Development Tools

A comprehensive observability MCP server for SigNoz, providing tools to query and manage metrics, traces, logs, alerts, and dashboards using natural language.

An MCP server that implements Claude Shannon's systematic problem-solving methodology, guiding users through structured stages of system analysis, mathematical modeling, and practical implementation.

MCP (Model Context Protocol) Server. Provides direct access to Turkish university and program data through YokAtlas API integration for informed higher education application decisions.

A comprehensive MCP server providing a bridge to the GeoServer REST API for managing geospatial data, workspaces, layers, and styles, while enabling spatial queries and map generation.

A comprehensive MCP server providing high-level access to Solana blockchain data through extensive RPC methods, supporting both stdio and web service modes.

MCP (Model Context Protocol) Server. Provides a containerized bridge between AI and Cisco network devices through the pyATS automation framework, enabling device configuration, troubleshooting, and monitoring tasks via SSH connections.

A comprehensive Figma MCP server providing full access to the Figma API, including file manipulation, comment management, component libraries, and webhooks.

Minibridge acts as a secure gateway and bridge for MCP servers, providing features like TLS encryption, tool integrity validation, and policy enforcement through local Rego or remote HTTP policers.

A tool that automatically generates and runs dynamic Model Context Protocol servers for any web application by crawling their UI to infer actions and object hierarchies.

A high-performance C++ implementation of the Model Context Protocol (MCP) providing enterprise-grade security, multi-transport support, and cross-language bindings via a C API.

A comprehensive Model Context Protocol (MCP) server suite that enables AI coding agents to automate both web browsers and Electron desktop applications with auto-snapshots and element references.

A robust filesystem MCP server optimized for large codebases, featuring ripgrep-powered search, line-targeted editing with verification, and token-efficient partial file reading.

MCP (Model Context Protocol) Server. Integrates with MATLAB to execute code, generate scripts from natural language, and access documentation, enabling complex mathematical operations and data analysis using MATLAB's toolsets.

A comprehensive MCP server for managing n8n workflows, enabling creation, activation, execution monitoring, and webhook triggering directly from AI assistants.

A read-only MySQL MCP server that enables secure database exploration, schema inspection, and query execution with built-in safeguards against SQL injection and long-running queries.

An advanced web extraction and meta-search engine for AI agents. It features native parallel searching, Human-in-the-Loop (HITL) authentication fallback, and LLM-optimized data synthesis for deep web research.

A tool that enables AI assistants to search for academic papers by DOI, title, or keywords and download full-text PDFs from Sci-Hub.

A unified MCP server for the *arr media management suite (Sonarr, Radarr, Lidarr, Readarr, Prowlarr) that enables natural language control over your media library, downloads, and configuration optimization including TRaSH Guides integration.

⚡ The Complete X/Twitter Automation Toolkit — Scrapers, MCP server for AI agents (Claude/GPT), CLI, browser scripts. No API fees. Open source.

Unified integration layer that bridges multiple AI coding assistants (Codex, Claude Code, Cursor, Gemini) through zero-configuration auto-discovery and enterprise-ready architecture.

A fully local retrieval-augmented generation (RAG) server that provides semantic search with keyword boosting, privacy-focused embedding, and smart document chunking without external API calls.

A bidirectional bridge that connects Grasshopper parametric design with Claude, allowing users to create, connect, and manipulate architectural components using natural language commands.

A GDB/MI protocol server based on the MCP protocol, providing remote application debugging capabilities with AI assistants.

A comprehensive MCP server that integrates with Azure DevOps to manage work items, Git repositories, boards, and CI/CD pipelines through AI assistants.

MCP (Model Context Protocol) Server. Exposes Clojure REPL functionality over SSE transport, enabling remote code execution and interactive data analysis.

MCP (Model Context Protocol) Server. Provides intelligent code merging capabilities through the Osmosis-Apply-1.7B model via Ollama, enabling targeted edits to existing code while preserving exact formatting and structure using '// ... existing code ...' markers with optional direct file modification.

A comprehensive MCP server providing advanced video and audio editing capabilities through FFmpeg, including format conversion, trimming, overlays, and complex concatenation with transitions.

An MCP server that enables AI agents to send transactional emails, manage email templates, and interact with Mailtrap's testing sandbox environment for secure email development.

A specialized MCP server for the Ruchy programming language providing code analysis, evaluation, linting, and transpilation to Rust.

An MCP server providing tools for Arm architecture development, offering code migration analysis, documentation search, and performance optimization for Arm-based environments.