AI & ML

Self-hosted MCP server for hybrid semantic code search and repository intelligence.

A specialized SEO and content analysis tool that uses Google-patented fan-out methodologies to identify gaps between user queries and existing content for generative engine optimization (GEO).

The Yeelight MCP Server allows AI assistants to control and monitor Yeelight Pro smart devices, enabling natural language commands for lighting, scenes, and status queries.

Automatically validates consistency between AI-generated frontend and backend code by enforcing OpenAPI 3.0 specifications and injecting smart constraints into AI prompts.

MCP (Model Context Protocol) Server. Provides AI systems with current time information across different timezones through a simple tool that accepts location parameters and returns formatted time data.

A comprehensive QA tool that ingests OpenAPI, Postman, or GraphQL specs to auto-generate and execute API and load tests in multiple languages including TypeScript/Playwright and Python/pytest.

MCP (Model Context Protocol) Server. Integrates with Perplexity AI search API to enable real-time web searches with customizable parameters for recency filtering, domain-specific queries, and citation support.

MCP (Model Context Protocol) Server. Bridges to Amazon's Nova Canvas image generation model through AWS Bedrock, enabling AI-powered image creation with configurable storage options.

A powerful orchestration server that enables cross-model collaboration, allowing agents like Claude to delegate subtasks to Gemini, OpenAI, and local models while maintaining conversation context and session history.

MCP (Model Context Protocol) Server. Integrates with Together AI's API to enable text-to-image generation, offering tools for creating visual content based on text prompts.

MCP (Model Context Protocol) Server. Integrates Google's Gemini model with real-time web search and YouTube data to enhance AI responses with up-to-date information from the internet.

MCP (Model Context Protocol) Server. Provides structured access to International Monetary Fund datasets, enabling retrieval of economic indicators and financial statistics for research and analysis workflows.

MCP (Model Context Protocol) Server. Provides a containerized shell command execution environment with Docker support, enabling secure terminal operations through a FastMCP server implementation.

A Medusa.js documentation MCP server that provides local access to framework docs through fuzzy search, semantic matching, and section retrieval for streamlined development.

A powerful data extraction server that provides tools for scraping business intelligence, reviews, and contact details from platforms like Google Maps, Amazon, and Yelp. It enables AI assistants to perform complex market research, geolocation tasks, and automated lead enrichment.

MCP (Model Context Protocol) Server. Enables web search capabilities through DuckDuckGo, retrieving search results with titles, URLs, and snippets while offering optional content fetching with HTML-to-markdown conversion for real-time internet information access.

A tool for accessing and searching Fediverse Enhancement Proposals (FEPs), bypassing repository bot-protections to allow AI assistants to read standardization documents.

MCP (Model Context Protocol) Server. Enables AI assistants to create images using Replicate or Together AI's image generation models through a flexible tool that accepts parameters like prompt, width, height, and can be run locally or deployed as a Docker container.

A free, open-source, git-native knowledge engine for software projects.

A comprehensive Telegram automation platform featuring over 123 tools for account management, messaging, group administration, and AI-powered content optimization with a dedicated Web Dashboard.

Persistent memory with hierarchical categorization, semantic search, and intelligent auto-detection. Install via PyPI.

A scholarly research MCP server that integrates with the OpenAlex API and Jina to search academic literature, analyze citation networks, and retrieve full-text paper content.

A robust MCP server for Bybit v5 API integration, allowing AI agents to perform real-time market analysis, automated trading, and account management across Spot, Linear, and Inverse categories.

decoupler-mcp provides a natural language interface for single-cell RNA-Seq analysis, allowing users to perform pathway inference, clustering, and visualization using the decoupleR framework.

Elenchus is an adversarial code verification system that uses a Verifier↔Critic debate loop to systematically uncover security, correctness, and performance issues through dialectical reasoning.

Open-source multi-agent task board for OpenClaw. Kanban + DAG dependencies + MCP server + auto-retry + audit trail. Built for autonomous AI agent teams.

MCP (Model Context Protocol) Server. Enables browsing and interaction with shared OneNote notebooks through browser automation for reading/writing pages, capturing diagrams, and maintaining session state

An enterprise-grade MCP server platform for executing real DeFi operations on Solana and EVM chains using natural language. It enables users to perform live trading, volume generation, and wallet management directly within Claude Desktop.

MCP (Model Context Protocol) Server. Provides structured memory management for project-based work through markdown file storage, enabling persistent context across chat sessions with efficient Lunr.js indexing for retrieval, updating, and relating memories.

An enterprise-grade orchestration system that implements the Model Context Protocol to route queries between specialized servers for text analysis, code review, sentiment analysis, and knowledge management.