AI & ML

A toolset for enforcing structured Spec-Driven Development (SDD) workflows, guiding developers from project initialization through requirements and design to test-driven implementation.

A comprehensive web search and content extraction server that integrates DuckDuckGo, Google, Felo AI, and Jina Reader to provide LLM-friendly markdown content, metadata, and technical insights.

MCP (Model Context Protocol) Server. Connects to Unsplash's API to enable photo searching with customizable filters, detailed image information retrieval, and random photo fetching for seamless imagery integration in conversations.

MCP (Model Context Protocol) Server. Integrates Julia documentation and source code retrieval for quick reference and exploration within AI workflows.

A comprehensive MCP server for Workflowy providing full CRUD operations, regex-powered search and replace, and detailed usage/stale-content reports.

An MCP server that enables secure remote execution of Rails console commands via SSH, featuring a prepare-and-execute workflow for safe read-only and mutation operations on production environments.

A specialized MCP server providing AI assistants with comprehensive access to Safaricom's Daraja M-Pesa API documentation, including search, comparison, and retrieval of 22 different payment and business operation APIs.

A specialized MCP server providing expert-level OpenAI API assistance using RAG capabilities, automated data collection from GitHub and forums, and vector search for technical guidance.

A comprehensive MCP server for commercetools Composable Commerce, providing full CRUD operations for products, categories, orders, carts, and specialized commerce features like quotes and discounts.

A robust MCP server for Gravity Forms that provides comprehensive access to the WordPress plugin's API, including form management, entry searching, field operations, and add-on feed configuration.

A Google Apps Script powered MCP server that enables Claude to search Gmail messages, retrieve full email content, and download attachments.

A comprehensive Godot Engine integration for AI assistants, enabling natural language scene manipulation, GDScript editing, and automated 3.x to 4.x API compatibility migration.

An MCP server for Lucidchart and Lucidspark: connect, search, and obtain text representations of your Lucid documents and diagrams via LLM - driven AI Vision analysis. npm

MCP server addon for Blender - Control Blender via AI agents through 51 powerful tools. Made to be used with PolyMCP for intelligent tool orchestration. Features thread-safe execution, auto-dependency installation, and complete 3D workflow automation.

MCP (Model Context Protocol) Server. Dynamically registers and executes tools across multiple services, enabling seamless integration and real-time operations through a flexible, API-driven platform with robust logging and error handling.

The Qonto MCP server allows LLMs to securely interact with Qonto business accounts to retrieve organization details, manage accounts, and analyze transaction history.

A specialized MCP server that provides secure access to Oura Ring health data, enabling AI assistants to perform detailed sleep, readiness, and activity analysis with visualization capabilities.

MCP (Model Context Protocol) Server. Provides specialized backup and restoration for code editing tools, creating timestamped snapshots with contextual metadata that preserve both file content and agent reasoning for quick recovery from risky edits.

A tool that retrieves detailed geographic, network, and security metadata for IPv4 and IPv6 addresses using the IP2Location.io API.

A sophisticated interaction layer for AI coding assistants that enables real-time two-way dialogue, requirement clarification, and user confirmation via a modern PySide6 UI.

MCP (Model Context Protocol) Server. Provides team-based social media functionality enabling authentication, post creation with tags and threading, and filtered post reading for multi-agent collaboration scenarios.

Arbitrary code execution and tool-use platform for LLMs by Riza

MCP (Model Context Protocol) Server. Integrates vector embeddings and knowledge graphs to enable advanced chat analysis tasks like topic modeling, sentiment analysis, and user behavior tracking.

MCP (Model Context Protocol) Server. Enables direct interaction with Substrate blockchain networks for querying account balances, accessing storage, submitting transactions, and retrieving blockchain data with optional transaction signing capabilities.

An MCP server that converts Cursor agent plans into organized Markdown task lists, supporting task tracking, status updates, and automated repository management via a dedicated .tasks folder.

Local-first workspace for Claude Code, Codex CLI, and Gemini CLI with sessions, analytics, workflows, and tools

A MongoDB-backed MCP server providing persistent memory and intelligent context window caching for LLM conversations with features like tag-based search and relevance scoring.

A specialized MCP server for managing Novita AI GPU cloud resources, enabling the creation, monitoring, and control of GPU instances and storage directly through AI assistants.

MCP (Model Context Protocol) Server. Integrates with SonarQube to provide code quality metrics like bugs, vulnerabilities, code smells, coverage, and duplication density at project and component levels for development teams.

MCP (Model Context Protocol) Server. Provides secure, decentralized file storage with UCAN authentication for document management and persistent data sharing between applications.