FRENES

Web search and extraction · MCP server

Dreamwork: MCP server, setup and security

Dreamwork is an open-source MCP server that lets an AI agent find matching jobs and generate tailored application documents then track applications. Its repository has 12 stars and its last commit is from October 23, 2026 and it is licensed under MIT.

OfficialActively maintainedNeeds secretsRemote server

What Dreamwork does

According to its repository: “Dreamwork job search: browse live listings without a key, rank matches against your resume, generate tailored resumes and cover letters, apply and track applications.”

An MCP server gives an AI agent extra tools it calls during the conversation: the agent reads their description, decides to use them and gets the result back. Dreamwork is listed under Web search and extraction, a category of 159 servers in the directory, where it ranks #103 by stars.

Topics declared by the repository: ai-agents, job-search, typescript.

Installing and connecting Dreamwork

Distribution modes declared in the official MCP registry:

  • npm package (Node.js, usually started with npx)
  • remote server (streamable-http): you connect to it by URL, with nothing to install locally

Like any MCP server, you declare it in your client's configuration (Claude Desktop, Claude Code, Cursor, VS Code, Codex…): a name, the command that starts it or its URL, and any environment variables. The client then starts it and lists its tools. Project language: TypeScript. Listed systems: macOS, Windows, Linux.

The registry lists one secret variable to provide (API key, access token). Keep them in the client's environment variables, never in a shared file or a repository.

Security: what to check

An MCP server runs code with the rights you give it, and the model reads its tool descriptions: a malicious or compromised server can hijack the agent. Read the code, or pick a maintained and widely used server, before connecting it.

Points found for Dreamwork:

  • Secrets: the server acts with your credentials. Create a dedicated key with minimum rights and an expiry date.

Good practice: grant only the rights needed (least privilege), require human approval for irreversible actions, and run the AI agent security check.

Project activity and maintenance

Created on October 3, 2026, the dreamworkhq/mcp repository has 12 stars and 2 forks, with 1 open issues. It has more stars than 29% of the servers in the directory. It received changes this month. Version published in the registry: 1.9.1 (October 21, 2026).

Stars measure attention, not quality: a recent, heavily promoted project can collect them fast, while a useful but niche server will have few.

WigoloWigolo : 5.5K5.5KExa MCP serverExa MCP server : 5.2K5.2KJobSpyJobSpy : 4.6K4.6KTolgeeTolgee : 4.1K4.1KArxiv MCP serverArxiv MCP server : 3.2K3.2KTrieveTrieve : 2.7K2.7KTavily MCPTavily MCP : 2.5K2.5KOpen webSearchOpen webSearch : 1.9K1.9KDreamworkDreamwork : 1212
GitHub stars of the most followed servers in the category (log scale); Dreamwork in orange. Checked October 25, 2026.

Verdict

Dreamwork is a reasonable choice; check the points below before connecting it.

Strengths

  • Maintained by the service's own vendor
  • Active project: recent commit
  • Listed in the official MCP registry
  • Usable remotely, without installation
  • Permissive licence (MIT)

Limitations

  • Requires an API key or token
  • Few visible users

Avoid if…

  • You do not want to give credentials to an agent

Frequently asked questions

How do I install Dreamwork?

Dreamwork is distributed as npm package (Node.js, usually started with npx) and a remote server. Add it to your client's MCP configuration (Claude Desktop, Cursor, VS Code…) following the README of dreamworkhq/mcp.

Is Dreamwork free?

The code is published under the MIT licence and can be used free of charge. It needs an API key: the service it connects to may be paid.

Is Dreamwork safe?

Points to watch: secrets. Give it minimum rights and approve sensitive actions.

Is it an official server?

Yes: the awesome-mcp-servers list marks it as the service vendor's official implementation.

What are the alternatives to Dreamwork?

In the same category: Exa MCP server, Brave search MCP server, Arxiv MCP server, and JobSpy. Exa MCP server and Brave search MCP server score higher on our grid.

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Neutrality. No affiliate links. No vendor pays to be reviewed, rated or ranked. Reviews are directed by François Chollet, neutral and factual, and every data point is dated and sourced. How we score