AI & ML

mcp implementation of an agentic framework

MCP (Model Context Protocol) Server. Connects AI systems to Qdrant vector databases for semantic search using OpenAI embeddings, enabling contextual document retrieval and knowledge base querying.

A comprehensive UML rendering service based on FastMCP that enables AI assistants to generate, validate, and preview PlantUML diagrams in multiple formats including PNG, SVG, and Base64.

This MCP server integrates with the Steam API to fetch and analyze game reviews, scores, and metadata, providing LLMs with detailed player feedback and game descriptions.

Transforms webpage content into a fully inlined, script-free HTML document with base64-encoded resources, enabling comprehensive web page analysis and UI/UX inspiration.

Local-first quality gate + fix-loop controller for AI coding agents (CLI + MCP).

MCP (Model Context Protocol) Server. Provides AI access to Hotwire Turbo documentation, exposing individual files as tools for targeted retrieval of specific features like Drive, Frames, Streams, and page refreshes.

Local JSON memory store for context engineering with GitHub Copilot and MCP clients. Includes CLI, MCP server, and custom VS Code agent.

A high-performance Go-based MCP server for persistent memory storage using libSQL, featuring multi-project support, vector search, and hybrid search capabilities for managing complex knowledge graphs.

MCP (Model Context Protocol) Server. Connects AI systems to WhatsApp Web for sending messages, managing groups, searching contacts, and retrieving chat history through direct connection or API client modes.

MCP (Model Context Protocol) Server. Enable efficient storage, retrieval, and querying of structured data in the cloud for large-scale applications.

MCP (Model Context Protocol) Server. Integrates with Perplexity AI's language models, enabling enhanced interactions through chat completions and single-query tools.

A specialized MCP server for Solidity smart contract analysis that uses AST parsing to detail function context, execution flows, and variable interactions for security auditing.

MCP (Model Context Protocol) Server. Enables secure Solana blockchain operations including balance checking, SOL transfers, transaction history retrieval, and token queries without exposing private keys to client applications

A specialized Android development toolkit that bridges AI agents to the native Android toolchain for asset conversion, real-time log analysis, and device interaction.

An MCP server for searching and analyzing Software Engineering papers on arXiv, featuring PDF retrieval, trend analysis, and research material export.

A professional-grade translation MCP server that leverages the NiuTrans API to provide high-quality machine translation across 450+ languages with built-in language alias normalization.

Integrates with Cursor's Cloud Agents API to enable AI assistants to create, manage, and monitor automated repository tasks, including code generation and PR creation.

MCP (Model Context Protocol) Server. Provides direct access to Berlin's public transportation data for searching stops, retrieving real-time departures, and planning optimal routes between locations.

An MCP server that enables seamless searching, documentation retrieval, and execution of Korean Public Open Data APIs with automatic service key management.

MCP (Model Context Protocol) Server. Provides long-term memory storage for LLM conversations using Redis Graph, enabling persistent knowledge graphs for maintaining context across interactions and building complex information networks.

MCP (Model Context Protocol) Server. Provides a bridge to Google Drive for searching files and retrieving document content without manual browsing, enabling document analysis and reference material access.

MCP (Model Context Protocol) Server. Enables HR departments to provide workplace policy information through a RAG-based chatbot that indexes, retrieves, and generates answers from PDF documentation with email sending capabilities.

Your AI agent squad for Claude Code. 17 specialized agents, persistent memory, desktop automation, and a common sense engine.

An ADHD-friendly productivity MCP server that uses AI to automate task capture, categorization, and tracking across markdown files and a SQLite database.

MCP (Model Context Protocol) Server. Leverages the CrewAI framework in combination with OpenAI API to orchestrate multi-agent workflows for automated research, data analysis, and problem-solving across domains.

MCP (Model Context Protocol) Server. Integrates with OpenAI's Whisper model to provide voice recording and transcription capabilities for applications requiring speech-to-text functionality.

A specialized MCP server that converts Figma design components into React Native code, automating the bridge between design and development by preserving component hierarchy and types.

MCP (Model Context Protocol) Server. Integrates with Elasticsearch 7.x, providing efficient data management and search capabilities for projects requiring robust analytics within the ecosystem.

MCP (Model Context Protocol) Server. A co-browser controlled by both you and your AI assistant