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jobscan-mcp

by aminafara123
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jobscan-mcp

An MCP server over my job-scan-automation dataset: the daily market scan behind uae-remote-jobs-daily, exposed as tools that any MCP-capable AI client can call.

MCP (Model Context Protocol) is the open standard for giving AI models controlled access to tools and data. This server is the pattern in miniature and in production: my own dataset, four read-only tools, and a model on the other end that can suddenly answer questions like "any new GRC postings this week?" with real data instead of guesses.

Tools

Tool

What it does

latest_report()

Full text of the most recent daily scan

search_jobs(query, days)

Search postings across the last N days of reports, links included

market_stats(days)

Per-day relevant/new counts: the pulse of the niche market

is_seen(company, title)

Whether the scanner's dedupe memory already knows a posting

Related MCP server: mcp-job-radar

Setup

python3 -m venv .venv
.venv/bin/pip install mcp

Wire it into Claude Code:

claude mcp add jobscan -- /path/to/jobscan-mcp/.venv/bin/python /path/to/jobscan-mcp/server.py

Then just ask: "check the job scan: anything new in IAM in the last week?" and watch the model call search_jobs("IAM", 7) on its own.

Design notes

  • Read-only by construction. Every tool reads files, nothing mutates the dataset. Giving a model tools means deciding what it must never be able to do, and here that decision is structural, not a prompt instruction.

  • Sanitization at the boundary. The underlying reports can carry the operator's personal notes, so the server strips them before anything crosses the protocol. Data boundaries belong in code, not in hope.

  • Small on purpose. Four tools, one file, standard library plus the mcp SDK. An MCP server doesnt need to be a platform to be useful. It just needs to expose the right verbs over data you actually maintain.

About

Al Amin Bashir Afara, Dubai · github.com/aminafara123 · linkedin.com/in/aminafara

This server cannot be deployed

One endpoint for every MCP toolRayrun runs every MCP server behind one URL and holds the credentials. Each call is decided per client, tool, and argument, then recorded.ray.runAd

Maintenance

ActivityMaintained
ResponsivenessNo issues

Resources

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