resume-to-jobdescription-matcher

Match resumes to job descriptions and evaluate candidate fit using semantic similarity.

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What it can do

  • Score Resume Match: Evaluate how well a candidate's resume matches a job description. This tool computes a semantic similarity score between a job description and a resume using embeddings. Returns a

What data it sees

Do you need an account

No: the server works without sign-in

Match resumes to job descriptions and evaluate candidate fit using semantic similarity.

This tool computes a match score between a candidate’s resume and a job description based on skills, experience, and context.

Use this tool to:

  • Screen candidates against a job description
  • Rank resumes by relevance
  • Evaluate candidate fit for a role

Provide both the full job description and resume as plain text.

Returns a score from 0 to 100, where higher scores indicate better alignment.

How to connect

How to connect resume-to-jobdescription-matcher to Claude

The server address to paste into Claude settings:

https://resume-to-jobdescription-matcher--theideatribe.run.tools

  1. Open Claude (claude.ai or the desktop app).
  2. Go to Settings → Connectors.
  3. Click Add custom connector.
  4. Paste the server address copied below into Remote MCP server URL and click Add.
  5. In a chat, click + → Connectors and switch the new connector on.

Custom connectors are available on Free, Pro, Max, Team and Enterprise plans (Free is limited to one). On Team and Enterprise an organization Owner adds the connector first under Organization settings → Connectors.

Authorization

After you click Add, a sign-in window for the service opens. Sign in with your own account and approve access. Claude never sees your password.

How to connect resume-to-jobdescription-matcher to ChatGPT

The server address to paste into ChatGPT settings:

https://resume-to-jobdescription-matcher--theideatribe.run.tools

  1. Open ChatGPT in a browser (chatgpt.com). A Plus, Pro, Business, Enterprise or Edu plan is required.
  2. Turn on developer mode once: Settings → Apps → Advanced settings → Developer mode.
  3. Open Settings → Connectors and click Create.
  4. Fill in the form: Name (anything), Description (one line about what the service does), MCP server URL (copy it below).
  5. Under Authentication choose OAuth if the service requires sign-in, otherwise None. Click Create.
  6. In a new chat open + → Apps/Connectors and enable the connector.

OpenAI has renamed this section before (Connectors → Apps/Plugins). If the label differs, search settings for "developer mode". On Business/Enterprise workspaces an admin must allow custom connectors first.

Authorization

On first use ChatGPT opens the service's sign-in window. Sign in and approve access.

How to connect resume-to-jobdescription-matcher to Cursor

The server address to paste into Cursor settings:

https://resume-to-jobdescription-matcher--theideatribe.run.tools

Fastest: click Open in Cursor below and confirm the prompt.

Manually:

  1. In Cursor open Settings → Cursor Settings → MCP and click Add new global MCP server.
  2. Paste the JSON copied below into ~/.cursor/mcp.json (per project: .cursor/mcp.json in the repo root).
  3. Save the file. The server appears in the MCP list; authorize it there if asked.

Authorization

If the service needs sign-in, an authorize button appears next to the server in the MCP list.

Server tool list (1)

Raw names from tools/list. Only developers need these.

score_resume_matchEvaluate how well a candidate's resume matches a job description. This tool computes a semantic similarity score between a job description and a resume using embeddings. Returns a score between 0 and 100 indicating match quality.