🧩 MCPs

Model-Context-Protocol (MCP) is an AI architecture pattern that separates intelligence into three key layers: Model: The core AI/ML algorithm that performs learning or inference. Context: The environment or situational data that influences how the model behaves. Protocol: The communication rules or interface that connects models, contexts, or external systems. This structure enables modular, scalable, and context-aware AI systems, ideal for multi-agent AI, robotics, IoT, and real-time decision-making.

Integrates with Datadog's API to enable incident management, including listing and retrieving incident information for system monitoring and observability workflows.

Integrates with SystemPrompt.io to enable centralized creation, management, and versioning of prompts.

Integrates with Contentful's Delivery API to enable querying and retrieving structured content using keywords or sentences, facilitating content-driven applications and dynamic websites.

Provides a secure terminal server for executing whitelisted shell commands with strict resource controls and security boundaries.

Integrates multiple language models via the unified Unichat tool, enabling seamless interaction across OpenAI, MistralAI, Anthropic, xAI, and Google AI platforms.

Integrates with the Ethereum Name Service to resolve ENS names to addresses, perform lookups, retrieve records, check availability, get prices, and explore name history through configurable Ethereum network providers.

Integrates with Perplexity's web search API to enable real-time fact-checking, research, and content generation using up-to-date information.

Integrates with the Argentinian LumbreTravel API to manage travel programs, activities, and bookings for efficient itinerary planning and service coordination.

Integrates with Chrome's DevTools Protocol to enable remote control of browser tabs, including JavaScript execution, screenshot capture, and network traffic monitoring.

Extracts data from TypeScript/JavaScript code into JSON configuration files, facilitating code refactoring and improved maintainability.

Enable LangChain workflows for your MCP client.

Integrates with dnstwist to automate DNS fuzzing for detecting typosquatting, phishing, and corporate espionage threats.

Integrates Google Drive and Sheets functionality for file operations and spreadsheet data manipulation.

Integrates with Hyperbolic's AI models to perform visual reviews of UI edit requests, providing automated visual QA for frontend development workflows.

Integrates with FindMine's product styling API to enable fashion recommendations, outfit creation, product browsing, and style guide access for e-commerce platforms.

Integrates any REST API by dynamically connecting to APIs using provided documentation and keys, enabling rapid prototyping of applications with real-time external data.

Integrates Linear project management with MCP to enable task creation, updates, and queries for automated workflow management.

Integrates with Pushover.net to enable sending push notifications to various devices for real-time alerts and updates

Integrates with npm-audit-report and npm-registry-fetch to analyze and report potential vulnerabilities in Node.js project dependencies, offering actionable security insights for development teams.

Integrates with Cloudflare's API to enable management of DNS, CDN, and security configurations for web infrastructure automation.

Integrates with Microsoft Outlook Calendar to enable event management, scheduling, and attendee status updates for enhanced productivity workflows.

Integrates with Google Calendar API to enable creating, updating, and retrieving calendar events for seamless scheduling and event management.

Streamlines MCP server creation with a structured development protocol and example templates, offering an npx-invokable tool for efficient setup of server scaffolds.

Integrates Ollama's local LLM models with MCP-compatible applications, enabling on-premise AI processing and custom model deployment while maintaining data control.

Integrates with Keycloak Admin to provide streamlined user and realm management operations for identity and access control automation.

Integrates with the HeFeng Weather API to provide real-time weather information and forecasts for locations in China, supporting queries by coordinates and offering hourly and daily data.

Integrates with DeepSeek Thinker model to enable chain-of-thought reasoning and complex problem-solving for applications requiring advanced cognitive capabilities.

Integrates with Stakpak API to generate infrastructure code for projects, enabling developers to quickly create configurations through a dedicated tool that works with various IDEs.

Integrates with Placid's API to generate dynamic images from templates for tasks like social media posts and marketing materials.

Provides secure command execution in WSL with built-in safety features like path validation, timeouts, and error handling.

Integrates Google's PageSpeed Insights API to provide detailed web performance metrics and optimization recommendations for websites.

Integrates Retrieval-Augmented Generation using Qdrant vector database and embeddings to enable semantic search and management of documentation.

Integrates with Paperless-NGX API to provide document management operations including listing, searching, editing, and uploading for efficient organization and retrieval of digital files.

Integrates with X's API to enable tweet retrieval, user interactions, and social media analysis capabilities

Launch and control macOS applications.

Integrates with RagRabbit to crawl websites, generate vector embeddings, and enable search and question answering from indexed content for domain-specific information retrieval.

Integrates with the Honeycomb API to enable direct querying and analysis of observability data for automated performance monitoring and troubleshooting.

Integrates with the Bitcoin Lightning Network to enable cryptocurrency payment capabilities and lightning address interactions for conversational workflows.

Provides system utilities and tools for network diagnostics, monitoring, cryptography, and QR code generation.

Integrates with Harvest's time tracking and project management features, enabling natural language interactions for managing projects, tracking time entries, and handling leave requests.

Store and query structured data in local knowledge graphs.

Integrates with Folderr's API to enable management and communication with Folderr Assistants, facilitating tasks like listing assistants and sending questions.

Integrates with Anki to enable AI-driven flashcard creation, retrieval, and review processes for enhanced spaced repetition learning.

Integrates Kagi's advanced search capabilities into workflows, enabling high-quality, privacy-focused web information retrieval for informed decision-making and analysis.

Integrates Discord to enable automated server management, moderation, and bot development.

Turn any website into an MCP server with customizable tools.

Integrates with arXiv to enable keyword-based searching and retrieval of academic articles for research assistance and literature reviews.

Transforms OpenAPI specifications into YAML-formatted tools for exploring API paths, operations, parameters, schemas, and security definitions, enabling seamless API documentation navigation and understanding.

Integrates with Function Hub API to provide dynamic tool listing and execution capabilities for flexible access to external functions and APIs.

Control music playback and access Spotify's music data.

Search and retrieve context from local files for RAG.

Automate web browsers remotely on a cloud environment.

Manage pages and databases in Notion workspaces.

Bridges AWS services with the AWS SDK v2, enabling secure access and management of AWS resources for cloud infrastructure and data processing tasks.

Interact with Microsoft Word.

Provides cryptographic tools for secure communication, including key generation, shared secret derivation, and message encryption/decryption using SJCL P-256 and AES-CCM, enabling end-to-end encrypted data exchange via server-sent events.

Execute code securely in cloud sandboxes.

Fetches and transforms web content into various formats.

Aggregates multiple MCP resource servers into a unified proxy, enabling centralized access, request routing, and response aggregation.

Integrates with ClickHouse to enable natural language querying and exploration of large datasets while maintaining read-only safeguards.

Integrates with the Discord API to enable direct interaction with channels, supporting automated messaging and conversation management within servers.

Interact with Neo4j graph databases to query, analyze, and manipulate data.

Integrates with OpenAPI specifications to expose REST API endpoints as MCP resources, enabling dynamic discovery and utilization of many web services.

Integrates with the Dify API to enable workflow execution and management for automated task processing and decision making across domains.

Enables natural language interaction with Elasticsearch clusters for querying, indexing, and management operations via Docker-deployed infrastructure.

Analyzes Unreal Engine codebases, enabling deep insights into class hierarchies, subsystems, and game patterns.

Connect to OpenAI-compatible chat completion APIs.

Integrates with Google Custom Search Engine to enable automated web crawling, content extraction, and search result parsing for data collection and analysis at scale.

Provides a lightweight SQLite-based storage solution, supporting basic CRUD operations for small to medium-scale projects.

Integrates with DeepSRT's API to generate multi-language video summaries in narrative or bullet-point formats, leveraging content caching and CDN edge delivery for efficient retrieval.

Integrates terminal and filesystem capabilities for executing system commands, managing processes, and performing advanced file operations on the local system.

Integrates with Deepseek API to provide AI-powered mentorship capabilities for code review, design critique, writing feedback, and idea brainstorming.

Integrates with Amazon Bedrock's Nova Canvas model to generate images from text descriptions with customizable parameters like dimensions and seed control.

Integrates with Bear notes on macOS, providing direct database access for efficient retrieval and analysis of personal note content.

Integrates Flowise chatflows and assistants with MCP, enabling seamless incorporation of AI-powered conversational interfaces into existing systems.

Integrates with Gmail API to enable email operations like sending, managing labels, and searching messages.

Run SQL queries and other interactions against Snowflake databases

Secure, read-only access to query and analyze SQLite databases.

Create coding agents to generate implementation options.

Securely integrates with Microsoft SQL Server databases for data analysis, reporting, and management.

Provides a Quarkus-based filesystem interface interactions with local file systems, enabling automated file management and data processing tasks.

Integrate with X (Twitter) for social media data analysis.

Query managed vector indexes for knowledge retrieval.

Integrates with the Duffel API to provide streamlined flight search capabilities for tasks like travel planning, fare comparison, and building travel-related applications.

Performs iterative, deep research on any topic by combining search engines, web scraping, and large language models to generate comprehensive markdown reports.

Integrates with Gmail to enable email management tasks like sending, reading, searching, and labeling through natural language commands.

Efficient memory storage and retrieval, enabling persistent context management in long-running conversations and complex reasoning tasks.

Unifies interactions with multiple blockchains like Solana and Ethereum, enabling cross-chain operations such as balance checks and token transfers.

Integrates DeepSeek's R1 reasoning engine to enhance problem-solving, analysis, and decision-making capabilities.

Enables LLMs to interact with AWS Lambda functions, providing access to private resources, AWS services, and Lambda's capabilities for data processing and external API integration.

Leverage OpenAI's language models through a standardized interface.

Integrates AI-powered tools with Obsidian for enhanced note-taking, linking, and knowledge management workflows.

Integrates with ChromaDB using sentence transformers for efficient text embedding, enabling semantic search and content recommendation via websocket connections.

Extracts public API documentation from a library and outputs it in an LLM-friendly format.

Integrates Playwright with MCP to enable web browser automation for tasks like scraping, testing, and content generation/submission.

Integrates Meilisearch's search capabilities for fast, typo-tolerant indexing and querying of documents in AI-powered applications.

Integrates Google's Gemini AI models enabling real-time response streaming and LLM processing capabilities.

Integrates with Prometheus to query and analyze time-series metrics data for real-time system monitoring and performance insights.

Extracts reasoning chains from Deepseek R1 model, enabling complex problem-solving and explainable AI.

Provides a sandboxed code execution environment for secure, multi-language code running with resource limits and network restrictions.

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