{"repo":"Extelligence-ai/bagel","free":true,"listed":false,"github":"https://github.com/Extelligence-ai/bagel","clone":"git clone https://github.com/Extelligence-ai/bagel.git","description":"Query robotics, drone, and IoT data in plain English through an MCP server, with an intelligent edge data reduction pipeline that keeps only the data that matters.","language":"Python","stars":390,"topics":["robotics","ros2","mcp","drone","ardupilot","betaflight","px4-autopilot","claude","data-reduction","duckdb"],"license":"Apache-2.0","category":"mcp-servers","readme_excerpt":"Bagel lets you ask questions about robotics, drone, and IoT data in plain English. Every calculation over your message data is DuckDB SQL, not model guesswork, and Bagel shows you the query so you can audit it. Is my IMU sensor overheating? Bagel also has an intelligent edge data reduction pipeline: describe an event and Bagel runs the detection on the robot, keeping the windows that matter and dropping the rest. An MCP server puts all of it in your LLM's hands: Claude Code, Gemini, Cursor, or a fully local model. Bagel was the first MCP server to ship a real analysis toolkit for robotics data, and it keeps the LLM where it belongs: in front of your logs, never in your robot's control loop. 🥯 Key Features - Ask in plain language : No deep domain expertise needed. - Transparent calculations : Deterministic SQL queries. No black-box LLM math. - Natural-language pipelines : \"Keep 10s around every hard brake, drop the rest\": one sentence becomes an auditable pipeline: previewed before a byte is written, then run once, across a fleet, or standing at the edge. - Broad LLM support : Claude Code, Gemini, Cursor, Codex, and more. - Dockerized environments : No local dependencies required. - Extensible capabilities : Bagel can learn new tricks. - Wide format coverage : Missing your data format? Open a ticket. ⚡️ Quickstart [!TIP] Already have Claude Code? Just paste the link to this repo and tell Claude what environment you want: Set up https://github.com/Extelligence-ai/bagel for ROS","default_branch":null,"files":null,"tree":[],"storefront":"/r/Extelligence-ai","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/Extelligence-ai/bagel/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}