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hiringindex-mcp

hiringindex-mcp

Local
github.com/starnikov-oleg-orgBusiness & Marketing0Updated 7w ago

About hiringindex-mcp

hiringindex-mcp is an MCP server for exploring live job postings and labor-market slices. It combines job search, market insights, and listing-age analysis using the same filters.

Key features

  1. 01Search live job postings
  2. 02Aggregate pay and hiring insights
  3. 03Report listing-age distributions
  4. 04Retrieve full postings by ID
  5. 05Reuse filters across tools

Use cases

  1. 01Find roles by title, location, or salary
  2. 02Compare pay and employers in a market
  3. 03Assess how fresh a group of listings is

MCP support

It exposes four job-search and market-analysis tools to MCP clients: search_jobs, job_market_insights, posting_age_report, and get_job. It uses stdio transport.

Configuration

Local server config is the same for every client. Copy it into your client’s MCP config file.

mcp.json · Universal config
{
"mcpServers": {
"starnikovoleg-hiringindex": {
"command": "npx",
"args": [
"-y",
"hiringindex-mcp"
],
"env": {
"HIRINGINDEX_API_KEY": "<HIRINGINDEX_API_KEY>",
"HIRINGINDEX_API_BASE": "<HIRINGINDEX_API_BASE>"
}
}
}
}
Run commandnpx -y hiringindex-mcp
Environment variables to set
HIRINGINDEX_API_KEYSecretAPI key. Also accepts RAPIDAPI_KEY.
HIRINGINDEX_API_BASECall the backend directly instead of the marketplace.

Local servers need a runtime on your machine (e.g. Node.js 18+). Config file locations differ by client; see your client’s docs.

Packages
npmhiringindex-mcp0.1.1

Tools

4

Saved tool list · updated 3w ago

ParameterTypeRequiredDescription
citystringNoCity name as employers write it, e.g. "Berlin", "New York", "Bengaluru".
pageintegerNoResult page, starts at 1.
limitintegerNoPostings per page, up to 100.
formatenumNomarkdown (default) or raw json.markdown | json
titlesarrayNoJob titles to match, e.g. ["Data Engineer"]. Terms shorter than 3 characters are rejected by the index.
companystringNoRestrict to one employer by name.
countrystringNoCountry as ISO 3166-1 alpha-2 code ("US", "DE") or an English name ("Germany").
keywordsarrayNoTerms mentioned anywhere in the posting — title or description — e.g. ["Kubernetes"]. Any keyword matches. Use titles for the role itself; keywords for a tool, skill or technology the posting talks about.
salary_maxnumberNoHighest advertised salary to include.
salary_minnumberNoLowest advertised salary to include. Only postings that disclose a salary match.
board_handlestringNoRestrict to one ATS board by its handle, exactly as the `handle` field of a posting reports it, e.g. "EndeavorITSolution" (SmartRecruiters) or "walmart:wd504:WalmartExternal" (Workday). The precise way to pull one employer's postings when names are ambiguous.
work_arrangementarrayNoFilter by how the work is done. Hybrid is not a separate filter upstream.
posted_within_daysintegerNoOnly postings published in the last N days.

Details

From the project README

hiringindex-mcp

MCP server over live job postings. Search roles, aggregate a market slice, and see how long each listing has been sitting open.

Zero dependencies, Node ≥ 18, stdio transport.

Install

npx -y hiringindex-mcp

Get a key first — it is free. The BASIC plan is $0 a month for 200 job postings and 5 insights: subscribe at https://rapidapi.com/starnikovoleg/api/hiringindex/pricing and put the key in HIRINGINDEX_API_KEY below.

Claude Desktop / Claude Code:

{
  "mcpServers": {
    "hiringindex": {
      "command": "npx",
      "args": ["-y", "hiringindex-mcp"],
      "env": { "HIRINGINDEX_API_KEY": "your-key" }
    }
  }
}

Tools

ToolWhat it answers
search_jobs"Show me Python data roles in Amsterdam paying over 80k"
job_market_insights"What does a data engineer earn in Berlin, and who is hiring?"
posting_age_report"Are these listings fresh, or have they been open for months?"
get_job"Give me the full posting for this id"

posting_age_report reports median age, the share posted this week and the share still open after sixty days — the most commonly cited signal that a role is not being actively filled. It reports the numbers; it does not pretend to know the employer's intent.

Where this sits against what exists. A free tool, whenthisjobwasposted.com, resolves the real posting date for one URL at a time and has an MCP server of its own. If that is what you need, use it — it costs nothing. This tool answers a different question: the age distribution of an entire slice of the market, computed alongside pay and demand for the same cohort. One is a lookup, the other is an aggregate.

All four take the same filter shape, so a slice defined once can be searched, aggregated and aged without rewriting the query.

Filters

Exactly what the live index can apply (checked against the marketplace listing on 2026-09-07, board_handle added 2026-09-08). Anything else is not a filter, and the tool schemas are closed so a model cannot invent one.

FieldMeaningNotes
titlesjob titles to matchterms shorter than 3 characters are rejected by the index
keywordsterms mentioned anywhere in the posting (title or description)any keyword matches; since 2026-09-08 — before that, title only
citycity as employers write it"Berlin", "New York", "Bengaluru"
countryISO 3166-1 alpha-2 code or an English name"US", "Germany"; names are mapped to codes locally
work_arrangementRemote / In Personhybrid is not a separate filter upstream
companyone employer by name
board_handleone ATS board by its handletake it from the handle field of a posting: "EndeavorITSolution", "walmart:wd504:WalmartExternal"
salary_min / salary_maxadvertised salary boundsonly postings that disclose a salary match
posted_within_dayspublished in the last N days
page / limitpaging, limit up to 100search_jobs only

Not offered here although the index accepts them: seniority and employment_type — their values are raw vendor strings ("Mid-Senior Level", "FullTime"), so a model would guess spellings and silently get an empty slice; the aggregates still report both as employers write them. Not available upstream at all: region or state, industry.

Configuration

VariableDefaultMeaning
HIRINGINDEX_API_KEY—required; also accepts RAPIDAPI_KEY. Free BASIC plan: https://rapidapi.com/starnikovoleg/api/hiringindex/pricing
HIRINGINDEX_HOSThiringindex.p.rapidapi.commarketplace host
HIRINGINDEX_API_BASE—set this to call our backend directly instead of the marketplace
HIRINGINDEX_TIMEOUT_MS30000request timeout

Setting HIRINGINDEX_API_BASE switches auth from x-rapidapi-key to x-api-key and skips the marketplace entirely.

Why the handshake is local

The tools call REST endpoints directly instead of proxying a remote /mcp. The marketplace meters every request against the declared path, initialize and tools/list included. Going through this package, the handshake never leaves the machine and only real queries cost anything.

Output

Markdown by default — repeated fields render as tables, which costs fewer tokens than a labelled list and stays readable for a human. Pass format: "json" on any tool for the raw response.

Development

npm test          # 16 protocol checks, no key needed
HIRINGINDEX_API_KEY=... npm test   # 17 — adds live calls through the marketplace

The test drives the server the way a real client does: writes JSON-RPC to stdin, reads from stdout.

Before publishing

  1. Smoke test with a real key: done 2026-09-07 through the marketplace, 17/17 (search, insights, age report, single posting). Re-run before every publish.
  2. git init and add repository to package.json.
  3. The marketplace host is final (hiringindex.p.rapidapi.com, listing public since 2026-09-07), so the default in config.js will not need a major bump.
  4. Submit to the official MCP registry (no gatekeeper), then Docker MCP Registry and the Cline marketplace.
Note on the registry listing

Across 115 job-related servers in the official registry, the description is the only thing a browsing user reads, and the ones that get installed are narrow: a country, an industry, a single job family. "Job search with AI" is indistinguishable from a dozen others. Lead with the number, the source and the tool list — and with the age angle, which nobody else has taken.

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