AI & ML

An MCP server for VictoriaTraces providing full read-only access to tracing APIs, service dependency graphs, and embedded offline documentation for observability and debugging tasks.

Provides access to Ukraine's public procurement system (Prozorro), allowing users to search and retrieve detailed tender information by organization, date, and legal identifiers.

Enables retrieval and deep analysis of Google Ads Transparency Center data, allowing users to search by domain, analyze visual creative content (image/video), and compare competitor advertising strategies.

MCP (Model Context Protocol) Server. Integrates with Zillow's real estate API to provide property searches, detailed information, Zestimates, market trends analysis, and mortgage calculations for home buying decisions.

Convert PDF, DOCX, HTML, Markdown, and Text for AI assistant context injection.

Fortuna is a high-performance MCP server providing hardware-based true randomness through a robust C++ RNG engine. It offers over 20 statistical distribution functions for simulations, modeling, and interactive gaming where deterministic LLM outputs are insufficient.

A high-performance, native C# implementation of the Universal Tool Calling Protocol - enabling AI agents to discover and communicate directly with tools without wrappers or middleware.

Gemini Vision & Image Generation MCP for Claude Desktop and Claude Code

A Model Context Protocol server for browsing and discovering AI models on Civitai

A powerful Model Context Protocol (MCP) server that enables AI assistants like Claude Desktop to monitor and manage Java applications through JMX. Provides real-time MBean discovery, attribute management, and natural language JMX operations.

McPortfolio: A Model Context Protocol server providing 9 specialized tools for LLM-driven portfolio optimization using natural language, covering mean-variance to machine learning approaches.

A specialized MCP server that allows Claude to restart itself on macOS, primarily used to apply configuration changes after installing new MCP tools.

Live Web Access for Your Local AI — Tunable Search & Clean Content Extraction

Secure NotebookLM MCP Server - Query Google NotebookLM from Claude/AI agents with 14 security hardening layers

A comprehensive Go SDK for the Model Context Protocol (MCP) - simplifying AI application development by abstracting away protocol complexities.

About mcp-jira-integration is a tool designed to streamline the integration between MCP (Management Control Platform) and Jira.

Agentix is a Python framework for building AI agents

🐟 MCP server connecting AI systems to Stockfish chess engine

MCP (Model Context Protocol) Server. Validates WordPress PHP and JavaScript code against configurable coding standards and security patterns fetched from web-hosted markdown files, performing automated security scans for vulnerabilities like SQL injection and XSS while enforcing WordPress best practices for plugin and theme development.

MCP server for Google Tag Manager: read tags/triggers/variables, publish containers, and audit changes via Claude/Gemini.

A comprehensive MCP server for interacting with the VeChain blockchain, enabling documentation searches, Thor REST API queries, and wallet management including transaction signing and token operations.

Athena Protocol acts as an AI tech lead that provides coding agents with strategic guidance, impact analysis, and thinking validation across 14 LLM providers. It features precision-targeted code analysis to reduce token usage while caught critical issues early in the development cycle.

An MCP server that leverages the Florence-2 vision-language model to perform OCR and image captioning on local files or web-based images.

AgentsKB provides AI agents with researched, expert-level knowledge sourced from official documentation, specs, and RFCs across 40+ developer domains. It prioritizes accuracy and verified sources over generative guessing to provide canonical answers to technical problems.

A robust Google search MCP server that utilizes Playwright to bypass anti-bot mechanisms and CAPTCHAs, providing structured real-time search results with multi-language and regional support.

Conversational cloud security compliance auditing. MCP server enabling natural language queries about AWS security posture via Claude and other AI assistants.

A documentation-centric MCP server providing AI assistants with instant access to guides, tutorials, and SDK code generation for the entire Lerian product ecosystem.

A Human Agent Protocol (HAP) implementation that enables agents to communicate through a persistent SQLite-based mailbox, allowing unified collaboration across different AI runtimes like Claude Code, Cursor, and Windsurf.

A comprehensive MCP server that provides AI agents with deep access to the PubChem chemical database, enabling structural searches, property retrieval, and bioassay analysis via the PUG REST API.

A secure Model Context Protocol server that provides a sandboxed environment for executing JavaScript code with configurable memory and time limits.