MCP server starters · Rank #30

B

bagel

Grade B: derived only from the two verdicts below. How grades work

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.

Active1 major behindFree

Why this verdict

How we check →
  • 294 commits by 3 contributors in the last 90 days (28 in the last 30). receipt ↗
  • Latest release v2.5.2, 9 days ago. receipt ↗
  • pandas 2 declared; latest is 3 (1 major behind). receipt ↗
  • On current major: Pydantic. receipt ↗

Snapshot: commit 8e25813 on main, checked 2026-10-19 07:11 UTC. Receipts link to files at this exact commit.

Dependency freshness

PackageDeclaredLatestStatus
pandas pandas2.2.03.0.61 major behind
Pydantic pydantic2.11.02.14.1Current

Declared = lowest version the kit's dependency file (package.json, pyproject.toml or requirements.txt) allows. Latest = the npm "latest" tag or the newest PyPI release. TypeScript, the Stripe SDK, FastAPI and other 0.x packages are shown but not counted in the verdict.

What's in the stack

API layer
Pydantic

Detected from declared dependencies. A listed package means it's installed, not necessarily fully wired up.

What the README says you get

  • AI
    Agent plugin skillsfour skills that teach the agent when and how to drive the server
  • Analytics
    Auditable DuckDB SQLEvery calculation over your message data is DuckDB SQL, not model guesswork
  • API
    MCP serverAn MCP server puts all of it in your LLM's hands
  • Data
    ROS bag readingROS 1 `.bag` and ROS 2 `.db3` bags (reading, and the reduce / snippet writers)
  • Data
    Automotive CAN and MDF4CAN captures (`.blf`, `.asc` + DBC) and ASAM MDF4
  • Deploy
    pip and uvx install`pip` / `uvx` for recorded data, Docker images for live robots and the edge
  • Deploy
    Cloud upload tasksGCS and Azure Blob upload tasks
  • Other
    Plain-English data queriesask questions about robotics, drone, and IoT data in plain English
  • Other
    Natural-language pipelinesone sentence becomes an auditable pipeline: previewed before a byte is written
  • Other
    Live MQTT and InfluxDBLive MQTT (incl. Sparkplug B) and InfluxDB sources
  • Other
    Rerun visualization exportRerun export

Extracted from the kit's README by a local AI model (deepseek-flash) on Oct 19, 2026. Every item is checked against an exact README quote; 3 unverifiable items were discarded. A README claim is the maker's description, not something we tested.

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History

Sep 29, 2026 → Oct 19, 2026. One square per check, colored by maintenance status. Hover for details.

Show as a table
DateMaintenanceDependenciesCommits (90d)
Oct 19, 2026Active1 major behind294
Oct 12, 2026Active1 major behind302
Sep 29, 2026Active1 major behind369

Sources

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