Awesome MCP Tools

[glama](https://glama.ai/mcp/servers/System-R-AI/systemr-python) 🐍 ☁️ - Trading OS for AI agents — 48 tools covering pre-trade risk gates, position sizing, portfolio analytics, regime detection, and compliance scoring. Remote SSE + Streamable HTTP transport with x402 USDC micropayments.

🎖️ 🐍 ☁️ 🍎 🪟 🐧 - Official MCP server for CodeLogic, providing access to code dependency analytics, architectural risk analysis, and impact assessment tools.

🐍 🏠 - Zero-config MCP server for searchable documentation. Loads markdown into SQLite (default) or PostgreSQL with FTS5/tsvector keyword search and optional pgvector hybrid semantic search.

🐍 🏠 🍎 🐧 - Local FAISS vector database for RAG with document ingestion (PDF/TXT/MD/DOCX), semantic search, re-ranking, and CLI tools for indexing and querying

🏎️ 🏠 🍎 🐧 🪟 - A fully functional MCP server and CLI for YouTube to automate YouTube operation

[glama](https://glama.ai/mcp/servers/@plagtech/spraay-x402-mcp) 📇 ☁️ - Pay-per-call onchain data, AI models, and batch USDC payments on Base via x402 micropayments. 9 tools including swap quotes, token prices, wallet balances, ENS resolution, and multi-recipient batch transfers.

📇 🏠 - An MCP server paired with a browser extension that enables LLM clients to control the user's browser (Firefox).

🐍 🏠 🎵 🎥 - A coding agent for Max (Max/MSP/Jitter), which is a visual programming language for music and multimedia.

[glama](https://glama.ai/mcp/servers/@MarcinDudekDev/crypto-signals-mcp) 🐍 ☁️ - Real-time crypto volume anomaly detection across 50+ tokens. Detects unusual trading activity, whale movements, and pump signals via live API.

A secure shell command execution server implementing the Model Context Protocol (MCP)

📇 ☁️ - Retrieve context from your [Ragie](https://www.ragie.ai) (RAG) knowledge base connected to integrations like Google Drive, Notion, JIRA and more.

provides AI-powered PostgreSQL performance tuning capabilities. https://github.com/isdaniel/pgtuner_mcp

[glama](https://glama.ai/mcp/servers/QBT-Labs/openmm-mcp) 📇 ☁️ - AI-native crypto market making toolkit with 13 tools for DeFi analytics, CEX/DEX trading, and liquidity management

🐍 ☁️ - An MCP server that uses yfinance to obtain information from Yahoo Finance.

🎖️ 📇 ☁️ - Klever blockchain MCP server for smart contract development, on-chain data exploration, account and asset queries, transaction analysis, and contract deployment tooling.

📇 ☁️ 🍎 🪟 🐧 - MCP server for the Registry Broker. Discover, register, and chat with AI agents on the Hashgraph network.

🐍 ☁️ - An MCP server that tracks newly created pools on Pancake Swap.

🐍 ☁️ - An MCP server that powers AI agents with indexed blockchain data from The Graph.

📇 🏠 🍎 - Connect to Perplexity Comet browser for agentic web browsing, deep research, and real-time task monitoring.

📇 ☁️ - AI virtual staging for real estate. Stage empty rooms, beautify floor plans into 3D renders, classify room images, generate property descriptions, and get style recommendations.