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SVG Lab MCP: give Claude, ChatGPT, Codex and Cursor a design engine for app screens, icons and illustrations as clean SVG.

Scan content and websites for SEO gaps, identify opportunities to outrank competitors.

Smart checkpoint-based version control MCP server for Claude Code that provides intelligent undo functionality with automatic deduplication. Built with TypeScript, it tracks file changes by creating checkpoints before modifications, storing both file contents and creation states, then enables precise restoration through an undo system that can revert modifications and remove newly created files. The implementation includes sophisticated deduplication logic that removes redundant checkpoints matching current file states or identical content, preventing bloat from rejected changes. Designed specifically for AI coding workflows where traditional git commits may be too heavyweight, it offers granular file-level version control with tools for checkpoint creation, undo operations, and stack management.

Zero burden, ready-to-use Model Context Protocol (MCP) server for interacting with MySQL and automation. No Node.js or Python environment needed.

DevSwat dependency topology mapper

An MCP server that provides integration with Jira and Confluence for managing issues, boards, sprints, and documentation pages. It is specifically designed for native deployment on Heroku to enable AI models to interact with Atlassian resources using standardized tools.

A Go-based CLI for searching hotel availability and pricing using the Amadeus API.

Multi-platform creator attribution analytics & conversion tracking engine

Cryptographic verifiable credential certificate builder & Merkle hash (Certificate)

Tabular spreadsheet data sanitization normalizer (Livedocs / Julius)

This server provides a note storage system with a custom URI scheme, allowing users to add and summarize notes, with adjustable summary detail levels.

Generate a full week of social media content for any topic.

Play Go with your AI agent!

A governed registry of reusable Python tools for AI agents, enabling search by intent, execution with JSON input, draft registration, and lifecycle management.

MCP vLLM Benchmarking Tool enables interactive performance testing of vLLM deployments through a simple interface. This proof-of-concept implementation allows users to benchmark language models served by vLLM by specifying endpoints, model names, and test parameters through natural language prompts. The tool leverages code from vLLM's official benchmarking suite to measure metrics like throughput, latency, and token generation speed across multiple test iterations. Developed by Eliovp-BV as an exploration of MCP capabilities, it's useful for AI engineers who need to evaluate and compare the performance characteristics of different model deployments.

Checks a social post against a platform's real character limit before it ships — X bills every URL at 23 characters and weights non-Latin script at 2, while Bluesky and Mastodon count grapheme clusters. Covers X, X Premium, Bluesky, LinkedIn, Threads, Mastodon, and Discord, with no credentials and no network access.

Integrates with Achriom, a personal media collection platform for tracking and managing books, movies, albums, TV shows, and anime. Includes ratings, notes, reading/watching history, YouTube video search, Apple Music previews, and AI-powered collection analysis.

Local, read-only MCP server that connects to Discord via REST API, allowing listing guilds, channels, and messages with strict access controls and no write operations.

Production-ready decentralized search for AI agents.