🧩 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 PubMed database via NCBI E-utilities API to search and retrieve academic papers, including titles, authors, journals, abstracts, and DOIs for biomedical research.

Provides specialized tools for analyzing and optimizing WebGL games, offering WebGL build analysis, performance improvement suggestions, and metrics evaluation with specific support for the Better Minimal WebGL Template.

Integrates with Transistor.fm's API to manage podcasts, episodes, analytics, and subscribers for automating podcast workflows.

Integrates with Handwriting OCR API to extract and digitize text from handwritten documents in various image formats, enabling conversion of physical notes and manuscripts into editable text.

Integrates with Microsoft SQL Server Express to enable database interactions, supporting query execution, table creation, and schema description with configurable authentication and access restrictions.

Integrates Claude Desktop with Headless Agents API, enabling direct interaction and leveraging agent capabilities for task automation, information retrieval, and complex decision-making processes.

Builds a graph of Python code relationships to intelligently navigate codebases, prioritize relevant sections, and include README files while staying within token limits.

Integrates with GitHub's Pull Request API to extract diff content, enabling automated code review and analysis workflows.

Extracts transcripts from YouTube videos using various URL formats, enabling automated content analysis and summarization.

Integrates with OpenAI's API and local sound playback to convert text into audible speech, enabling voice output for various applications.

Integrates with Trello to enable task management operations like retrieving cards, managing lists, and monitoring board activity for project planning and workflow automation.

Integrates with Wordware's deployed flows to enable founder research, lead enrichment, Notion integration, and task solving with Google search and API capabilities.

Integrates with DingDing (DingTalk) messaging platform to enable automated notifications, team alerts, and AI-generated content delivery through multiple message formats including text, markdown, images, and interactive cards.

Integrates with YouTube's transcript functionality to fetch and analyze video content, enabling applications like summarization, keyword extraction, and sentiment analysis.

Integrates with Linear's issue tracking system to enable efficient creation, searching, and analysis of project tasks and issues

Elasticsearch-based knowledge graph that tracks access patterns to prioritize recent, important, and frequently accessed information with advanced search capabilities and complete CRUD operations.

Integrates with Perplexity's API to enable real-time web searches for up-to-date information retrieval and context-aware responses.

Integrates with GitHub, Brave Search, and local filesystems to enable repository management, web searches, and file operations for code analysis, research, and document handling tasks.

Integrates with Pure Storage FlashBlade arrays to enable real-time monitoring, troubleshooting, and resource management.

Integrates with the markitdown library to convert various document formats including PDF, Word, and HTML to standardized Markdown, enabling efficient document processing and format unification.

Integrates with MySQL databases to enable read-only schema inspection and query execution, ensuring data integrity and security for analytical applications.

Integrates academic literature management with knowledge graphs to enable efficient source analysis, note-taking, and entity linking across diverse academic materials.

Enables secure blockchain interactions with user-controlled private keys and transaction signing, featuring a Node.js backend, PostgreSQL database, Redis caching, and integration with Ethereum and EVM-compatible chains via Infura.

Integrates with external services like Google APIs, Home Assistant, and DuckDuckGo to provide a modular framework for calendar management, task tracking, email handling, knowledge retrieval, and smart home control.

Integrates with Ledger CLI to enable natural language queries for financial data analysis, report generation, and budget tracking through nine structured tools that map directly to Ledger commands.

Integrates with software documentation sources to process, index, and retrieve technical content for enhanced code assistance and API exploration.

Integrates mitmproxy for network traffic analysis, debugging, and API testing.

Integrates with SearXNG instances to provide unified search capabilities across multiple engines for tasks like information gathering and fact-checking.

Extracts and processes complete transcripts from YouTube videos using a single tool that accepts video URLs, enabling content analysis without watching the videos.

Integrates with the play-sound library to enable cross-platform audio playback for voice notifications, sound effects, and audio cues.

Integrates with the Farcaster Hubble API to fetch and analyze social data, enabling real-time content monitoring and user engagement tracking on the Farcaster network.

Integrates with The Verge's RSS feed to provide up-to-date technology news, offering tools for fetching daily and weekly updates and searching specific topics within customizable time ranges.

Integrates with Apple's iMessage and Contacts services to enable messaging and contact management operations for automated communication workflows on Apple platforms.

Bridges MongoDB databases with AI systems, enabling document retrieval and analysis through standardized queries and operations.

Provides a bridge to NCBI's dbSNP database for retrieving genetic variant information, including detailed SNP data, search functionality, and clinical significance assessments with API rate limit handling.

Integrates with SQLite databases to enable AI-driven schema exploration, querying, updates, and statistical analysis for efficient data management and rapid prototyping.

Integrates with an external task API to provide CRUD operations for task management, enabling natural language interactions for task creation, filtering, and progress reporting.

Manages knowledge graphs with dynamic compression and intelligent querying capabilities for efficient information retrieval and reasoning.

Integrates with Todoist API to enable task creation, project management, and workflow optimization for enhanced productivity

Integrates with Perplexity AI's search capabilities to enable AI-powered web search queries using TypeScript and the OpenAI SDK.

Access and managing ledger files.

Manages TODO.md and CHANGELOG.md files with precise, line-based editing, multiple character encodings, and atomic operations for structured task and release management.

Integrates with Anki flashcard software through AnkiConnect to enable deck management, note creation/modification, and search functionality for spaced repetition learning workflows.

Integrates with Dev.to's API, enabling article publishing, content retrieval, and user interactions on the platform.

Integrates with NumPy, SciPy, and SymPy to provide advanced calculus tools for complex mathematical calculations and analysis within applications.

Provides stealth browser capabilities using Playwright and anti-detection techniques for evading bot detection systems during web scraping and automated testing.

Integrates with EverArt's AI models to provide advanced vector and raster image generation capabilities, supporting various formats and offering flexible storage options.

Integrates with release note management systems to automate generation and updating of software project documentation.

Provides a Docker-based development environment for building and testing MCP-compatible applications using TypeScript, Express.js, and Bun runtime.

Integrates with Novu's notification infrastructure to enable subscriber management, notification triggering, and multi-channel messaging across applications.

Integrates with Ntropy's API to enrich banking data, enabling detailed financial transaction analysis and categorization for AI applications.

Integrates with TMF620 Product Catalog Management API to enable listing, retrieving, and creating catalogs, product offerings, and specifications for e-commerce or telecom service providers.

Retrieves and manages terminal logs from a specified directory, offering functionality to read recent entries and clear log contents for efficient monitoring and debugging.

Integrates with GitHub's API to enable repository management, code manipulation, and issue tracking for streamlined development workflows.

Integrates local project management with GitHub repositories, enabling streamlined version control, automated commits, and multi-account support for efficient development workflows.

Integrates with GitHub's API to streamline repository management, code operations, and issue tracking for developers and teams.

Integrates with Trade Companion by Adam Mancini on Substack, enabling authenticated article retrieval and content extraction for seamless access within workflows.

Integrates with cryptocurrency daemon RPC interfaces to enable secure querying and management of blockchain networks, with initial support for Zcash.

Integrates Perplexity's question-answering capabilities, enabling natural language understanding and information retrieval for applications like chatbots and research tools.

Provides a stateful terminal interface for maintaining session context and executing complex, multi-step operations across multiple interactions.

Integrates with Ragie's knowledge base retrieval system to enable efficient querying and information extraction from large-scale datasets.

Integrates Neo4j graph databases, enabling natural language interactions for complex relationship modeling and graph-based analytics.

Transforms stdio-based MCP servers into websocket-accessible servers, enabling network-based communication and simplified client development.

Integrates with Zerodha Kite trading platform to enable algorithmic trading and portfolio management for Indian stock markets.

Integrates with the CVE-CIRCL API to enable searching and retrieving vulnerability information from the Common Vulnerabilities and Exposures database for security research, patch verification, and security assessments.

Integrates with Notion to enable searching, retrieving, creating, and updating pages and databases for natural language-driven knowledge management and collaborative document creation.

Provides SMTP email functionality with tools for sending individual and bulk emails, managing configurations, and creating customizable templates with variable substitution for automated, personalized email campaigns.

Integrates with Vilnius public transport data sources to provide real-time transit information, enabling accurate responses about local transportation.

Integrates with the Tesla Fleet API to enable vehicle monitoring and control through OAuth 2.0 authentication, allowing for wake-up commands, information retrieval, and real-time data refreshing of Tesla vehicles.

Integrates with Bing Search API to collect, parse, and analyze search data.

Integrates Setu's Digital Gateway APIs to provide KYC verification tools for PAN, GST, and name matching, enabling automated identity checks and regulatory compliance.

Integrates Setu's UPI payment infrastructure to enable seamless generation and management of payment links for applications.

Integrates with TiDB AI to enable direct querying and response streaming within code editors through a lightweight Go-based bridge.

Integrates with the Figma API to enable design file operations, comment management, and access to design assets for AI-driven analysis and collaboration.

Streamlines software project creation by analyzing user input to select appropriate structures, generate documentation with Mermaid diagrams, and provide tools for setup and management.

Integrates AI-powered lead developer interface with project context to guide teams through feature discussions, architectural decisions, and best practices.

Implements Chain of Draft reasoning to generate concise intermediate steps for efficient, token-optimized problem-solving across various domains, offering tools for both CoD and Chain of Thought methods with adaptive complexity estimation and format enforcement.

Integrates Semgrep static analysis capabilities for automated code scanning, vulnerability detection, and security checks in development workflows.

Integrates with Trino databases to enable natural language querying, data analysis, and SQL execution via a FastAPI-based REST interface.

Integrates with React applications to enable AI-assisted development workflows, providing tools for project management, terminal command execution, and file operations.

Integrates with Git repositories to enable Gitflow workflows.

Integrates with GitLab's API to enable Kanban-style project management and issue tracking for streamlined software development workflows.

Enables Docker container management with tools for listing, running, stopping, removing containers and pulling images from registries through a TypeScript-based interface

Integrates with the Paradex perpetual futures trading platform, enabling market data retrieval, account management, order placement, and position monitoring for cryptocurrency trading workflows.

Integrates Claude with the ChatGPT desktop app on macOS using AppleScript, enabling cross-assistant interactions for prompt sending, response retrieval, and conversation management.

Bridges to Ollama, enabling local language model capabilities for writing assistance, code generation, and data analysis.

Integrates with the DBLP computer science bibliography database to enable searching publications, processing citations, generating BibTeX entries, and analyzing research trends.

Integrates with UseScraper API to extract web content in various formats with advanced proxy options and custom data extraction capabilities.

Integrates with BART's API to provide real-time train departure information in San Francisco.

Enables iMessage interaction on macOS for read/send capabilities.

Integrates with OpenAI's API to enable direct querying of various language models, supporting efficient text generation and question answering tasks.

Enables execution of shell commands within a designated workspace directory, capturing both standard output and error streams for file operations, script running, and command-line tool interactions directly from conversations.

Fetch Browser enables headless web content retrieval and Google searching without API keys, supporting multiple output formats for web scraping and content analysis tasks.

Integrates with ClickHouse databases to enable data analysis, querying, and exploration for large-scale analytical workloads.

Provides persistent cross-project memory storage and retrieval for maintaining development context and knowledge across sessions.

Integrates with PyPDF2 to enable efficient text extraction and information retrieval from PDF documents for various applications.

Integrates with a YouTube summarization API to enable video analysis, retrieval of summaries, and follow-up conversations about content.

Integrates with MySQL databases on Windows systems, providing an API for executing SQL queries and retrieving results with user authentication and error handling support.

Integrates with pdf2image to convert PDF documents to PNG images.

Integrates Tavily's search API with HTTP/HTTPS proxy support for web search capabilities in restricted network environments.

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