AI & ML

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.

Interact with Verodat AI Ready Data platform

An MCP server that integrates with Radarr and Sonarr to manage media libraries through natural language, enabling users to search, add, and monitor movies and TV shows.

A TypeScript-based MCP server providing unified access to DeepSearch models for general web retrieval and site-specific searching.

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

A bridge to the promptz.dev platform that allows developers to search and integrate curated prompts and project rules directly into their development workflow.

MCP (Model Context Protocol) Server. Integrates with Jina's AI services to provide efficient handling of language and multimodal AI requests for applications requiring natural language processing and image analysis.

An MCP server that allows AI assistants to read, filter, and analyze structured JSON application logs directly within development environments like Cursor.

A comprehensive MCP server for accessing Taiwan's Legislative Yuan API v2, enabling structured queries for bills, committees, gazettes, laws, legislators, meeting records, and IVOD recordings.

MCP (Model Context Protocol) Server. Integrates the Tavily search API to enable web searches and information retrieval for fact-checking and research tasks.

Local and Hosted MCP servers providing AI-friendly access to U.S. Government Open Datasets. Also available on Docker MCP Catalog. See our website for more details.

MCP (Model Context Protocol) Server. Converts LaTeX mathematical expressions to MathML using MathJax-node, enabling seamless mathematical notation translation for scientific and technical documentation.

MCP (Model Context Protocol) Server. Fetches and parses Solana blockchain documentation, enabling real-time access to development information for accurate query responses and blockchain-related assistance.

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.

MCP (Model Context Protocol) Server. Enables web search capabilities by scraping Google search results without API keys, returning structured data with titles, URLs, and descriptions for quick information retrieval.

Create, manage, and execute agentic AI workflows directly from your assistant.

Interact with Gcore platform services via LLM assistants, providing unified access to CDN, GPU Cloud & AI Inference, Video Streaming, WAAP, and cloud resources including instances and networks.

A low-latency Retrieval-Augmented Generation (RAG) server that provides semantic document search and AI-powered summarization using ChromaDB and OpenAI-compatible embeddings.

A gateway server that bridges the Model Context Protocol (MCP) and Google's Agent-to-Agent (A2A) protocol, allowing AI assistants to interact with and manage tasks across remote A2A agents.

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.

Enable AI assistants to reflect on, critique, and continuously improve their own performance using Mandoline's evaluation framework.

MCP (Model Context Protocol) Server. Search and retrieve academic papers from arXiv.org by category, providing titles, authors, summaries, and links sorted by date.

This MCP server integrates with the LAMMPS molecular dynamics engine to automate simulation setup, execution, and analysis using natural language. It features specialized support for organic molecules, SMILES processing, and GAFF force field configuration.

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. Bridges to Google's Gemini model for data analysis, email communication, and reasoning process generation with tools for Excel/CSV processing, statistical visualization, and AI-generated content.

A specialized MCP server that transforms large-scale text and web content into structured knowledge graphs with real-time SVG visualization and persistent storage in Neo4j and Qdrant databases.

A specialized MCP server that integrates with Fugle's MarketData API to provide real-time and historical Taiwan stock market data, including quotes and price intervals.

DevDocsMCP provides an MCP interface for searching and reading comprehensive documentation from DevDocs.io, covering various programming languages and developer tools directly within AI workflows.

An MCP server that integrates penetration testing tools like Nmap and Metasploit via tmux, enabling AI assistants to perform network discovery and security auditing.

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.