AI & ML

A Java-based MCP server that exposes all public Amazon SES v2 API actions, enabling LLMs to send emails and manage AWS email infrastructure. It allows for account management, contact list manipulation, and deliverability monitoring directly through the Model Context Protocol.

MCP (Model Context Protocol) Server. Orchestrates intelligent research workflows by selecting and executing specialized tools (Brave Search, Tavily, GitHub, arXiv, news APIs) based on query context, synthesizing results into well-cited answers with iterative refinement and source attribution.

A development accountability tool that monitors AI code implementations to verify that claimed changes actually match the modified file content.

MCP (Model Context Protocol) Server. Generates images using the Flux Schnell model via a Cloudflare worker API, providing a streamlined text-to-image generation service with robust error handling and environment variable configuration.

This repository contains a complete developer setup for .NET backend vibe coding with GitHub Copilot.

An MCP server that provides access to the Kyoto Encyclopedia of Genes and Genomes (KEGG) database, offering 30 tools for searching and analyzing biological data like pathways, genes, and compounds. It supports integration with LangChain and Ollama to enable LLMs to interact with comprehensive genomic and chemical datasets.

Provides access to Avanza's public API for real-time Swedish stock quotes, fund information, and comprehensive market data. It enables users to perform detailed stock analysis, compare funds, and retrieve portfolio holdings through natural language.

Self-hosted observability server with 75+ MCP tools. Ingest logs, connect Postgres, monitor servers — then debug it all from Claude, Cursor, or any MCP client.

MCP (Model Context Protocol) Server. Provides a robust filesystem server enabling precise file system interactions like reading, writing, creating directories, moving files, and retrieving file metadata through TypeScript-based tools with detailed error handling.

A comprehensive MCP server providing full CRUD operations for NetBox infrastructure management, supporting devices, IPAM, circuits, and virtualization with bulk processing and audit tracking.

Give your AI agent context about your team's software engineering allocations and workflow via the Jellyfish platform

MCP (Model Context Protocol) Server. Integrates with Perplexity's API to enable real-time web searches for up-to-date information retrieval and context-aware responses.

MCP (Model Context Protocol) Server. Integrates Google Search capabilities with web content extraction and screenshot functionality, enabling robust search, filtering, and data collection while avoiding bot detection.

A specialized MCP server that facilitates structured, multi-step problem solving with support for thought revision, branching logic, and dynamic planning through a Streamable HTTP transport.

A high-performance browser automation MCP server that provides cost-optimized web scraping and interaction through Playwright and CDP, featuring intelligent local LLM preprocessing to reduce data processing costs.

A comprehensive MCP server for interacting with the XRP Ledger, enabling AI agents to manage accounts, execute XRP/token transfers, mint NFTs, and perform complex AMM and DID operations across MainNet, TestNet, and DevNet.

An MCP server that provides comprehensive xAI/Grok API documentation, allowing AI assistants to search bundled guides, fetch live documentation, and browse API endpoints or model specifications.

MCP (Model Context Protocol) Server. Connects AI systems to DocBase document management platform for searching, retrieving, creating, and updating posts through a clean Go-based API requiring minimal configuration.

Model Context Protocol Benchmark Runner

A modular research pipeline that turns trending Reddit discussions into structured market events and options trade ideas.

MCP (Model Context Protocol) Server. Bridges AI with Excel files, enabling reading from and writing to spreadsheets through standardized operations for data analysis, reporting, and document generation workflows.

A configuration-driven MCP server that enables declarative setup of custom environments including resource management, Python-based tools, and template-based prompts via YAML.

Search, scrape and crawl content from web. Real-time results in clean markdown.

A highly comprehensive MCP server that integrates AI coding assistants with Obsidian vaults, featuring 121 tools for canvas management, dataview queries, graph analysis, and structured note automation.

An MCP server for Google Tag Manager. Connect it to your LLM, authenticate once, and start managing GTM through natural language.

AI-powered photogrammetry automation — MCP server for Agisoft Metashape Professional 2.3+. Control the full pipeline (alignment, dense cloud, mesh, texture, DEM, orthomosaic, export) using natural language through Claude or any MCP-compatible AI assistant.

MCP (Model Context Protocol) Server. Connects AI assistants to Union's tasks, workflows, and apps, enabling access to distributed computing capabilities through customizable tools and resources.

Persistent semantic memory for AI agents on Raspberry Pi 5 — local Qdrant + MCP, no cloud, ~3s per query

MCP (Model Context Protocol) Server. Integrates with Directus CMS to enable CRUD operations on collections through the REST API, allowing seamless interaction with structured data in a headless content management system.

MCP (Model Context Protocol) Server. Reads in JSON-formatted Investment portfolio and performs web searches and stock price searches to provide meaningful evaluations and recommendations.