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Extelligence-ai / bagel

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.

Why this job: says: mcp server; topics: mcp-server, model-context-protocol, mcp

Picture from the Extelligence-ai/bagel README

What it does

  • 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":
  • Broad LLM support. Claude Code, Gemini, Cursor, Codex, Grok Build, Grok Bot, and more.
  • Installs your way. pip / uvx for recorded data, Docker images for live robots and the edge.

Get started

No single install command. Read the steps in the README (opens in new tab)

Maintenance
Active
Last commit 5 days ago
Stars
404
+5 this week
Licence
Apache-2.0
Allows business use
Downloads for
None listed
No release files
Latest version
v2.5.2
Released 31 days ago
Built with
Python
100% of the code

Is it looked after?

Contributors
3
Last 90 days
Issues
67% closed
23 still open
Pull requests
183 merged
8 waiting
Releases
11
11 in the last year

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More: languages, topics and project record

Languages

  • Python 100%
  • Shell <1%
  • JavaScript <1%

Topics

  • ardupilot
  • betaflight
  • claude
  • data-reduction
  • drone
  • duckdb
  • iot
  • mcap
  • mcp
  • mcp-server
  • model-context-protocol
  • px4-autopilot

Project record

  • JobMCP servers
  • StatusListed
  • Commits799
  • Forks31
  • Watching9
  • Stars in 28 days+7
  • CreatedJun 27, 2025
  • First seen by usNov 7, 2026
  • CheckedNov 7, 2026

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