Development Tools

A knowledge base integration server for Get Notes (Biji) that enables AI-powered search and raw document recall from medical and personal note repositories.

An AI-powered development skill for building Stacks blockchain applications, offering extensive knowledge on Clarity smart contracts, DeFi integration, and Stacks.js.

MCP (Model Context Protocol) Server. Provides geolocation data based on user IP addresses through the ipapi.co API, returning location details like country, city, and coordinates in a formatted Markdown table.

An MCP server built with Spring AI that provides real-time access to SpringOne 2025 conference sessions, speaker biographies, and session recommendation prompts.

Enables interaction with AWS Fault Injection Service (FIS) to manage and execute chaos engineering experiments, featuring a security-first read-only default mode.

A development-focused MCP server that executes shell commands and uses regex-based templates to filter out verbose output, preserving only errors and summaries to save context window tokens.

A modular MCP server providing unified natural language access to over 40 astronomical databases including DESI, SIMBAD, SDSS, and Gaia for searching, retrieving, and analyzing scientific data.

A Model Context Protocol server for the Python Doorstop framework that allows AI models to read documents, manage requirement items, and publish requirements documentation.

A comprehensive MCP server for accessing, analyzing, and searching Polish legal acts from the official Sejm API (Dziennik Ustaw and Monitor Polski). It provides 14 specialized tools for metadata retrieval, multi-criteria document searching, and structural analysis of legal documents.

A Python-based MCP server that interfaces with Google Maps and Places APIs to provide information on local businesses, cafes, and tourist attractions.

MCP (Model Context Protocol) Server. Extracts and transforms YouTube video content, providing metadata, multi-language captions, chapter information, and customizable markdown transcripts with search capabilities through the YouTube Data API.

MCP (Model Context Protocol) Server. Enables natural language management of virtual machines in Kubernetes environments through KubeVirt API, allowing users to list, start, and stop VMs without writing complex kubectl commands.

MCP (Model Context Protocol) Server. Provides real-time Hong Kong bus information through KMB API integration, enabling users to find routes, locate stops, and check arrival times through conversational queries.

A comprehensive F1 analytics platform offering real-time telemetry processing, Monte Carlo race strategy simulations, and detailed tire degradation modeling for data-driven race insights.

A package manager for AI agents that allows them to autonomously discover, install, and learn new task-specific capabilities from a global registry.

18 specialized judges that evaluate AI-generated code for security, cost, and quality.

A specialized MCP server providing access to the OpenAlex catalog of 240+ million scholarly works, authors, and institutions for comprehensive literature reviews and research trend analysis.

This MCP server provides advanced web data extraction and research capabilities by leveraging the LSD programming language and community-created 'trips' for structured data retrieval.

A JIRA integration server for MCP that enables AI models to search, retrieve, and create JIRA issues and access project metadata.

Local MCP server for Visual Studio 2022 that provides code-workspace functionality by giving AI agents selective access to project folders and files

MCP (Model Context Protocol) Server. Provides cryptographic operations including encryption, decryption, hashing, and digital signatures using the PyCryptodome library for secure data handling in applications.

A system utility MCP server that retrieves a comprehensive list of all installed applications on macOS and Windows for inventory and analysis.

A toolset for academic research that uses MCP to provide local PDF parsing, mathematical formula extraction, code generation, and visualization for scientific papers.

Provides structured access to PMAS Arid Agriculture University Rawalpindi's academic resources, admissions, and student services through 53 specialized tools. AI agents can manage course information, library services, hostel details, and administrative functions using secure stdio or HTTP transports.

A specialized MCP server for Umami Analytics that enables AI assistants to monitor website metrics, analyze visitor behavior, and generate real-time traffic reports through native API integration.

MCP (Model Context Protocol) Server. Integrates with DeepL API to provide high-quality text translation between multiple languages with comprehensive error handling and request validation

A specialized MCP server for Nette Framework introspection, allowing AI agents to analyze DI containers, database schemas, and application routing. It provides deep visibility into Nette internals to assist with debugging, architecture analysis, and code generation.

A k6 extension that enables performance and load testing of MCP servers by providing a JavaScript API to create clients and call tools.

A management and automation MCP server for AstrBot developers, providing tools for remote debugging, configuration manipulation, log monitoring, and platform messaging.

A robust Oracle Database interface for MCP clients providing safe SQL execution, schema inspection, and advanced performance analysis with built-in security controls.