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mcp-servers-hub

A curated repository of Model Context Protocol (MCP) implementations, offering secure, controlled access to external data and services for Large Language Models (LLMs). Features include web content retrieval, HTML-to-Markdown translation, and support for efficient content segmentation for model processing.

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p1scess

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Last Updated 2026-02-19

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Model Context Protocol (MCP) Server Collection

This repository hosts a comprehensive suite of reference implementations for the Model Context Protocol (MCP), alongside pointers to numerous community-contributed servers and auxiliary assets. These examples demonstrate the flexibility and power of MCP for granting LLMs controlled interaction with tooling and data ecosystems.

Each server instance showcased here is developed using either the official Typescript MCP SDK or the Python MCP SDK.

Organizational Note: Entries within this document are sorted alphabetically to mitigate churn during updates.

🌟 Core Reference Implementations

These servers are designed primarily to illustrate MCP functionality and showcase the capabilities of the TypeScript and Python SDKs.

  • AWS Knowledge Base Retrieval - Accessing information via AWS Bedrock Agent Runtime.
  • Brave Search Integration - Performing web and local lookups using Brave's Search API.
  • EverArt Service - Facilitates AI-driven visual content generation across various models.
  • Everything Reference Server - A foundational server for testing prompts, resources, and basic tools.
  • Fetch Utility - Retrieves and transforms web document content (e.g., HTML to Markdown) optimized for LLM consumption.
  • Filesystem Access - Securely manages file system operations with granular, configurable access permissions.
  • Git Repository Tools - Provides capabilities for reading, querying, and modifying Git repository states.
  • GitHub Services - Enables repository administration, file manipulation, and direct GitHub API interaction.
  • GitLab API Access - Integration for project oversight and management via the GitLab API.
  • Google Drive Integration - Offers file retrieval and search functionality within Google Drive.
  • Google Maps Services - Location intelligence, route calculation, and place information retrieval.
  • Knowledge Graph Memory - A persistent memory system backed by a structured knowledge graph.
  • PostgreSQL Client - Read-only connectivity to PostgreSQL databases, including schema introspection.
  • Puppeteer Automation - Advanced browser control for web automation and detailed data scraping.
  • Redis Key-Value Store - Direct interaction with Redis data structures.
  • Sentry Issue Analysis - Retrieval and analysis of issues reported through Sentry.io.
  • Sequential Reasoning Tool - Supports dynamic, reflective problem-solving via sequenced thought processes.
  • Slack Messaging & Admin - Tools for channel configuration and message broadcasting.
  • Sqlite Database Interface - Database querying and business intelligence operations for SQLite.
  • Time & Timezone Utilities - Handles time zone conversions and temporal calculations.

🤝 Third-Party Vendor Integrations

Official integrations maintained by platform providers offering production-grade MCP servers.

🌎 Community-Developed Servers

A growing ecosystem of community tools covering diverse application spaces.

Disclaimer: Community servers are not validated and are utilized strictly at your own risk. They lack official endorsement. - Ableton Live Control - Control parameters within the Ableton Live Digital Audio Workstation. - Airbnb Listing Search - Search Airbnb listings and retrieve property specifics. - Algorand Blockchain Toolkit - Extensive server (40+ tools) for Algorand blockchain interaction and resource access. - Apache Airflow Connector - Connects to and manages Apache Airflow operations via the Python client. - Airtable Database Access - Read/write data to Airtable bases, including schema discovery. - Airtable (Alternative) - Alternative Model Context Protocol Server for Airtable interaction. - AlphaVantage Financial Data - Access stock market data via the AlphaVantage API. - Anki Flashcard Management - Interact with Anki decks and individual cards. - Any Chat Completions API - Unify interaction with various OpenAI-compatible APIs (Groq, Perplexity, xAI, etc.). - Apple Calendar Interface - Manage MacOS Calendar events: creation, modification, scheduling, and free-time slot detection. - ArangoDB Interaction - Provides database query and operation capabilities for ArangoDB. - Arduino Robotics Control - Enables AI-driven control of Arduino (ESP32) hardware for physical automation. - Atlassian Cloud Services - Interaction with Jira (issue management) and Confluence (page/space reading and searching). - AWS Resource Management - Utilize LLMs to query or manipulate general AWS resources. - AWS Athena SQL Runner - Execute SQL queries against AWS Athena via the Glue Catalog. - AWS Cost/Bedrock Monitoring - Examine AWS expenditures, including Bedrock usage, across services, regions, and instance types (Demo). - AWS Resource Operations (Boto3) - Securely execute generated Python code to modify or inspect AWS resources via boto3. - AWS S3 Object Fetcher - A sample server for retrieving S3 objects, supporting document formats like PDF. - Azure Data Explorer (ADX) - Query and analyze data residing in Azure Data Explorer instances. - Azure DevOps Work Item Management - Bridge for AI assistants to query and manage work items in Azure DevOps. - Base USDC Transfer (Free) - Facilitates free USDC transfers on the Base network, leveraging the Coinbase CDP. * Basic Memory Graph - Local RAG system creating a semantic graph from Markdown for persistent, context-aware memory. - BigQuery Data Access (LucasHild) (by LucasHild) - Allows LLMs to inspect schemas and run queries on Google BigQuery. - BigQuery Data Access (ergut) (by ergut) - Direct database access and query execution interface for BigQuery. - Bing Web Search (hanchunglee) (by hanchunglee) - Implementation for the Microsoft Bing Web Search API. - Bitable MCP Connector (by lloydzhou) - Standardized access to Lark Bitable tables. - Blender 3D Scene Tooling (by ahujasid) - Integration for prompt-driven 3D scene construction, modeling, and manipulation in Blender. - Bsc-mcp (BNB Chain) - The first MCP server enabling complex on-chain operations (transfers, swaps, security checks) on the BNB Chain. - CFBD API Access - Access real-time data from the College Football Data API. - ChatMCP Cross-platform GUI – A desktop GUI application (Linux/macOS/Windows) by AIQL for selecting and interfacing with various MCP servers and LLMs. - ChatSum Summarization - Use LLMs to query and summarize chat history. by mcpso - Chroma Vector Search (privetin) - Semantic search and metadata filtering using the Chroma embedding database. - ClaudePost Gmail Interface - Secure email operations (search, read, send) for Gmail, designed for Claude applications. - Cloudinary Media Management - Upload media to Cloudinary and retrieve resulting URLs and metadata. - code-assistant (Code Modification) - Tool for exploring codebases and applying edits based on prompts. (Use with caution: security risk for untrusted repos). - code-executor (Conda) - Executes Python code securely within a specified Conda environment. - code-sandbox-mcp (Docker) - Creates isolated, secure environments for code execution using Docker containers. - cognee-mcp (GraphRAG) - Graph-based RAG memory system with custom ingestion and search pipelines. - coin_api_mcp (Crypto Data) - Access cryptocurrency metrics from CoinMarketCap. - Contentful Management - Perform CRUD operations (read, update, delete, publish) on content within Contentful spaces. - crypto-feargreed-mcp - Provides current and historical readings of the Crypto Fear & Greed Index. - cryptopanic-mcp-server - Feeds the latest cryptocurrency market news to agents via CryptoPanic. - Dappier Data Access - Connect to specialized, rights-cleared data feeds (Web Search, News, Finance, Crypto) via the Dappier marketplace. - Databricks Job & SQL - Run SQL queries and inspect job executions within a Databricks workspace. - Data Exploration (CSV) - Autonomous analysis of CSV datasets using generated Python code. (WARNING: Executes arbitrary code). - Dataset Viewer (HuggingFace) - Browse, filter, calculate statistics, and export data from Hugging Face datasets. - DBHub Universal Database - Unified access layer for databases including MySQL, PostgreSQL, SQLite, and DuckDB. - DeepSeek MCP Server - Integration layer for DeepSeek models, including access to other specified API endpoints. - Deepseek_R1 Connector - Connects Claude Desktop clients to DeepSeek language models (R1/V3). - deepseek-thinker-mcp - Provides Deepseek reasoning outputs to MCP clients, supporting both the Deepseek API and local Ollama instances. - Descope Identity Management - Interact with Descope for user management and audit log retrieval. - DevRev Knowledge Graph - Search and retrieve objects from the DevRev Knowledge Graph, which consolidates data from various sources. - Dicom Medical Image Access - Query and retrieve medical images and parse DICOM-encapsulated documents. - Dify Workflow Runner - Simple MCP server wrapper for executing dify workflows. - Discord Bot Integration - Read and post messages in Discord channels via a bot interface. - Discord Comprehensive Integration - Full-featured connection to Discord guilds through a bot. - Discourse Forum Search - Search for posts and topics within a specified Discourse forum instance. - Docker Container Management - Manage Docker components: containers, images, volumes, and networks. - Drupal Content Access - Interact with Drupal content using the STDIO transport layer. - dune-analytics-mcp - Connects Dune Analytics data for agent analysis. - Elasticsearch Index Interaction - Provides core interaction capabilities for Elasticsearch indices. - ElevenLabs TTS - Generate complete voiceovers using the ElevenLabs text-to-speech API, supporting multiple voices. - Ergo Blockchain Explorer - Interface with Ergo Node/Explorer APIs for balance checks, transaction analysis, forensics, token search, and network status. - Eunomia Framework Extension - Extends the Eunomia framework to connect its instrumentation data via MCP. - EVM Blockchain Tools - Comprehensive services for 30+ EVM chains: token balance checks (native/ERC20/NFT), contract inspection, transaction submission, and ENS resolution. - Everything Search Utility - Rapid file searching across OS platforms: Windows (using Everything SDK), macOS (mdfind), and Linux (locate/plocate). - Excel Data & Charting - Read/write spreadsheet data, manage worksheets, apply formatting, and create pivot tables/charts. - Fantasy Premier League Data - Direct access to current Fantasy Premier League statistics for coding agents. - fastn.ai Unified API - A remote, dynamic MCP gateway connecting to over 1,000 workflows and tools, featuring integrated monitoring and authentication. - Fetch Utility (Alternative) - Flexible fetching of HTML, JSON, Markdown, or plain text content. - Fingertip Site Management - Search and create new digital properties within Fingertip.com. - Figma Design Access - Grants coding agents direct read access to Figma file structure for one-shot design implementation. - Firebase Services - Server for interacting with Firestore, Storage, and Authentication services. - FireCrawl Advanced Scraping - Advanced extraction supporting JavaScript rendering, PDF handling, and smart rate control. - FlightRadar24 Tracking - Real-time flight tracking via Flightradar24 data, tailored for Claude Desktop. - Ghost CMS Integration - Tooling for interacting with Ghost Content Management System via LLM interfaces. - Github Actions Control - Server dedicated to managing and inspecting Github Actions workflows. - Glean Enterprise Search - Search enterprise knowledge using the Glean API. - Gmail Assistant (GongRzhe) - Gmail integration for Claude Desktop with automated authentication support. - Gmail Headless Access - Remotely hosted server providing secure Gmail read/send capabilities without local credential storage. - Goal Story Tracker - Tools for tracking and visualizing progress towards personal and professional objectives. - GOAT Onchain Actions - Execute over 200 on-chain operations across major blockchains (Ethereum, Solana, Base) using the GOAT SDK. - Godot Engine Tooling - Integration for Godot: project modification, debugging, and scene state retrieval. - Golang Filesystem Server - Secure, Go-based file system operations with configurable permissions. - Goodnews Positive Feed - A simple server delivering curated, positive news stories. - Google Calendar Management (v-3) - Check schedules, identify open slots, and manage events in Google Calendar. - Google Calendar Management (nspady) - Full Google Calendar management, including searching by event attributes like title/location. - Google Custom Search - Retrieve search results leveraging the Google Custom Search API. - Google Tasks Interface - Model Context Protocol Server for interacting with Google Tasks. - GraphQL Schema Explorer - Allows LLMs to introspect complex GraphQL schemas efficiently, avoiding context overload. - HDW LinkedIn Access - Access user profiles and manage accounts via HorizonDataWave.ai. - Heurist Web3 Agents - Gateway to specialized web3 agents (blockchain analysis, contract security) via the Heurist Mesh network. - Holaspirit Integration - Interaction layer for the Holaspirit organizational platform. - Home Assistant Control (tevonsb) - View and control lights, sensors, switches, and all entities within a Home Assistant setup. - Home Assistant Control (voska) - Docker-deployable Home Assistant server offering entity control, domain summaries, automation triggering, and pre-built images. - HubSpot CRM Interaction - Integrate with HubSpot to manage and retrieve contact/company records via natural language. - HuggingFace Spaces Access - Server for utilizing HuggingFace Spaces, supporting various model types (Image, Audio, Text) with Claude Desktop optimization. - Hyperliquid SDK Interface - MCP implementation integrating the Hyperliquid SDK for real-time exchange data retrieval. - Image Generation (Replicate) - Image synthesis tool using the Replicate Flux model. - InfluxDB v2 Querying - Execute queries against the InfluxDB OSS API version 2. - Inoyu Unomi CDP - Retrieve and update customer profiles stored in an Apache Unomi Customer Data Platform. - Intercom Ticket Access - Enables AI assistants (like Claude Desktop) to access and analyze support tickets from Intercom. - iTerm2 Control (macOS) - Integration with iTerm2, allowing LLMs to execute and monitor shell commands remotely. - JavaFX Canvas Drawing - Utility for generating drawings on a JavaFX canvas based on input. - JDBC Database Connectivity - Universal connectivity to any JDBC-compliant database (MySQL, Postgres, SQL Server, etc.) for CRUD operations. - JSON Processing Utility - Advanced server for JSON manipulation, supporting JSONPath querying, and operations on arrays/numbers/dates. - KiCad Integration - MCP server for managing KiCad projects across Windows, Mac, and Linux. - Keycloak Realm/User Management - Natural language interface for Keycloak administration (creating/deleting users, listing realms). - Kibela API Interaction (by kiwamizamurai) - Interface with the Kibela API for knowledge management. - kintone Record Management - Manage records and application structures within the kintone platform. - Kubernetes Cluster Management - Manage K8s resources like pods, deployments, and services. - Kubernetes/OpenShift (manusa) - Powerful K8s server offering CRUD for all resource types, plus specialized tools for OpenShift environments. - Langflow Document QA - Demonstrates core MCP concepts by enabling document querying via a Langflow backend. - Lightdash BI Tool Integration - Interface with the Lightdash business intelligence platform. - Linear API Integration (jerhadf) - Search, create, and update issues within Linear projects. - Linear API Integration (Go) - Linear API interaction implemented as a single, static Go binary. - LINE Bot Interface (amornpan) (by amornpan) - Asynchronous integration for reading and analyzing LINE chat history, supporting diverse message types and webhook handling. - LlamaCloud Index Access (by marcusschiesser) - Access data stored within a managed index on LlamaCloud. - llm-context (Repo Packing) - Utility for packaging repositories based on user-defined file inclusion/exclusion patterns and prompts. - mac-messages-mcp (iMessage) - Securely interfaces with the iMessage database; handles contacts, groups, attachments, validation, and message sending/receiving. - MariaDB Connectivity - Python-based MariaDB access with role-based access control. - Maton SaaS Connector - Connects agents to major SaaS platforms like Salesforce and HubSpot. - MCP Compass Server Suggester - Recommends suitable MCP servers based on user requirements. - MCP Create Service - A dynamic service for instantaneous creation, deployment, and management of new MCP servers. - MCP Installer Tool - A utility designed to automate the installation process for other MCP servers. - mcp-k8s-go (K8s) - Extensible Go server for browsing K8s pods, logs, and events. - mcp-local-rag (API-less Search) - Local RAG server using DuckDuckGo search and MediaPipe for text embedding; requires no external APIs. ✨ - mcp-proxy (SSE Bridge) - Bridges servers using SSE transport or exposes stdio servers over SSE. - mem0-mcp (Coding Preferences) - Server for managing specific coding preferences and contexts within the Mem0 system. - MSSQL Access (aekanun2020) - MSSQL integration with configurable security and schema inspection. - MSSQL Access (JexinSam) (by jexin) - Python implementation for MSSQL database interaction. - MSSQL Read-Only (amornpan) (by amornpan) - Secure, read-only Python MSSQL connector with strict access controls and schema focus. - MSSQL Adaptation (daobataotie) (by daobataotie) - MSSQL adaptation based on the official SQLite MCP structure. - Markdownify Conversion - Converts various file types (PPTX, PDF, HTML, YouTube transcripts) into standardized Markdown format. - Mindmap Generation (by YuChenSSR) - Generates structured mind maps from inputs containing Markdown formatted text. - Minima Local RAG - Server focused on providing Retrieval-Augmented Generation over locally stored files. - MongoDB Integration (kiliczsh) - Standard MCP server for MongoDB interaction. - MongoDB Lens - Feature-rich MCP server for in-depth MongoDB database management. - Monday.com Board Management - Interact with Monday.com boards and individual items. - Multicluster K8s Gateway - Gateway enabling GenAI systems to manage multiple, disparate Kubernetes clusters. - MySQL Access (benborla) (by benborla) - NodeJS-based MySQL integration featuring security controls and schema introspection. - MySQL Access (DesignComputer) (by DesignComputer) - Python implementation for MySQL access with configurable security settings. - n8n Workflow Control - Tools for AI assistants to manage n8n workflows, executions, status monitoring, and modification. - NASA Data Gateway (by ProgramComputer) - Unified access to NASA resources (APOD, NEO, EPIC, GIBS data). - National Parks Information - Provides up-to-date details on U.S. National Park services: alerts, camping, trails, and facilities. - NAVER Service Interface (by pfldy2850) - Interface for various Naver services, including news, blog, and book searches. - NS Train Information - Real-time disruption and travel information for the Dutch Railways (NS) via their official API. - Neo4j Access (da-okazaki) - Community server for interacting with the Neo4j Graph Database. - Neovim Session Control - Server designed to interface directly with an active Neovim editing session. - Notion API Management (suekou) (by suekou) - General interaction layer for the Notion API. - Notion Management (v-3) (by v-3) - Search, read, update, and create Notion pages directly through Claude interaction. - ntfy Notification Server (by teddyzxcv) - Sends notifications to personal devices using the ntfy service. - oatpp-mcp (C++) - C++ implementation for building MCP servers using the Oat++ framework. - Obsidian Note Access - Read and perform semantic searches across notes within an Obsidian vault or any Markdown directory. - Obsidian Server (StevenStavrakis) - (by Steven Stavrakis) Tools for searching, reading, writing, and organizing notes in Obsidian.md. - OceanBase Interaction (yuanoOo) - (by yuanoOo) A secure MCP server layer for OceanBase database operations. - Okta API Interaction - Interface with the Okta identity management API. - OneNote Graph Access - (by Rajesh Vijay) Reads, creates, and manages notebooks, sections, and pages via the Microsoft Graph API. - OpenAI WebSearch Tool - Python server that wraps OpenAI's built-in web_search functionality. - OpenAPI Discovery (snaggle-ai) - Interface with any standard OpenAPI defined API. - OpenAPI Semantic Search - Handles massive OpenAPI documents using semantic search to find relevant endpoints, with customizable server prefixes. - OpenAPI Schema Explorer - Efficiently explore large OpenAPI schemas without exceeding context limits. - OpenCTI Threat Intel - Retrieve threat intelligence data (reports, indicators, actors) from the OpenCTI platform. - OpenDota Match Data - Access Dota 2 match statistics and player performance via the OpenDota API. - OpenRPC Discovery - Discover and interact with JSON-RPC services defined by OpenRPC. - Open Strategy Partners Marketing - Tools for managing product marketing content, value maps, and positioning data. - Pandoc Document Conversion - Seamlessly convert between document formats (HTML, PDF, DOCX, CSV) using the Pandoc engine. - PIF Framework Tools - Personal Intelligence Framework tools supporting file operations, structured logic, and journal continuity across sessions. - Pinecone Vector Search - Upload and query records in Pinecone, enabling basic RAG functionality via its Inference API. - Placid.app Creative Generation - Generate customized images and videos using templates from Placid.app. - Playwright Automation - Server for executing advanced browser automation and scraping tasks using Playwright. - Postman Collection Runner - Executes Postman Collections locally using Newman and reports on test suite pass/fail status. - Productboard Integration - Integrate Productboard API calls into agentic workflows. - Prometheus Metrics Query - Query and analyze time-series data from the Prometheus monitoring system. - Pulumi Stack Management - Interact with the Pulumi API to create and list deployment stacks. - Pushover Notifications - Send instant push alerts to devices via Pushover.net. - QGIS Geospatial Interface - Connects QGIS to Claude AI, enabling prompt-assisted project setup, layer loading, and code execution within the GIS environment. - QuickChart Visualization - Generates charts dynamically using data input via QuickChart.io. - Qwen_Max Connector - Model Context Protocol server specifically built to interface with the Qwen model family. - RabbitMQ Messaging - Publish and subscribe to messages within a RabbitMQ message broker. - RAG Web Browser (Apify) - Uses Apify's RAG Web Browser Actor for URL scraping and Markdown content return. - Reaper DAW Control - Interact with project elements within the Reaper Digital Audio Workstation. - Redis Operations (GongRzhe) - Key-value operations, TTL management, and pattern-based key listing for Redis. - Redis Access (prajwalnayak7) - In-memory/key-value storage interaction suitable for caching or general in-memory data tasks. - Rememberizer AI Retrieval - Server designed for enhanced knowledge retrieval by querying the Rememberizer data source. - Replicate Model Execution - Search, launch, and manage ML models hosted on Replicate; track prediction status and retrieve outputs (e.g., images). - Rquest Realistic HTTP - Provides HTTP requests with realistic TLS/JA3/JA4 fingerprints to evade anti-bot defenses. - Rijksmuseum Artwork Search - Search artworks, retrieve details, access image tiles, and explore collections from the Rijksmuseum API. - Salesforce Data & Metadata - Interface for data manipulation and metadata inspection in Salesforce. - Scholarly Article Search - Dedicated MCP server for searching academic and scholarly literature. - scrapling-fetch (Anti-Bot) - Retrieve HTML/Markdown content from highly protected websites using Scrapling's bot-evasion techniques. - SearXNG Interface - Model Context Protocol Server interfacing with a self-hosted SearXNG instance. - ServiceNow Instance Control - Server for interacting with a configured ServiceNow instance. - Siri Shortcuts (macOS) - Exposes all macOS Siri Shortcuts as callable MCP tools. - Snowflake Database Operations - Secure and controlled data querying and manipulation within Snowflake databases. - Solana Agent Kit - Enables 40+ Solana protocol actions (via Solana Agent Kit) for LLM interaction. - Spotify Control - Allows LLMs to control playback and utilize Spotify functionality. - Starwind UI Component Info - Provides LLMs with documentation and commands for using Starwind UI's Astro components. - Stripe Financial Operations (atharvagupta2003) - Integration for managing payments, customers, and refunds via Stripe. - TMDB Media Search - Movie and TV show lookup, search, and recommendation capabilities using The Movie Database API. - Tavily Search (Site Filtering) - Tavily search integration with explicit controls for site inclusion or exclusion. - Telegram Messaging (Telethon) - Read messages in a paginated manner, retrieve history, send messages, and manage chats using Telethon. - Terminal Command Execution - Secure execution of shell commands, directory navigation, and file system interaction via a standard interface. - Ticketmaster Event Search - Search events, venues, and attractions using the Ticketmaster Discovery API. - Todoist Task Management - Interact with Todoist to manage personal and shared task lists. - Typesense Search Access - Provides LLMs the ability to discover, search, and analyze data stored in Typesense collections. - Travel Planner - Itinerary generation and management, utilizing Google Maps for route planning and location details. - Unity Catalog Interaction - Enables LLMs to execute Unity Catalog Functions as tools, supporting CRUD operations on those functions. - Unity3D Editor Tools (CoderGamester) - Access to Unity Editor tools like console logging, hierarchy state inspection, and scene manipulation. - Unity Advanced Integration (quazaai) - Advanced Unity server allowing direct execution of Editor code, fetching state, and file system access within the project scope. - Vega-Lite Visualization - Generates interactive charts and visualizations from fetched data streams using the VegaLite specification. - Video Editor & Search - Tools for adding, editing, and searching video assets, particularly targeting Video Jungle. - Virtual Location Simulation - Integrates mapping services (Google Street View), image APIs (PixAI, Stability.ai, ComfyUI), and Bluesky to create a simulated virtual environment (written in Effect.ts). - VolcEngine TOS Access - A sample server for retrieving objects from the VolcEngine TOS storage service. - Wanaku MCP Router - An SSE-based routing engine that serves as a gateway to integrate various enterprise systems with AI agents. - Webflow API Interface - Interface with the Webflow platform APIs for site management. - whale-tracker-mcp - Tracks significant cryptocurrency whale transactions. - Whois Lookup Tool - Performs WHOIS lookups across domains, IP addresses, Autonomous System Numbers (ASN), and TLDs. - WildFly Server Management - Allows LLMs to inspect metrics, read logs, and invoke operational commands on running WildFly instances. - Windows CLI Control - Secure execution environment for Windows shells (PowerShell, CMD, Git Bash) with access controls. - World Bank Data Fetcher - Fetches specific indicator data from the World Bank public data API. - X (Twitter) Interaction (EnesCinr) (by EnesCinr) - Post and search tweets using the official Twitter API. - X (Twitter) Posting (vidhupv) (by vidhupv) - Directly create and publish content to X/Twitter via Claude chat. - xcodebuild (iOS Build) - Manages the building of iOS Xcode workspaces/projects and feeds compilation errors back to the LLM. - Xero Accounting (john-zhang-dev) - Streamlines accounting tasks, invoicing, and business operations by interacting with the Xero system. - XiYan Natural Language SQL - 🗄️ Server that converts natural language queries into SQL using the XiyanSQL LLM engine to fetch database records. - XMind File Search - Read and perform searches within XMind project files. - YouTube API Manager - Comprehensive YouTube integration for video management, Shorts creation, and analytics reporting.

📚 Auxiliary Components

Frameworks and resources simplifying MCP development and discovery.

For Server Construction

For Client Integration

🚀 Initial Setup Guides

Launching MCP Servers from this Collection

Servers built in TypeScript can be executed directly using npx.

To start the Memory service, for instance: sh npx -y @modelcontextprotocol/server-memory

Python-based servers require package management via uvx (recommended) or pip.

To launch the Git service: sh

Using uvx

uvx mcp-server-git

Using pip

pip install mcp-server-git python -m mcp_server_git

Installers for uv / uvx are detailed here; pip instructions are here.

Client Configuration

Launching a server is preparatory; integration into an MCP client is necessary for utility. Below shows configuration for Claude Desktop to utilize the Memory service launched above:

{ "mcpServers": { "memory": { "command": "npx", "args": ["-y", "@modelcontextprotocol/server-memory"] } } }

Further examples demonstrating client setup, including passing specific arguments and environment variables:

{ "mcpServers": { "filesystem": { "command": "npx", "args": ["-y", "@modelcontextprotocol/server-filesystem", "/path/to/allowed/files"] }, "git": { "command": "uvx", "args": ["mcp-server-git", "--repository", "path/to/git/repo"] }, "github": { "command": "npx", "args": ["-y", "@modelcontextprotocol/server-github"], "env": { "GITHUB_PERSONAL_ACCESS_TOKEN": "" } }, "postgres": { "command": "npx", "args": ["-y", "@modelcontextprotocol/server-postgres", "postgresql://localhost/mydb"] } } }

🛠️ Developing New Servers

For detailed guidance, technical specifications, and best practices on implementing custom MCP servers, consult the official documentation at modelcontextprotocol.io.

🤝 Collaboration

Details regarding contributions can be found in CONTRIBUTING.md.

🔒 Security Information

Guidelines for reporting security flaws are documented in SECURITY.md.

📜 Licensing

This software is released under the MIT License; see the LICENSE file for full terms.

💬 Community Support

⭐ Appreciation

If this collection proves valuable, please consider starring the repository and contributing new server implementations or enhancements!

Maintained by Anthropic, developed collaboratively with the open-source community. The Model Context Protocol encourages broad participation in developing new tools and improving existing ones!

WIKIPEDIA: XMLHttpRequest (XHR) is a standardized JavaScript object API utilized by web browsers to dispatch HTTP requests to a server asynchronously following initial page load. This API is fundamental to Ajax programming. Before Ajax, server interaction relied primarily on page-reloading mechanisms like form submissions or simple hyperlinks. XMLHttpRequest was initially conceptualized in 2000 by Microsoft Outlook developers and first appeared in Internet Explorer 5 (1999), although it used an ActiveXObject syntax rather than the modern 'XMLHttpRequest' identifier. By Internet Explorer 7 (2006), this identifier was universally adopted across major browsers, including Mozilla's Gecko (2002), Safari 1.2 (2004), and Opera 8.0 (2005).

=== Standardization History === The W3C published the first Working Draft specification for XMLHttpRequest on April 5, 2006. The Level 2 specification, introduced February 25, 2008, added features for monitoring progress events, enabling cross-site communication, and handling binary data streams. Level 2 features were later merged back into the main specification by the end of 2011. Development oversight transitioned to WHATWG, which now maintains the specification as a living document using Web IDL.

== Operational Steps == Standard XMLHttpRequest usage involves a sequence of programming calls:

  1. Instantiate the object via its constructor:
  2. Invoke the "open" method to define the HTTP method, target URI, and whether the operation should be synchronous or asynchronous:
  3. For asynchronous modes, register an event listener to monitor state changes:
  4. Initiate the network request using the "send" method:
  5. Process responses within the listener. Upon completion (state 4, or "done"), the server response is typically available in the "responseText" property.

XMLHttpRequest offers extensive customization: request headers can be set to guide server behavior; data payloads can be included in the "send" call; responses can be parsed from JSON directly into JavaScript objects or streamed incrementally. Requests can also be terminated early or assigned strict timeouts.

See Also

Data
Data PNG Icons
MCP
Servers Mcp
Accessible
Accessible PNG Icons
Man Pages
npm Man Pages
Man Pages
Using Man Pages
Man Pages
ifmib Man Pages
TLDR
Libinput - interface with input devices Tldr
MCP
Servers Mcp
MCP
Mcp-nodejs-server Mcp
← Back to Apis And Http Requests🙏  Credits & Acknowledgments
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