Development Tools

Enables AI assistants to manage architectural decisions through CRUD operations integrated with a GraphQL backend and SAP/LeanIX fact sheets. It provides tools for creating, reading, updating, and deleting ADL entries to maintain a structured history of technical choices.

A structured development workflow server that guides LLMs through feature clarification, PRD generation, phased development, and progress tracking with built-in document storage.

Provides real-time web research and URL summarization capabilities using Gemini 2.5 Flash with native Google Search grounding. It enables users to perform factual searches and summarize web content directly within MCP-compatible clients like Claude Desktop.

A tool that enables exploration and execution of optimized GitHub GraphQL queries for precise data retrieval and reduced token consumption.

A versatile MCP toolkit providing robust file operations, Git management, and document conversion, alongside extensive AI generation capabilities for images, video, and audio via PiAPI.ai integration.

A robust MCP server providing read-only access and remote command execution for Flight Control managed devices, fleets, and configurations via OIDC-authenticated queries.

A robust MCP server that enables AI assistants to control FlexSim simulation engines, allowing for automated model manipulation, data extraction, and 'what-if' scenario analysis of manufacturing and warehouse digital twins.

A MongoDB database connector for the Model Context Protocol that provides a containerized deployment solution with Docker support.

A utility MCP server that maps any CSS color to its nearest Tailwind CSS palette equivalents using various color space algorithms. It helps developers maintain design consistency by finding the closest predefined Tailwind tokens for custom colors.

A comprehensive MCP server that bridges Sentry error monitoring and Jira project management, allowing users to query issues and update tickets through natural language.

A local-first knowledge base server that provides AI assistants with persistent memory through semantic search and document management tools.

A comprehensive MCP server providing real-time weather data, granular hourly/daily forecasts, and geocoding services via the OpenWeatherMap One Call API 3.0.

A containerized server that enables AI clients to perform automated network packet analysis, protocol inspection, and traffic forensics using Wireshark/tshark. It features a stateless design that synchronizes PCAP files directly from GitHub for secure and ephemeral analysis sessions.

Provides user geolocation data to AI models by leveraging EdgeOne Pages Functions and the Model Context Protocol.

A lightweight MCP server that utilizes the Azure CLI for authentication to manage Microsoft Planner tasks, buckets, and plans via the Graph API.

A specialized MCP client that connects Claude Desktop to the KURA Notes API, enabling semantic search, creation, and lifecycle management of personal notes through natural language.

A hybrid Python and Node.js MCP server that integrates Playwright browser automation with specialized tools for navigating and extracting data from the Fourth platform. It enables automated login, module navigation, and structured reporting through a Claude.ai Custom Connector.

A specialized tool for developers to access Ant Design component documentation, props, and code examples directly within AI workflows for automated code generation.

A specialized MCP server for local semantic search and indexing of PDF documents with support for OCR, automatic reindexing, and rich context retrieval for LLMs.

Provides access to FlashLeads lead generation tools, allowing AI assistants to search for business contacts, retrieve lead information, and monitor web harvest tasks.

A robust MCP integration for Jira Cloud enabling AI agents to manage projects, perform CRUD operations on issues, and execute JQL searches through the official REST API.

A persistent, searchable long-term memory server that provides AI agents with local semantic storage for project details and preferences to reduce token costs.

A proxy server that provides secure access to Figma designs through the Model Context Protocol, allowing developers to search files, export assets, and extract design tokens via a central authenticated account.

A Railway MCP server that allows AI agents to manage projects, services, deployments, and environment variables directly through the Railway API.

A specialized MCP server for OpenShift cluster diagnostics, offering advanced monitoring for GPU utilization, vLLM metrics, storage forensics, and pod health via Prometheus and the oc CLI.

A Model Context Protocol server that allows Claude to interface with Jira via JQL queries for issue tracking and project management.

A versatile MCP server providing generative AI tools for image creation, text-to-speech conversion, background removal, and high-quality image upscaling.

A comprehensive document analysis server that handles large-scale files through intelligent segmentation and TF-IDF search, featuring 31 specialized tools for semantic validation and epistemological grounding.

An offline-first AI agent stack implementing the First Principles Framework (FPF) with a holonic architecture, providing sandboxed file operations and local LLM orchestration.

An MCP server that provides real-time weather and air quality monitoring for geographic coordinates and major Indian cities using the Weather Union API.