildkite-mcp-server

Đây là một máy chủ mcp cho buildkite.

Suno MCP

Enables AI music generation through Suno, allowing users to create songs with custom lyrics or AI-generated content, wait for completion, and download MP3 files.

mcpServer

mcpServer (giữ nguyên) - Đây là một thuật ngữ kỹ thuật, thường được giữ nguyên khi dịch. Nếu cần giải thích thêm, nó có thể được mô tả là "máy chủ mcp" hoặc "máy chủ sử dụng giao thức mcp".

XcodeMCP

MCP server for Xcode build automation and log parsing that opens Xcode projects, triggers builds directly in Xcode, and parses build logs to extract errors and warnings.