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Enables AI assistants to analyze RenderDoc GPU frame captures for graphics debugging and performance analysis through a headless Python API. It provides a comprehensive suite of tools for inspecting pipeline states, shader bindings, and exporting frame resources like textures and meshes.

Enables AI agents to analyze cold-chain sensor data locally, detecting threshold breaches, anomalies, and segmenting journeys from temperature/humidity logs.

MCP server that bridges AI assistants with Java debugging capabilities through the Debug Adapter Protocol (DAP), enabling remote debugging of Java applications by providing tools to attach to debug sessions, inspect thread states, examine stack traces and variable scopes, evaluate expressions in debugging contexts, and control execution flow. Built with Quarkus and Java 21, the implementation acts as a protocol translator between MCP's tool-based interface and DAP's debugging commands, allowing AI assistants to perform interactive debugging tasks like analyzing application state, inspecting variables, and stepping through code execution. Designed for developers who want AI assistance with debugging Java applications, troubleshooting runtime issues, and performing automated debugging workflows where programmatic access to debugging capabilities enhances the development process.

Give AI assistants access to real-time search data through SearchApi.

leads-discovery-agent MCP server by Nova (CIVAI), remote Streamable HTTP

Protocol schema negotiator and capability handshake engine ensuring secure interoperability between agents

A Model Context Protocol server that enables web scraping, crawling, and content extraction capabilities through integration with Firecrawl.

Deterministic industrial parts replacement engine with official catalogs and expert accuracy checks

Multi-frame GUI computer-use action trajectory summarizer detecting dead clicks and UI rendering latency stalls

Fetch real-time stock quotes from Yahoo Finance.

MCP server for searching and retrieving contracts from the Polish Central Register of Contracts (CRU) via its API.

Context.dev HTML layout metadata parser

Event invitation and greeting card vector typesetter & die-cut mask (AI Invitation)

An MCP server for Primavera P6 XER files.

MCP server for foldkit, exposing 7-prime spine, 7 κ-bands, and 6 fold operations as tools and resources for fold-based state analysis and transformation.

Opengraph.io MCP tool

Provides date and time utilities with timezone support, date parsing, and monotonic time tracking for reliable timestamp generation across different timezones.

Enables AI agents to perform marketing operations like campaign management, content creation, and outreach, with a tiered approval model ensuring human oversight for consequential actions.

Rustic SQLite Code Graph 2026 – 28 Languages, 238 Commands, Zero API Keys

A teaching demo that implements JWT authentication and scope-based authorization for MCP tools, supporting role-based access to profile, notes, and admin operations.