Ext Ops Panel
Open dashboard
Comparison

EmbeddedCI BenchPod vs io.github.pooriaarab/agentsandboxes

EmbeddedCI BenchPod is an MCP server published by embeddedci-com. Marketplaces we read that list it: 2 (Official MCP Registry, PyPI (MCP servers)). io.github.pooriaarab/agentsandboxes is an MCP server published by pooriaarab. Marketplaces we read that list it: 1 (Official MCP Registry). As of our marketplace pass on 2026-10-25. This pair was picked by a reader, not by our comparison rule, so search engines are asked not to index the page.

Where each is published

Where each is published
MarketplaceEmbeddedCI BenchPodio.github.pooriaarab/agentsandboxes
Official MCP Registry Listed
Version: 2.13.3
Downloads/month (PyPI): 1 509
Downloads/week (PyPI): 683
Forks (GitHub): 0
Stars (GitHub): 0
Not marked · First seen
Listed
Version: 1.0.0
No figure published
Not marked · First seen
PyPI (MCP servers) Listed
Version: 2.13.3
Downloads/month (PyPI): 1 509
Downloads/week (PyPI): 683
Forks (GitHub): 0
Stars (GitHub): 0
Not marked · First seen
Not listed

Each figure is the marketplace's own and is never added up across marketplaces. A marketplace that publishes no figure shows none: no number is not zero.

The facts side by side

EmbeddedCI BenchPod vs io.github.pooriaarab/agentsandboxes
FactEmbeddedCI BenchPodio.github.pooriaarab/agentsandboxes
Marketplaces that list it (differs)2 (better)1 (worse)
Stars (GitHub) (differs)0No figure on GitHub
Forks (GitHub) (differs)0No figure on GitHub
Last release (differs)2026-10-20Not published
Where it runs (differs)On your machine (embeddedci-mcp)Remote server (agentsandboxes.fyi/mcp)
Transport (differs)stdioStreamable HTTP
Tools it declaresNot publishedNot published
Environment variables it asks for (differs)3, secrets among them: 1Not published
Licence (differs)Apache-2.0Not stated
Repository (differs)github.com/embeddedci-com/embeddedci-pythongithub.com/pooriaarab/directory
Changes in the last 7 days (differs)42
First seen (differs)2026-10-112026-10-21
Endpoint at the last check (differs)no remote endpoint we checknot checked yet

Lines where the two differ have a tinted background and bold values. Where the data itself says which value is better (more marketplaces, a larger figure of the same marketplace, a fresher release, a verified mark on a marketplace that lists both), the better one is also marked green with ▲ and the worse one red with ▼. Where it runs, the transport, the tools, the settings, hooks, the bundle's parts, the licence and the week's changes are marked only as different: more or fewer is not better in itself.

What each says it does

EmbeddedCI BenchPod

In its own words, on Official MCP Registry:

Drive a BenchPod hardware-in-the-loop bench: power, flash, UART, I2C, CAN, analog and logic.

io.github.pooriaarab/agentsandboxes

In its own words, on Official MCP Registry:

A neutral index of cloud sandboxes for AI agents.

How to run each

EmbeddedCI BenchPod As a local MCP server: PyPI package

Claude Code
claude mcp add --env "BENCHPOD_API_KEY=<YOUR_BENCHPOD_API_KEY>" --transport stdio embeddedci-mcp -- uvx embeddedci-mcp

Requires: BENCHPOD_API_KEY (secret)

io.github.pooriaarab/agentsandboxes As a remote MCP server

Claude Code
claude mcp add --transport http agentsandboxes https://agentsandboxes.fyi/mcp

Commands built only from what the marketplaces declare; the full set for every client is on each card.

Tools each declares

Neither one's marketplaces publish a list of tools, so there is nothing to compare.

Settings each asks for

The marketplaces of io.github.pooriaarab/agentsandboxes publish no settings it asks for, so we do not compare settings.

What it can do: EmbeddedCI BenchPod · What it can do: io.github.pooriaarab/agentsandboxes · Compare two other plugins

Data comes from the Official MCP Registry (registry.modelcontextprotocol.io), CC0 1.0. Package data comes from the Python Package Index (pypi.org). Figures come from our own regular passes over the marketplaces, last read on . We publish no contact details for plugin publishers.

Where the data comes from: how the catalog is built