AI & ML

A VSCode extension that provides MCP tools for AI assistants to programmatically create, manage, and annotate code bookmarks to document architecture, flows, and key components.

A multi-user history viewer and analytics tool for Claude Desktop/Code that exposes conversation metadata, token usage, and transcripts through the Model Context Protocol.

An MCP server for querying AWS Managed Prometheus (AMP) using SigV4 authentication, enabling AI assistants to perform metrics discovery and PromQL queries within secure VPC environments.

A multi-instance Sentry MCP server that enables querying issues, events, and traces across US, EU, and self-hosted instances through a unified interface.

A production-grade AI chatbot that provides real-time information retrieval and RAG for website content using MCP tools to ensure up-to-date responses.

Interact with Google's Jules AI coding assistant to manage GitHub repositories, execute coding tasks, and automate pull requests programmatically through MCP.

A web scraping server that retrieves product information (name, price, URL, image) from phonelcdparts.com for any search query.

A specialized research server that provides full-text search and retrieval for academic papers, allowing LLMs to ground responses in peer-reviewed literature with topic and publication filtering.

A Model Context Protocol server that enables AI agents to retrieve and read posts from Jibun and Ech0 social instances with support for pagination and source management.

The B2Bhint MCP server provides tools to search for people and companies worldwide, offering access to detailed business intelligence including financial reports, contact information, and registration data.

A deterministic IVR flow validator that analyzes JSON definitions for structural errors and best practices, featuring a Skybridge widget for interactive visualization in AI clients.

A specialized MCP server that detects AI-generated text from models like ChatGPT, GPT-4, and Gemini via the BACH AI Content Detector API.

A specialized MCP server for Ethereum development and auditing that connects AI agents to Anvil for smart contract analysis, transaction simulation, and blockchain state manipulation.

A comprehensive MCP server that enables AI agents to create and perform music through the Strudel.cc live coding environment, featuring professional pattern generation, real-time audio analysis, and AI-powered composition tools.

A minimal Python package for easily setting up and running MCP servers and clients, allowing functions to be automatically exposed as tools that LLMs can use with just 2 lines of code.

A specialized MCP server for RAG-based retrieval of Standard Operating Procedures (SOPs), featuring semantic search in Italian and English via ChromaDB and multilingual sentence transformers.

A starter template for deploying authentication-free Model Context Protocol (MCP) servers on Cloudflare Workers using Server-Sent Events (SSE). It provides a framework for developers to build and host custom tools accessible from Claude Desktop or Cloudflare AI Playground.

A comprehensive MCP server enabling AI agents to perform full browser automation using Playwright, featuring tools for navigation, interaction, web-first assertions, and accessibility audits.

Provides centralized knowledge management for projects, allowing users to store, search, and maintain project-specific knowledge that persists across sessions.

A production-ready MCP server that empowers AI assistants to manage local file systems, execute permitted shell commands, and interact with system tools like clipboards and application launchers.

Check brand name availability across domains, social handles, trademarks, app stores, and more.

A starter template for deploying remote Model Context Protocol servers on Cloudflare Workers using Server-Sent Events (SSE). It provides a foundation for developers to build and host custom tools that can be accessed by MCP clients like Claude Desktop.

Enables secure access to Columbus School for Girls Veracross portal features including directory searches, calendar events, and lunch volunteer scheduling via browser authentication.

A semantic search MCP server that indexes documentation and local repositories into a ChromaDB vector database using OpenAI embeddings for high-quality information retrieval.

A specialized MCP server that enables AI assistants to search the arXiv research repository, download papers, and perform deep academic analysis via programmatic access.

A local MCP server that integrates the Gurobi optimizer, allowing AI applications to solve complex mathematical programming problems including linear, mixed-integer, and quadratic programming.

A comprehensive MCP server for managing AWS S3 storage, enabling full control over bucket lifecycles, object CRUD operations, and security policy configurations.

Enables AI assistants to fetch, explore, and analyze source code from any Python package on PyPI, including listing files, reading specific code, and searching packages across all published versions.

An MCP server empowering AI agents to track and act across Lista DAO lending vaults.

MCP server providing AI assistants with access to Dota 2 statistics via OpenDota API. 20+ tools for player stats, hero data, and match analysis with natural language support.