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 - [VSCode Devtools](https://github.com/biegehydra/BifrostMCP) 📇 - Connect to VSCode ide and use semantic tools like `find_usages`
 - [VrtxOmega/omega-brain-mcp](https://github.com/VrtxOmega/omega-brain-mcp) [![VrtxOmega/omega-brain-mcp MCP server](https://glama.ai/mcp/servers/VrtxOmega/omega-brain-mcp/badges/score.svg)](https://glama.ai/mcp/servers/VrtxOmega/omega-brain-mcp) 🐍 🏠 🍎 🪟 🐧 - Omega Brain MCP Server. Hardened AI execution pipeline prioritizing NAEF logic constraints over narrative LLM hallucination. 15 VERITAS Build Gates for uncompromising determinism, semantic vault integration, and Tri-Node Cortex validations.
 - [Webvizio/mcp](https://github.com/Webvizio/mcp) 🎖️ 📇 - Automatically converts feedback and bug reports from websites and web apps into actionable, context-enriched developer tasks. Delivered straight to your AI coding tools, the Webvizio MCP Server ensures your AI agent has all the data it needs to solve tasks with speed and accuracy.
+- [whyy9527/ariadne](https://github.com/whyy9527/ariadne) [![ariadne MCP server](https://glama.ai/mcp/servers/whyy9527/ariadne/badges/score.svg)](https://glama.ai/mcp/servers/whyy9527/ariadne) 🐍 🏠 - Cross-service API dependency graph for microservice codebases. Give it a business term or endpoint name; get back a ranked chain of GraphQL operations, REST endpoints, Kafka topics, and frontend queries across all services. Offline, local SQLite + TF-IDF + optional embeddings.
 - [WiseVision/mcp_server_ros_2](https://github.com/wise-vision/mcp_server_ros_2) 🐍 🤖 - MCP server for ROS2 enabling AI-driven robotics applications and services.
 - [wn01011/llm-token-tracker](https://github.com/wn01011/llm-token-tracker) 📇 🏠 🍎 🪟 🐧 - Token usage tracker for OpenAI and Claude APIs with MCP support, real-time session tracking, and accurate pricing for 2025 models
 - [Wolfe-Jam/claude-faf-mcp](https://github.com/Wolfe-Jam/claude-faf-mcp) 📇 🏠 - First & only persistent project context MCP. Provides .faf (Foundational AI-context Format) Project DNA with 33+ tools, Podium scoring (0-100%), and format-driven architecture. Official Anthropic Registry. 10k+ npm downloads.