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Comparison

Wayfound vs grad-agent

Wayfound is an MCP server published by docker. Marketplaces we read that list it: 1 (Docker MCP Catalog). grad-agent is an MCP server published by i-ninte. Marketplaces we read that list it: 1 (Official MCP Registry). As of our marketplace pass on 2026-10-16. 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
MarketplaceWayfoundgrad-agent
Docker MCP Catalog Listed
Version: not stated
No figure published
Not marked · First seen
Not listed
Official MCP Registry Not listed Listed
Version: 0.2.9
Downloads/month (PyPI): 471
Downloads/week (PyPI): 101
Forks (GitHub): 1
Stars (GitHub): 4
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

Wayfound vs grad-agent
FactWayfoundgrad-agent
Marketplaces that list it11
Stars (GitHub) (differs)No figure on GitHub4
Forks (GitHub) (differs)No figure on GitHub1
Last releaseNot publishedNot published
Where it runs (differs)Remote server (app.wayfound.ai/sse)On your machine (grad-agent)
Transport (differs)SSEstdio
Tools it declares (differs)4Not published
Environment variables it asks for (differs)1, secrets among them: 111, secrets among them: 4
Licence (differs)Apache-2.0Not stated
Repository (differs)Not statedgithub.com/i-ninte/grad-agent
Changes in the last 7 days00
First seen2026-10-112026-10-11
Endpoint at the last check (differs)Responded 23 h ago, requires a keyno 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

Wayfound

In its own words, on Docker MCP Catalog:

Wayfound’s MCP server allows business users to govern, supervise, and improve AI Agents.

grad-agent

In its own words, on Official MCP Registry:

Autonomous MCP agent for grad school applications: prof discovery, cold emails, SOP, tracking.

How to run each

Wayfound As a remote MCP server

Claude Code
claude mcp add --transport sse wayfound https://app.wayfound.ai/sse

Requires: MCP_API_KEY (secret)

grad-agent As a local MCP server: PyPI package

Claude Code
claude mcp add --env "ANTHROPIC_API_KEY=<YOUR_ANTHROPIC_API_KEY>" --env "GITHUB_TOKEN=<YOUR_GITHUB_TOKEN>" --env "HF_TOKEN=<YOUR_HF_TOKEN>" --env "SMTP_FROM=<YOUR_SMTP_FROM>" --env "SMTP_PASSWORD=<YOUR_SMTP_PASSWORD>" --env "SMTP_PORT=<YOUR_SMTP_PORT>" --env "SMTP_SERVER=<YOUR_SMTP_SERVER>" --env "SMTP_USERNAME=<YOUR_SMTP_USERNAME>" --transport stdio grad-agent -- uvx server grad-agent

Requires: ANTHROPIC_API_KEY (secret), GITHUB_TOKEN (secret), HF_TOKEN (secret), SMTP_FROM, SMTP_PASSWORD (secret), SMTP_PORT, SMTP_SERVER, SMTP_USERNAME

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

Only Wayfound has a remote endpoint we check. How we check endpoints

Tools each declares

The marketplaces of grad-agent publish no list of tools, so we do not compare tools.

Settings each asks for

Only Wayfound asks for

  • MCP_API_KEY (secret)

Only grad-agent asks for

  • ANTHROPIC_API_KEY (secret)
  • GITHUB_TOKEN (secret)
  • GRAD_AGENT_HOME
  • HF_TOKEN (secret)
  • LOR_LETTERHEAD_PATH
  • LOR_LETTERHEAD_WIDTH
  • SMTP_FROM
  • SMTP_PASSWORD (secret)
  • SMTP_PORT
  • SMTP_SERVER
  • SMTP_USERNAME

Settings as each marketplace publishes them. Asking for fewer is not better in itself.

What it can do: Wayfound · What it can do: grad-agent · 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.

Where the data comes from: how the catalog is built