Perplexity vs Bee — The Progressive Intelligence Engine
Perplexity is an MCP server published by perplexityai. Marketplaces we read that list it: 1 (Docker MCP Catalog). Bee — The Progressive Intelligence Engine is an MCP server published by cuilabs. Marketplaces we read that list it: 1 (Official MCP Registry). As of our marketplace pass on 2026-10-13. 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 | ||
|---|---|---|
| Docker MCP Catalog | Listed Version: sha256:7816f45a6f26 Forks (GitHub): 380 Pulls (Docker Hub): 79 864 Stars (Docker Hub): 17 Stars (GitHub): 2 562 Not marked · First seen |
Not listed |
| Official MCP Registry | Not listed | Listed Version: 0.6.0 Forks (GitHub): 0 Stars (GitHub): 1 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 | Perplexity | Bee — The Progressive Intelligence Engine |
|---|---|---|
| Marketplaces that list it | 1 | 1 |
| Stars (GitHub) (differs) | 2 562 (better) | 1 (worse) |
| Pulls (Docker Hub) (differs) | 79 864 | No figure on Docker Hub |
| Forks (GitHub) (differs) | 380 (better) | 0 (worse) |
| Last release | Not published | Not published |
| Where it runs (differs) | On your machine (mcp/perplexity-ask) | On your machine (bee-sdk) |
| Transport | stdio | stdio |
| Tools it declares (differs) | 3 | Not published |
| Environment variables it asks for (differs) | 1, secrets among them: 1 | 3, secrets among them: 1 |
| Licence (differs) | MIT | Not stated |
| Repository (differs) | github.com/ppl-ai/modelcontextprotocol | github.com/cuilabs/bee-community |
| Changes in the last 7 days | 0 | 0 |
| First seen | 2026-10-11 | 2026-10-11 |
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
Perplexity
Connector for Perplexity API, to enable real-time, web-wide research.
Bee — The Progressive Intelligence Engine
Bee — The Progressive Intelligence Engine: tiered LLM, 4 tools, hosted API, free tier.
How to run each
Perplexity As a local MCP server: Docker image
claude mcp add --env "PERPLEXITY_API_KEY=<YOUR_PERPLEXITY_API_KEY>" --transport stdio perplexity-ask -- docker run -i --rm -e PERPLEXITY_API_KEY mcp/perplexity-ask
Requires: PERPLEXITY_API_KEY (secret)
Bee — The Progressive Intelligence Engine As a local MCP server: PyPI package
claude mcp add --env "BEE_API_KEY=<YOUR_BEE_API_KEY>" --transport stdio bee -- uvx bee-sdk
Requires: BEE_API_KEY (secret)
Commands built only from what the marketplaces declare; the full set for every client is on each card.
Tools each declares
The marketplaces of Bee — The Progressive Intelligence Engine publish no list of tools, so we do not compare tools.
Settings each asks for
Only Perplexity asks for
PERPLEXITY_API_KEY (secret)
Only Bee — The Progressive Intelligence Engine asks for
BEE_API_KEY (secret)BEE_API_URLBEE_MODEL
Settings as each marketplace publishes them. Asking for fewer is not better in itself.
What it can do: Perplexity · What it can do: Bee — The Progressive Intelligence Engine · Compare two other plugins
Data comes from the Docker MCP Catalog (desktop.docker.com/mcp/catalog) and Docker Hub. 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.