bagel MCP Server
Extelligence-ai/bagel
[](https://agentrank-ai.com/tool/Extelligence-ai--bagel/?utm_source=badge&utm_medium=readme&utm_campaign=agentrank_badge) 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.
claude mcp add agentrank -- npx -y agentrank-mcp-server Overview
Extelligence-ai/bagel is a Python MCP server licensed under Apache-2.0. 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. Topics: robotics, ros2, mcp, drone, ardupilot, betaflight, px4-autopilot, claude, data-reduction, duckdb, iot, mcap, mcp-server, model-context-protocol, ros.
Ranked #2437 out of 24846 indexed tools.
In the top 10% of all indexed tools.
Has 10 contributors.
Ecosystem
Score Breakdown
399 stars → growing community
Last commit 1mo ago → moderate activity
46/77 issues closed → decent issue management
10 contributors → active community
No dependents → no downstream usage
135 weekly installs → early adoption
Weights: Freshness 20% · Issue Health 20% · Dependents 22% · Stars 10% · Contributors 8% · How we score →
How to Improve
Matched Queries
From the README
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<strong>Bits to atoms.<br>Atoms to bits.</strong>
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<em>If you still have a script called <code>parse_bag_final_v7.py</code>, we need to talk.</em>
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<a href="https://github.com/Extelligence-ai/bagel/blob/main/LICENSE">
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<a href="https://github.com/Extelligence-ai/bagel/actions/workflows/test.yaml">
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<a href="https://github.com/Extelligence-ai/bagel/actions/workflows/publish.yaml">
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<a href="https://discord.gg/QJDwuDGJsH">
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Bagel by Extelligence 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 over Read full README on GitHub → Get the weekly AgentRank digest
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