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.

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.

A Playwright-based MCP server that enables AI agents to programmatically automate and inspect web pages using structured data rather than just screenshots.

An MCP server that provides secure access to Kali Linux cybersecurity tools through Claude's interface, enabling users to run Kali Linux commands directly from Claude Desktop.

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.

MCP (Model Context Protocol) Server. Integrates with Wordware's deployed flows to enable founder research, lead enrichment, Notion integration, and task solving with Google search and API capabilities.

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

A deployment template for hosting remote Model Context Protocol servers on Cloudflare Workers using the Server-Sent Events (SSE) protocol. It serves as a bridge for custom tools to be accessed by local clients like Claude Desktop via a remote proxy.

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 perform web searches, research paper searches, and Twitter searches using the Exa AI Search API with real-time crawling and structured results.

An MCP server that provides a persistent memory layer for AI agents by wrapping the memvid CLI. It enables users to manage memory files, perform hybrid searches, and conduct RAG-based question answering through 40 specialized tools.

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.