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Deterministic sandboxed virtual code execution engine and AST security analyzer verifying multi-language agent code, blocking dangerous syscalls, and capturing isolated execution telemetry.

MCP DevOps tasks automation tools

Provides comprehensive tools for tracking meme coins on the Four.meme ecosystem, including bonding curve progress, market data, and trader analysis. It enables users to discover trending tokens and monitor real-time trading activity using Bitquery API data.

A containerized MCP (Model Context Protocol) server that provides a simple calculator tool for adding two numbers, deployable to Kubernetes/EKS environments.

Comprehensive trading platform integration for BCS Broker that provides real-time market data streaming, portfolio management, and algorithmic trading capabilities. Features dual-database architecture with PostgreSQL for market data and private trading records, WebSocket streams for live quotes/orderbook/trades, and a Python-based technical analysis engine with 20+ indicators including RSI, Bollinger Bands, ATR, and custom signal scoring. Includes risk management tools, session status detection, fee calculation utilities, and embedding-based decision logging with semantic search capabilities for trade analysis and strategy optimization.

MCP server that exposes Sceptre CloudFormation management operations as tools for AI agents.

JWT decoder MCP.

A local MCP server that enables AI tools to find and propose changes to Jelly Memo notes, running only on 127.0.0.1:8765 with optional pairing token for security.

Postman-style interactive debugger for Model Context Protocol (MCP) servers — test tools, inspect schemas, measure latency.

An MCP server that interfaces with the Snyk API to retrieve KPI data for your organization.

MCP server for patent search and prior art discovery powered by Google Patents public dataset on BigQuery. Supports searching patents, fetching full patent details with CPC codes and citations, and retrieving legal claims text.

This GitHub Mapper MCP server, developed by an unnamed author, provides AI assistants with capabilities to analyze and map GitHub repositories. Built using TypeScript and leveraging the Octokit REST API client, it offers functionalities for authenticating with GitHub, retrieving repository metadata, and generating detailed file structure maps. The server abstracts the complexities of GitHub API interactions, enabling AI systems to easily access and process repository information. It's particularly valuable for developers and researchers working on code analysis, project management, and software development workflows, facilitating use cases such as automated code reviews, dependency analysis, and repository structure visualization.

Interactive AI agent system that utilizes FastMCP and graph networks to map out research paper connections and discover collaborative project ideas.

🔍 Read-only MCP server for secure filesystem exploration, searching, and analysis

MCP server that allows you to connect to Google Docs through Claude, enabling listing, reading, creating, updating, searching, and deleting documents.

Rewrites coding prompts for optimal results with AI IDEs like Cursor by using Claude to add structure, context, and language-specific considerations to user prompts.

Provides basic arithmetic operations (add, subtract, multiply, divide) through MCP, enabling AI clients to perform calculations via natural language.

An MCP server that analyzes codebases and generates contextual prompts, making it easier for AI assistants to understand and work with code repositories.

An MCP server that allows AI assistants to access EdStem course discussion boards, including listing courses, fetching posts, searching, and retrieving thread details, with automated SSO login support for Georgia Tech.

Enables AI assistants to interact with Vercel API for managing projects, deployments, domains, and environment variables.