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Model Context Protocol is a standardized framework for connecting large language models to external data sources and executable tools. It enables the creation of a universal interface where servers expose tools, resources, and prompts that can be discovered and utilized by various AI clients. The protocol utilizes a JSON-RPC message system that is transport-agnostic, supporting both standard input/output for local processes and HTTP with server-sent events for remote connections. It emphasizes security and control by delegating model sampling to the client to keep API keys secure from servers
The inspector is a diagnostic and validation tool for the Model Context Protocol. It provides an interactive interface and a transport proxy to discover, inspect, and execute the tools, prompts, and resources provided by an MCP server. The project serves as a debugger and compliance tester to verify that server implementations adhere to the protocol specification and JSON-RPC standards. It allows for real-time monitoring of message exchanges and logs between clients and servers across various transport layers, such as standard input/output and Server-Sent Events. The tool covers a broad rang
Pentagi is an autonomous security testing framework and agent orchestrator designed to plan and execute end-to-end security assessments. It utilizes a coordination engine to decompose complex goals into actionable subtasks, performing automated penetration testing and vulnerability research within isolated container environments. The system distinguishes itself through a temporal knowledge graph that tracks semantic relationships between entities and vulnerabilities to reuse intelligence across projects. It includes a web intelligence reconnaissance tool for automated data gathering and agent
This project is a Model Context Protocol server that provides an interface for AI agents to programmatically create, read, and modify Excel workbooks. It serves as a bridge that enables large language models to perform spreadsheet automation and data visualization. The server allows AI agents to generate native Excel charts and pivot tables from raw data, transforming structured information into visual summaries. It provides a mechanism for remote spreadsheet management through a protocol-based connectivity layer. The system covers a broad range of spreadsheet manipulation capabilities, incl
This project is an educational and research platform designed to simulate security vulnerabilities within AI-integrated systems and Model Context Protocol implementations. It provides a controlled environment where users can practice identifying and mitigating common attack vectors, such as prompt injection and unauthorized code execution, by interacting with intentionally insecure tools and protocol configurations.
The main features of harishsg993010/damn-vulnerable-mcp-server are: Model Context Protocol Security, AI Application Security, Prompt Context Injections, Vulnerable Environments, Server Capability Exposure, Sandboxed Execution Environments, Web Security Training Environments, JSON-RPC Implementations.
Projects with overlapping indexed features include: modelcontextprotocol/modelcontextprotocol — Model Context Protocol is a standardized framework for connecting large language models to external data sources and… vxcontrol/pentagi — Pentagi is an autonomous security testing framework and agent orchestrator designed to plan and execute end-to-end… modelcontextprotocol/inspector — The inspector is a diagnostic and validation tool for the Model Context Protocol. It provides an interactive interface… haris-musa/excel-mcp-server — This project is a Model Context Protocol server that provides an interface for AI agents to programmatically create,… superagent-ai/superagent — Superagent is an AI safety platform that protects applications from prompt injections, data leaks, and harmful outputs… google/security-research — This is a public archive of vulnerability findings, proof-of-concept code, and technical reports detailing security…