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MCP JIRA Service is an enterprise-grade microservice architecture project built with Spring Boot 3.x and Java 21, focusing on JIRA integration and intelligent code generation solutions. The project adopts reactive programming patterns (WebFlux) and implements the Model Context Protocol (MCP) to provide automated project management and code development tools for enterprises.

A set of workflows that helps AI models follow consistent, validated processes with context engineering, guardrails and semantic workflow discovery.

MCP server built on FastMCP with 3 core services: ScrapeCreators API (Google Ads Transparency), SQLite media cache, & Gemini AI for video analysis. Exposes 7 tools for ad search, retrieval, AI media analysis & cache mgmt. Uses intelligent caching in ~/.cache/google-ads-mcp/ to avoid redundant calls. Handles images (Claude vision) & videos (Gemini) with full error handling.

Enable long-running Python REPL execution on a remote machine

Integrates with Trello to enable task management operations like retrieving cards, managing lists, and monitoring board activity for project planning and workflow automation.

Seamlessly integrate real-time data fetched using Scrapeless services, such as Google SERP results into your LLM applications with Scrapeless MCP server. Backed by the Scrapeless powerful Scraping Browser: - Browser: precisely manage the entire browser session - Crawl: single page crawling or full-depth recursive crawling to simplify large-scale extraction workflows - Universal API: use advanced anti-bots to bypass website blocks and deal with JavaScript-intensive websites.