Model Context Protocol servers that extend AI capabilities
🐍 🏠 🍎 - Identifies resource-intensive processes on macOS and provides performance improvement suggestions.
🦀 🏠 - Outputs short-form Rust crate derived traits,interfaces, etc. from AST (uses same api as rust-analyzer), output limits (token estimation) & crate docs w/regex stripping.
...more🦀 🏠 🪟 - High-performance, token-efficient spreadsheet analysis/editing (xlsx/xlsm) with region detection, structured reads, formula/style inspection, forking mechanics, and recalculation. Cross-platform.
...more🐍 🏠 - JMeter MCP Server for performance testing
🎖️ 📇 ☁️ - Flag features directly from chat in your IDE with [Reflag](https://reflag.com).
[glama](https://glama.ai/mcp/servers/@shellsage-ai/mcp-server-boilerplate) 📇 🐍 🏠 - Production-ready MCP server starter templates in TypeScript and Python. Includes tool, resource, and prompt patterns with Claude Desktop integration configs.
...more📇 ☁️ 🐧 🍎 🪟 - Stop stitching context for Copilot and Cursor. With Sequa MCP, your AI tools know your entire codebase and docs out of the box.
...more☁️ - MCP for BugBug API, to manage test and suites on BugBug
📇 🏠 🍎 🪟 🐧 — Full-featured utility to test Next.js projects for unused files and APIs, with an MCP server that exposes project analysis tools to AI assistants.
...more🏎️ 🏠 - Connect any HTTP/REST API server using an Open API spec (v3)
🐍 🏠 🍎 🐧 - Bring structure and preserve context in vibe coding by automatically tracking issues.
🐍 🏠 - Progressive code-intelligence MCP server: map project structure, fuzzy-find symbols, and assess change-impact across Python, JS/TS, and Go (powered by `ast-grep`).
...more[glama](https://glama.ai/mcp/servers/@srclight/srclight) 🐍 🏠 - Deep code indexing MCP server with SQLite FTS5, tree-sitter, and embeddings. 29 tools for symbol search, call graphs, git intelligence, and hybrid semantic search.
...more📇 🏠 - Help agents automatically write and test stories for your UI components.
MCP server that integrates Jira and GitHub to automate end-to-end developer workflows, from issue tracking to branches, commits, pull requests, and merges inside the IDE.
...more☁️ - Manage test cases in TestCollab directly from your AI coding assistant. List, create, and update test cases with filtering, sorting, and pagination support.
...more📇 ☁️ - An MCP server for interacting with [Bugsnag](https://www.bugsnag.com/)
📇 ☁️ - MCP server for cryptocurrency tipping through AI interfaces using x402 payment protocol and CDP Wallet.
📇 🏠 - Your Ionic coding buddy enabled via MCP – build awesome mobile apps using React/Angular/Vue or even Vanilla JS!
🤖 - MCP server providing task specific agentic instructions. No more outdated Markdown files and synchronisation overhead.
...more📇 ☁️ - Enforces team naming consistency for AI-generated code via Cursor MCP integration. [Guide ↗](https://var.gg)
🏎️ 🏠 🪟️ 🐧 🍎 - MCP server for managing and serving dynamic prompt templates using elegant and powerful text template engine.
...more🎖️ 📇 - 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.
...more📇 🏠 🍎 🪟 🐧 - Token usage tracker for OpenAI and Claude APIs with MCP support, real-time session tracking, and accurate pricing for 2025 models
...more