AI & ML

A specialized GitHub MCP server for developer performance analysis, enabling agents to track PR contributions, review impact, and comprehensive activity metrics across repositories.

A specialized MCP server for managing MindMup mind maps stored on Google Drive, allowing users to search, retrieve, and parse complex visual data structures through natural language interfaces.

A tool-based MCP server that scrapes web content into markdown using the Jina Reader API and provides indexed search over documentation files using minsearch.

A Model Context Protocol server that enables AI tools to interact with Supabase databases, providing tools for reading, creating, updating, and deleting records in Supabase tables.

An MCP server designed for sending automated institutional emails via Gmail SMTP, specifically tailored for FGJ Multimedios with automatic management signatures.

A Cloudflare Workers-based MCP server that allows AI assistants to perform web automation using Playwright, including navigation, element interaction, and visual capture.

A robust CockroachDB interface for AI assistants that enables natural language database management, complex schema discovery, and secure CRUD operations with built-in transaction support.

Provides comprehensive codebase analysis and semantic understanding through integrated knowledge graphs, enabling AI assistants to understand project structure, patterns, dependencies, and context through multiple analysis tools and format generators.

Analyzes Godot game projects to enforce ECS architecture patterns, automatically detecting when scene scripts contain game logic that should be in the ECS layer and validating separation between presentation and logic code.

A workflow enforcement server that implements a structured Research → Plan → Implement (RPI) cycle for complex coding tasks with gated phase transitions and automatic context compaction.

A Model Context Protocol server that uses Instaloader to download Instagram posts, videos, stories, highlights, and profile pictures with optional metadata extraction.

UK property research tools - crime stats, schools, demographics, valuations for AI.

Enhances developer tasks by retrieving relevant context from project documentation via a backend API. It enables users to generate enriched task descriptions and prompts by automatically integrating specific technical details from their project documents.

A comprehensive MCP server for dynamically generating and validating software development diagrams—including architecture, sequence, and database ER diagrams—using Mermaid syntax.

Enables searching the Wake County Public Library catalog and all NC Cardinal libraries, returning book details including title, author, format, availability status, and direct catalog links.

Enables LLMs to retrieve, analyze, and visualize stock prices and financial report data for quantitative trading research and investment analysis. Provides real-time and historical stock data, financial statement analysis, key metric calculations, and trading signal visualization.

Converts entire codebases into a single, AI-optimized Markdown document featuring directory trees and syntax highlighting. It provides AI assistants with full project context for code reviews, documentation, and refactoring within the MCP ecosystem.

Enables comprehensive Gmail management with 17 tools for searching, sending, and organizing emails, managing labels, threads, drafts, and attachments through the Gmail API.

SQLite-backed memory storage for MCP agents with optional semantic search via OpenAI embeddings, enabling agents to remember, recall, and manage contextual information across sessions.

Provides AI-powered medical image analysis tools for LLM agents, enabling tasks such as X-ray classification, interactive segmentation, and visual question answering. It supports multi-step diagnostic reasoning and clinical workflows through a suite of specialized medical AI models.

A documentation system that automatically creates hierarchical markdown files and Mermaid diagrams at every directory level, enabling AI-driven navigation and real-time architectural tracing of codebases.

ssh mcp to automate my daily devops related tasks that goes beyond simply executing commands

Enables AI assistants to interact with Microsoft SQL Server databases through query execution, schema discovery, CRUD operations, stored procedures, and data export with built-in safety controls.

Enables AI-powered web data extraction and research through Firecrawl's Agent API. Autonomously searches, navigates, and scrapes websites to gather structured data without requiring specific URLs.

Enables AI assistants to interact with Jira by executing commands through the Atlassian CLI. It supports searching issues with JQL, managing comments, updating statuses, and handling issue assignments through natural language.

Provides voice notifications using Grok's text-to-speech API to alert users when Claude Code completes tasks, with support for both local and remote server configurations.

A persistent memory storage server that allows AI agents to store, tag, and search content while building complex knowledge graphs through directed links and relationship types.

Generates AI images using Google Imagen directly in Claude Desktop, with automatic saving and support for multiple images and custom aspect ratios.

A template for deploying an MCP server without authentication on Cloudflare Workers. Allows connection from Claude Desktop and AI Playground to use custom tools remotely.

Gives AI agents persistent memory with bi-temporal tracking, automatically extracting entities from natural language and enabling time-travel queries to understand facts as they existed at any point in history.