MCP server starters · Rank #30
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.
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
| Package | Declared | Latest | Status |
|---|---|---|---|
| pandas pandas | 2.2.0 | 3.0.6 | 1 major behind |
| Pydantic pydantic | 2.11.0 | 2.14.1 | Current |
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
- AI
- MCP SDK
- 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
- AIAgent plugin skills
four skills that teach the agent when and how to drive the server
- AnalyticsAuditable DuckDB SQL
Every calculation over your message data is DuckDB SQL, not model guesswork
- APIMCP server
An MCP server puts all of it in your LLM's hands
- DataROS bag reading
ROS 1 `.bag` and ROS 2 `.db3` bags (reading, and the reduce / snippet writers)
- DataAutomotive CAN and MDF4
CAN captures (`.blf`, `.asc` + DBC) and ASAM MDF4
- Deploypip and uvx install
`pip` / `uvx` for recorded data, Docker images for live robots and the edge
- DeployCloud upload tasks
GCS and Azure Blob upload tasks
- OtherPlain-English data queries
ask questions about robotics, drone, and IoT data in plain English
- OtherNatural-language pipelines
one sentence becomes an auditable pipeline: previewed before a byte is written
- OtherLive MQTT and InfluxDB
Live MQTT (incl. Sparkplug B) and InfluxDB sources
- OtherRerun visualization export
Rerun 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.
Watch bagel
Get told if it goes dormant, gets archived, falls further behind on a core dependency, or changes its license or price.
History
Sep 29, 2026 → Oct 19, 2026. One square per check, colored by maintenance status. Hover for details.
Show as a table
| Date | Maintenance | Dependencies | Commits (90d) |
|---|---|---|---|
| Oct 19, 2026 | Active | 1 major behind | 294 |
| Oct 12, 2026 | Active | 1 major behind | 302 |
| Sep 29, 2026 | Active | 1 major behind | 369 |
Sources
Every claim on this page comes from these public records, checked . Open them to verify.
- Commit history ↗ default branch (main) at the checked commit: pulse, contributors, last commit
- Releases ↗ latest release
- pyproject.toml ↗ declared dependency versions and stack (at commit 8e25813)
- README ↗ quoted features at the checked commit
- PyPI ↗ latest versions of Python packages (each linked in the table above)