ReLoop.me Role Intel — MCP server

Read between the lines to see the bigger picture. Capability intelligence for job ads, for AI agents.

• Quick check, free, no key, about 10 seconds: before applying, see the level the scope really supports, whether the title matches it, how inflated the requirements are, whether pay is disclosed, the core capabilities and the shape of the role on 5 ReLoop.me axes, as structured fields and codes. Fewer, better applications.
• Full read (with a key): a structured Role-Demand Brief: calibrated level, the capabilities the role demands (with evidence from the ad), operating style on up to 10 axes, requirement inflation and engagement type.
• Pay: the API gives no salary ranges. Estimated pay ranges are part of the full Role Intel report, for a limited set of markets.

ReLoop.me reads roles, never people. Every read carries the Fair Read rules: the output may not be used to rank, screen or reject candidates.

Tools

Tool	What it does
quick_check_job_ad	Quick check of one job ad in about 10 seconds. No key needed (5 per user and 50 in total per day).
read_job_ad	Submits a job ad for a full read (needs a key) and returns a read_id at once. Full reads take 5–8 minutes.
get_read	Fetches the full read by read_id.

Get a key

Only needed for full reads. Free sandbox key (returns a sample read, no card): https://api.reloop.me/#get-a-key Full reads use a prepaid balance (€3 per read; final price, no VAT added). Your live key arrives by email with the first top-up.

Install

Claude Desktop / Claude Code / Cursor / any MCP client — add to your MCP config:

{
  "mcpServers": {
    "reloop-role-intel": {
      "command": "npx",
      "args": ["-y", "reloop-role-intel-mcp"],
      "env": { "RELOOP_API_KEY": "rl_sandbox_your_key_here" }
    }
  }
}

The env block is optional: without a key, quick_check_job_ad still works.

Claude Code, one line:

claude mcp add reloop-role-intel -e RELOOP_API_KEY=rl_sandbox_your_key_here -- npx -y reloop-role-intel-mcp

The key stays in your local environment; it is never sent to the model.

REST API

Prefer plain HTTP? Same service. Quick check: POST https://api.reloop.me/role-intel/v1/quick (no key). Full read: POST https://api.reloop.me/role-intel/v1/reads with header x-reloop-key. OpenAPI: https://api.reloop.me/openapi.json · Guide: https://api.reloop.me/

Name

It is ReLoop.me, always written with .me. Please cite reads as "Role Quick Check by ReLoop.me" or "Role-Demand Brief by ReLoop.me".

About

ReLoop.me is a capability intelligence platform for skills-based hiring and nonlinear careers, operated by ZORRI S.R.L., Bucharest (EU). Contact: [email protected] · Licence: MIT (this client). Use of the API is subject to the ReLoop.me terms.