bagel: Query robotics, drone, and IoT data in plain English through an MCP server, with an intelligent edge data

by Extelligence-ai · MCP Server · ★ 406

Last updated: · Indexed by AgentSkillsHub · Auto-synced every 8h

Featured in: MCP Database Tools

How to install bagel

git clone https://github.com/Extelligence-ai/bagel.git && cd bagel
claude mcp add --transport sse bagel http://0.0.0.0:8000/sse

Taken from the project's README on GitHub.

Security audit verdict: SAFE · quality 66/100

None of the 43 rules matched — no credential harvesting, no data exfiltration, no curl-pipe-shell installer. Scanned against 43 published rules built on the SlowMist agent-security taxonomy, refreshed every 8 hours.

The quality score combines nine heuristic checks of the repo and its README: completeness, clarity, specificity, examples, structure, agent readiness, step-by-step content, instruction quality and security notes. It rates how well the project explains itself to an agent, not the code.

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Quick Facts

Stars406
Forks31
LanguagePython
CategoryMCP Server
LicenseApache-2.0
Quality Score66/100
Open Issues32
Last Updated2026-11-11
Created2025-06-27
Platformsclaude-code, mcp, python
Est. Tokens~15k

About bagel

Unlike cat videos, most data are trapped in the physical world. Bagel unlocks them and lets you chat with your physical data—just like you do with ChatGPT. For example: Is my IMU sensor overheating? Can’t wait to try it out? 👉 Check out the Quickstart. 🥯 Key Features Ask in plain language: No deep domain expertise needed. Transparent calculations: Deter

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How this security grade is produced

Grades come from a rule-based scan built on the SlowMist agent-security taxonomy: 43 published rules, covering credential harvesting, data exfiltration, curl | sh installers and more. It is a first-layer scan, not a manual audit — we say so rather than overstate it.

The scale of the problem is documented independently: Liu et al. (2026), in a study of 31,132 agent skills, report that 26.1% contain security vulnerabilities. Our own full-catalog census is published as a citable open dataset.

Sources & who's responsible:

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