🧩 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 Spring Boot and PostgreSQL to provide a travel agency application with AI-assisted interactions for trip planning, recommendations, and automated customer service.

Integrates multiple AI agents to conduct in-depth research on complex topics with customizable tones, providing detailed progress reporting and error handling.

Fetch information about a country from the CIA World Factbook

Integrates with the Untappd API to enable beer search, detailed information retrieval, and user check-in access for beer-related data analysis and retrieval.

Integrates with Biomart to enable advanced biological data queries, including gene information retrieval, ID translation, and dataset exploration using the pybiomart package.

Integrates with the Lichess chess platform to enable natural language-driven gameplay, analysis, and tournament participation through its API.

Integrates with Backlog to enable project overview generation, task management, and team collaboration analysis through API interactions and data summarization tools.

Enables AI to query and analyze local documents and Git repositories through a RAG system built with TypeScript, LlamaIndex, and Gemini embeddings.

Connects to MySQL databases via sockets to enable querying, schema analysis, and read-only data retrieval.

Integrates with Google BigQuery and BigQuery Storage to enable efficient execution of SQL queries, schema retrieval, and large-scale data analytics on cloud datasets.

Integrates with OpenWeather to retrieve and provide weather data.

Integrates with the National Weather Service API to provide current weather data and alerts for US locations without requiring authentication.

Retrieves and processes published books from Library Genesis, delivering text content in manageable chunks with proper metadata for in-depth analysis and research.

Integrates with web servers to fetch and retrieve webpage content for analysis and processing tasks.

Fetches website content using Python and MCP, enabling web scraping and content analysis tasks

Integrates with the Shopify API to enable e-commerce data management and operations for online stores, including product, order, and customer information handling.

Bridges AI systems with Trinity's formula-based tools through a Go-based server that enables access to Trinity API capabilities via JSON-RPC interface

Integrates with SPARQL servers to enable querying and manipulation of RDF data sources, facilitating semantic web integration for knowledge graph exploration and linked data analysis.

Simulates or interfaces with a CO2 sensor device, providing JSON-RPC endpoints for device information, sensor data, and network management with MQTT publishing capabilities for IoT applications.

Integrates Discord chat, enabling message sending and reading.

Integrates with Azure DevOps to enable work item management, wiki interactions, and sprint tracking for software development teams.

Enables multiple LLMs to share and analyze each other's responses to the same prompt, facilitating collaborative problem-solving and multi-perspective analysis through TypeScript-based response submission and retrieval tools.

Integrates with PayPal's Java API to provide payment processing analysis tools, including authorization rate analysis and a basic calculator, supporting both REST and JSON-RPC interfaces for versatile deployment.

Integrates with weather data APIs to provide current conditions and forecasts for trip planning and outdoor event scheduling.

Integrates with the XTB trading platform to enable account operations, market data retrieval, trade execution, and financial calculations for automated trading strategies and portfolio management.

Integrates Langchain with MCP tools.

Integrates Couchbase vector search for semantic similarity queries on Star Wars planet data.

Integrates with Couchbase and Nebius AI to provide fast, scalable access to Star Wars planetary data with vector search capabilities and generated planet images.

Integrates with eToro's API to fetch financial portfolios, instrument details, and search capabilities for investment analysis and portfolio tracking without CORS restrictions.

Integrates with Worldpay's payment processing APIs to enable making and querying payments for e-commerce and financial management applications.

Integrates with Uber Eats to enable automated menu searches and food order placements via browser interactions, streamlining the food discovery and ordering process.

Integrates with AWS S3 to enable bucket listing and management, facilitating cloud storage operations for applications requiring file organization or content delivery.

Integrates with Excel files to extract and process data from sheets, enabling automated analysis and reporting tasks

Integrates Mistral AI's language models for text generation and analysis tasks.

Provides embedding search capabilities for transcripts using a SQLite database, enabling efficient semantic retrieval of relevant text segments for applications like podcast analysis or content recommendation.

Integrates with the Supabase CLI to enable project management, database operations, and automated workflows for Supabase projects.

Integrates with S3 to provide efficient code snippet management and retrieval.

Integrates with the Senechal health data API to enable access and analysis of personal health information for use cases like personalized wellness recommendations or long-term health monitoring.

Provides a bridge to an OpenAI-compatible agent for seamless integration of task automation, natural language processing, and interactive chat functionalities within larger systems or applications.

Integrates with the World Air Quality Index API to retrieve real-time air quality data for cities and monitoring stations globally.

Integrates with RTL-SDR hardware to enable FM radio tuning, playback control, and audio analysis for smart home and voice-controlled applications.

Provides a simple text-to-speech interface for MacOS using the built-in 'say' command, enabling voice output for AI models.

Integrates with Brave browser to enable web automation tasks like opening tabs, navigating pages, and extracting content.

Integrates with Elasticsearch to enable advanced search capabilities, data retrieval, and analysis for AI-assisted applications.

Provides SQLite-based persistent memory storage for maintaining context across conversations, enabling long-term recall and knowledge management.

Integrates with GitHub's API to automate repository management through natural language commands for creating, updating, and configuring repositories.

Integrates Home Assistant devices and automation into workflows, enabling control and monitoring of smart home systems like lighting, climate, and security.

Provides a simple interface for adding numbers and generating personalized greetings using FastMCP framework and custom helper functions.

Integrates with BigQuery to enable querying and retrieving table schemas from specified datasets for data analysis and reporting

Integrates with DeepSeek's R1 reasoning engine to enable advanced cognitive modeling and multi-step reasoning capabilities for complex problem-solving across various domains.

Integrates Django migrations across distributed services, enabling coordinated database schema changes and enhanced migration safety for large-scale projects.

Integrates with the Serper API to perform web searches, enabling efficient retrieval and processing of up-to-date web content for applications.

Bridges AI with Bazel build system, enabling target building, dependency querying, test running, and workspace management even in environments with misconfigured shells.

Executes code snippets from GitHub repositories on io.livecode.ch's backend, enabling live code execution across various languages and frameworks without local setup.

Integrates with Twitter's API to retrieve recent tweets from specified users, enabling real-time Twitter content access within conversations without requiring direct Twitter API credentials.

Integrates with PostgreSQL databases to enable schema exploration and SQL query execution for data analysis and reporting tasks.

Integrates with the Nefino API to retrieve and filter news about German renewable energy projects, supporting market analysis, policy tracking, and environmental impact assessments.

Integrates with Google Maps API to provide geocoding, place search, and routing capabilities for location-based applications and services.

Integrates with MongoDB databases to enable querying, inserting, and updating documents for data analysis, content management, or automated database operations.

Integrates with barnsworthburning.net's API to enable direct querying of website content for design, typography, and user experience information

Integrates with PostgreSQL databases to enable natural language interactions for executing SQL queries, retrieving results, and performing data analysis tasks.

Provides datetime tools for retrieving current time in various timezones, listing available timezones, and accessing datetime resources through URIs, enabling accurate and flexible time-related functionalities across different geographical regions.

Integrates with DuckDuckGo to provide web search capabilities, enabling quick and easy text searches with customizable result limits for applications.

Lightweight Git repository management server for local operations using GitPython and Pydantic

Integrates Claude Desktop with the Eagle.cool app for asset management and creative project assistance through MCP-enabled interaction with Eagle's features.

Provides troubleshooting and startup guidance for integrating Vega-Lite visualization capabilities with Claude, including documentation on common errors and configuration details.

Generates API clients from OpenAPI specs, enabling rapid integration and interaction with multiple RESTful APIs.

Integrates source relation functionality to simplify connecting and organizing diverse data inputs, enabling efficient retrieval and processing.

Generates source code directory trees using Python and pathspec for flexible path matching, enabling code analysis and project structure visualization.

Integrates with Apple Notes on macOS, enabling direct searching, reading, and creation of notes without leaving the Cursor editor.

Provides direct access to local filesystem operations for reading file contents and listing directory entries through a FastMCP-powered server that supports both stdio and SSE transport modes.

Integrates with an encoding API to enable encoding-related operations like data compression and format conversion, supporting secure API key management and efficient request handling.

Integrates with Blockchain.com's Data and Query APIs to enable Bitcoin blockchain data retrieval, analysis, and market monitoring for cryptocurrency applications.

Integrates with the PeakMojo API to simplify user, persona, scenario, and job management tasks, enabling efficient handling of user data and skill assessments.

Integrates with Fireflies.ai API to enable retrieval, search, and summarization of meeting transcripts for natural language processing of meeting content.

Integrates with Minimax's AI services to provide image generation and text-to-speech capabilities through a Node.js server, enabling editors to access image-01 and speech-01 models for creating visuals and natural-sounding audio without leaving the editing environment.

Integrates with Mattermost workspaces to enable channel listing, message history retrieval, posting, thread management, reactions, user information access, and topic monitoring for team communication platforms.

Integrates with Airbyte API to monitor data pipeline health, check connection statuses, and manage streams for real-time ETL process oversight.

Integrates with Blastengine to enable sending emails via API, supporting automated notification and marketing campaign functionalities

Integrates with CData Connect Cloud to enable SQL query execution across diverse data sources, facilitating seamless data integration for analytics and workflows.

Enables web browsing, data extraction, and task automation through Raccoon's LAM API, allowing users to search websites, fill forms, navigate UI elements, and extract structured data based on defined schemas.

Integrates with Apple Notes to enable listing, searching, creating, and indexing notes using semantic and full-text search capabilities, leveraging LanceDB for efficient data storage and on-device embeddings for natural language interactions.

Integrates with Deriv API to enable trading operations like retrieving symbols and balances for automated trading systems and market analysis tools.

Provides a robust file search service, enabling efficient querying of local directories with detailed results including file metadata and content matching.

Integrates with Alpha Vantage API to provide real-time and historical stock market data, enabling portfolio analysis, trading strategy development, and financial reporting applications.

Integrates with external email verification services to perform real-time email address validation, improving data quality and reducing bounced emails.

Integrates with Git repositories to provide efficient, deterministic access for retrieving directory structures and file contents without local cloning

Integrates with the Strava API to enable access to fitness and activity tracking data for analyzing athletic performance, tracking fitness goals, and building custom applications leveraging user activity information.

Integrates AI with web browsers through Puppeteer and Steel's automation platform, enabling complex web tasks, data scraping, and workflow automation.

Connects AI models to PostgreSQL databases using Python and SQLAlchemy, enabling flexible querying and data manipulation across SQL dialects.

Provides tools for generating realistic mock data including personal information, company details, and custom fields using TypeScript and Faker.js for testing and development purposes.

Bridges Cline and Notion knowledge bases via Dify API, enabling direct querying of Notion databases for seamless documentation access during coding.

Integrates with Perplexity AI to enable advanced search, documentation retrieval, and conversational capabilities for AI systems and developers.

Integrates with Replicate's API to generate images using Stable Diffusion XL, providing endpoints for creating and checking image generation predictions with authentication and CORS support.

Integrates with Safari on macOS to capture web page screenshots, enabling automated visual testing and web archiving workflows.

Generates symmetry definition files from protein structures for computational modeling of symmetric protein complexes, supporting non-crystallographic, crystallographic, and helical symmetries with customizable parameters.

Integrates with a personal MediaWiki instance to enable searching, retrieving, and manipulating wiki content for enhanced knowledge management and research workflows.

Enhances Claude with intelligent web search capabilities through Perplexity API, automatically selecting optimal models based on query intent while supporting customizable domain and recency filtering.

Integrates with GitHub using Octokit to enable repository management, issue tracking, and code analysis.

Integrates with the Simpler Grants API to enable keyword-based searching and retrieval of government grant opportunities.

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