com.dropwatchhq/cassandra-predict vs Aito
com.dropwatchhq/cassandra-predict is an MCP server published by dropwatchhq.com. Marketplaces we read that list it: 1 (Official MCP Registry). Aito is an MCP server published by AitoDotAI. Marketplaces we read that list it: 1 (Official MCP Registry). As of our marketplace pass on 2026-11-09. 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
| Marketplace |  Aito | |
|---|---|---|
| Official MCP Registry | Listed Version: 1.0.0 No figure published Not marked · First seen |
Listed Version: 1.2.1 Downloads/month (PyPI): 0 Downloads/week (PyPI): 48 Forks (GitHub): 0 Stars (GitHub): 5 Not marked · First seen |
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
| Fact | com.dropwatchhq/cassandra-predict | Aito |
|---|---|---|
| Marketplaces that list it | 1 | 1 |
| Stars (GitHub) (differs) | No figure on GitHub | 5 |
| Forks (GitHub) (differs) | No figure on GitHub | 0 |
| Last release (differs) | Not published | 2026-10-24 |
| Where it runs (differs) | Remote server (predict.dropwatchhq.com/mcp) | On your machine (aito-mcp) |
| Transport (differs) | Streamable HTTP | stdio |
| Tools it declares | Not published | Not published |
| Environment variables it asks for (differs) | Not published | 3, secrets among them: 1 |
| Licence | Not stated | Not stated |
| Repository (differs) | Not stated | github.com/aitodotai/aito-python-tools |
| Changes in the last 7 days | 0 | 0 |
| First seen | 2026-10-11 | 2026-10-11 |
| Endpoint at the last check (differs) | Status out of date: last check 38 h ago returned HTTP 200 | no remote endpoint we check |
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
com.dropwatchhq/cassandra-predict
Cassandra prediction hub: one MCP door over govcon forecasts (recompete, contractor signals).
Aito
Predictions over your own data with $p and $why, no model training; says when Aito does not fit.
How to run each
com.dropwatchhq/cassandra-predict As a remote MCP server
claude mcp add --transport http cassandra-predict https://predict.dropwatchhq.com/mcpAito As a local MCP server: PyPI package
claude mcp add --env "AITO_API_KEY=<YOUR_AITO_API_KEY>" --transport stdio aito -- uvx aito-mcpRequires: AITO_API_KEY (secret)
Commands built only from what the marketplaces declare; the full set for every client is on each card.
Only com.dropwatchhq/cassandra-predict has a remote endpoint we check. How we check endpoints
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 com.dropwatchhq/cassandra-predict publish no settings it asks for, so we do not compare settings.
What it can do: com.dropwatchhq/cassandra-predict · What it can do: Aito · Compare two other plugins
Data comes from the Official MCP Registry (registry.modelcontextprotocol.io), CC0 1.0. Figures come from our own regular passes over the marketplaces, last read on . We publish no contact details for plugin publishers.