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MCP Resume and Cover Letter in Cline

Resumes and cover letters as Word files, from one stored profile. It keeps one structured profile, writes the resume as .docx trimmed to a page budget with the posting's keywords bolded where you actually have them, drafts a one-page cover letter whose every proof line is a verbatim bullet from that profile, and reports the gaps against a job description instead of filling them in.

Put profile_get, tailor_to_job and resume_to_markdown in autoApprove and keep cover_letter_create out, because on the free tier each letter spends one of three that month.

What you get in Cline

You sayTool
Here is my CV: Ada Rowe, backend engineer, Acme Pay since 2021.profile_set
How well do I match this posting?tailor_to_job
Make me a one-page resume for this role and write the letter, direct tone.resume_create then cover_letter_create

There is no page-layout engine in pure JavaScript, so trimming runs on a word budget: 450 words of body text per A4 page, 540 in the compact style. Every role keeps its first bullet before any role gets a second, and every bullet dropped is named in the response.

Install it in Cline

The file is mcp.json, and the key inside it is mcpServers.

ScopePath
Cline CLI~/.cline/mcp.json
The editor extensionopened from the Cline panel, not by path; the documentation deliberately calls it the MCP settings JSON used by the extension

If you also run Claude Desktop, the shortest path there is one click: resume.mcpb from the bundle catalog opens as an extension, with no JSON and no terminal. Cline reads its own config, so here it is:

The config block:

{
  "mcpServers": {
    "resume": {
      "command": "node",
      "args": ["/absolute/path/to/mcp-servers/servers/resume/dist/index.js"],
      "disabled": false,
      "autoApprove": []
    }
  }
}

The node command above wants a built file. From a clone, once:

git clone https://github.com/theluckystrike/mcp-servers.git
cd mcp-servers && npm install
npm run build -w packages/mcp-license -w servers/resume

That writes servers/resume/dist/index.js, and its absolute path is the one argument the config needs.

The npm packages are not published yet, so the form below returns a 404 today. It is here because it is what the entry becomes the day the publish lands, with nothing else changed:

{
  "mcpServers": {
    "resume": {
      "command": "npx",
      "args": ["-y", "@theluckystrike/mcp-resume"]
    }
  }
}

No full-app restart. The MCP settings actions include restarting an unresponsive server if its tools do not appear.

Nothing is published to npm yet, so the working install paths are the ones above: the .mcpb bundle from the bundle catalog, a clone and build, or the hosted URL.

No install: the hosted endpoint

The same server runs at https://mcp.zovo.one/mcp/resume over MCP streamable HTTP, no install. Mint a free token with curl https://mcp.zovo.one/mcp/token, or use a Pro key. It has no filesystem, so a file comes back as a one-hour download link.

Write the transport in. Omitting type falls back to the legacy sse transport, which will not talk to this endpoint:

{
  "mcpServers": {
    "resume": {
      "type": "streamableHttp",
      "url": "https://mcp.zovo.one/mcp/resume",
      "headers": { "Authorization": "Bearer <token>" }
    }
  }
}

Cline notes worth knowing first

Cline is the one client here with an unsafe transport default. `type` selects it, and omitting `type` falls back to the legacy sse transport, so a streamable HTTP endpoint needs it written in or you will debug a server that is fine. Local entries carry "disabled" and an "autoApprove" array.

Free: profile, the modern style, markdown and HTML exports, 3 cover letters a month, postings up to 2,000 characters. Pro is $19 once, verified offline.

Questions

Where does the config live?

The CLI reads ~/.cline/mcp.json. For the extension, do not hunt for a path: MCP Servers icon, Configure tab, Configure MCP Servers. cline mcp opens a wizard, and cline config mcp --json is the non-interactive form.

The hosted endpoint will not connect.

Set the transport explicitly. Omitting type falls back to the legacy sse transport, so streamable HTTP needs "type": "streamableHttp" written in.

Should I auto-approve MCP Resume and Cover Letter's tools?

Approve the read-only ones and leave the writing ones behind a click: each entry carries an autoApprove array and a disabled flag.

Related

MCP Resume and Cover Letter in detail · The same server in Windsurf and Claude.ai and Claude Desktop connectors · Every server in Cline · Guides · Cline docs · Buy Pro

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