Development Tools

A meta-MCP server that acts as a universal hub, allowing LLMs to autonomously discover, install, and orchestrate multiple MCP servers - essentially giving AI assistants the power to extend their own capabilities on-demand. Includes `mbro`, a powerful CLI MCP server browser with scripting capability.

A Model Context Protocol server for Apache Airflow that allows assistants to manage DAGs, trigger runs, monitor task logs, and handle configuration through a standardized REST API bridge. It features granular API selection and a dedicated read-only mode for secure production monitoring.

MCP (Model Context Protocol) Server. Bridges to the CodeQL static analysis engine for identifying security vulnerabilities and quality issues in codebases through structured query evaluation and result interpretation.

A universal RPC layer that allows AI agents to securely connect to and execute functions across private networks, VPCs, and different cloud environments via MCP.

Laravel Loop is a specialized MCP server that bridges Laravel applications with AI assistants, enabling interaction with Laravel models, factories, and Stripe through custom and pre-built toolkits.

An advanced bridge server that connects multiple OpenAI-compatible LLMs to act as a panel of rubber duck debugging experts. It features multi-agent coordination tools like specialized debates, consensus voting, and an 'MCP Bridge' that allows LLMs to interact with other MCP servers.

A robust workflow orchestration server that implements role-based AI coding patterns (Architect, Developer, Reviewer) using the Model Context Protocol to provide structured guidance and state persistence.

A comprehensive MCP server that exposes the full Ollama SDK, allowing AI assistants to manage local LLMs, perform text generation and chat, and access web search capabilities through Ollama Cloud.

A Model Context Protocol server for the Linear GraphQL API that allows AI assistants to manage issues, projects, teams, and workflows directly within Linear.

An MCP server that integrates ESP IDF commands like building and flashing code for ESP Microcontrollers using an LLM.

A specialized MCP server that integrates with TikNeuron's API to analyze TikTok videos, retrieve transcripts, and fetch engagement metrics for AI-assisted content analysis.

A versatile MCP executable that aggregates multiple MCP services, supports complex tool-chain automation, and provides built-in scheduling via cron jobs.

A specialized C++ analysis server for Unreal Engine that provides deep insights into class hierarchies, pattern detection, and API documentation using Tree-sitter parsing.

A high-performance MCP server that fetches web content, strips noise using Mozilla Readability, and converts it to token-efficient Markdown for AI agents.

MCP (Model Context Protocol) Server. PHP library that provides a fluent interface for creating MCP servers with automatic schema generation, type conversion, and comprehensive error handling

A Model Context Protocol server that allows LLMs to interact with Google BigQuery by inspecting database schemas and executing SQL queries.

MCP (Model Context Protocol) Server. Provides direct access to radare2's binary analysis framework for reverse engineering, malware analysis, and debugging through a simple stdin/stdout communication model.

A robust bridge connecting AI agents to Apache Spark History Server, enabling automated performance analysis, job comparison, and intelligent bottleneck identification through specialized tools.

A bridge between n8n and LLMs through the Model Context Protocol, allowing Claude and other assistants to manage workflows, executions, and credentials directly within their interface.

A simplified interface for common FFmpeg media operations, allowing users to perform video speed adjustments and audio extraction through the Model Context Protocol.

A comprehensive MCP server for Terraform enthusiasts that integrates both common Registry searches and private Terraform Cloud workspace management tools.

A demonstration of the Model Context Protocol (MCP) Streamable HTTP transport specification, providing reference implementations for weather-related queries in both Python and TypeScript.

A comprehensive dependency management tool that allows LLMs to query the latest stable versions of packages across multiple ecosystems including npm, PyPI, Maven, Go, Swift, Docker, and AWS Bedrock.

A TCP-based message brokering server that enables different AI agents to communicate and coordinate through persistent messaging, session management, and cross-platform capability.

A suite of MCP servers designed to enforce team conventions and design patterns through automated code scaffolding, architectural guidance, and design system discovery.

A tool orchestrator that executes sandboxed TypeScript and Python code, allowing LLMs to access unlimited MCP tools through a single interface while saving up to 98% in context tokens.

An MCP server that downloads and parses Swagger/OpenAPI specifications to help AI agents generate TypeScript models and MCP tool definitions for integrating with external APIs.

A comprehensive Salesforce MCP server that enables natural language management of CRM data, schema administration, and Apex code development.

A professional project scaffolding and code analysis toolkit that provides technical debt grading, mutation testing, and AI-optimized context generation across 17+ languages.

A comprehensive Datadog MCP server for managing observability workflows, including incident management, monitor status tracking, logs retrieval, metrics querying, and RUM analysis.