Skip to main content
Glama
SarutobiSasuke8

JobScout MCP

JobScout MCP

JobScout MCP social preview

CI License Node

A privacy-first, bring-your-own-connections MCP server for multi-source job discovery. JobScout gives AI agents one normalized pool with provenance, deterministic deduplication, and specialist AI/Web3 signals.

JobScout deliberately stops at trustworthy discovery. It does not store CVs, rank candidates, contact employers, or apply to jobs.

Why JobScout

  • Search enabled providers without making one source the whole market.

  • Keep discovery provenance separate from canonical employer application routes.

  • Continue with partial results when an individual provider fails.

  • Enforce remote and freshness filters after provider retrieval.

  • Classify AI, agentic and Web3 signals locally and deterministically.

  • Keep candidate identity and career policy in a private client such as Career OS.

Related MCP server: jobjourney-claude-plugin

MCP tools

Tool

Purpose

Network

jobscout_list_sources

Show configured providers, transports and coverage

No

jobscout_search_jobs

Search, normalize, filter and deduplicate enabled sources

Provider-dependent

jobscout_classify_jobs

Detect AI, agentic and Web3 signals in supplied jobs

No

jobscout_deduplicate

Normalize and merge supplied JobScout records

No

jobscout_briefing

Project records into briefing-ready entries with a compact one_line and best link

No

Two MCP prompts guide first-run use without the server storing anything: jobscout_setup walks through enabling providers and what each one contacts; jobscout_find_jobs gathers role, location and remote preference per search. A search run with zero enabled providers returns setup_required: true with guidance instead of a misleading empty result, and results report providers_disabled, records_rejected and undated_records so thin results are always explained.

Quick start

Node.js 22.13 or newer is required.

npm exec --yes --package=@sarutobi-sasuke/jobscout-mcp -- jobscout-mcp

Codex example with the public Himalayas adapter enabled:

codex mcp add jobscout --env JOBSCOUT_ENABLE_HIMALAYAS=true -- npm exec --yes --package=@sarutobi-sasuke/jobscout-mcp -- jobscout-mcp

MCP hosts can also run the package straight from GitHub, which is useful for pinning to a commit or testing an unreleased branch:

npm exec --yes --package=github:SarutobiSasuke8/jobscout-mcp -- jobscout-mcp

See installation for Claude Desktop, Cursor, local development, JobSpy, and troubleshooting.

Providers

Providers are disabled by default and failures are isolated.

Provider

Transport

Authentication

Notes

Himalayas

Remote MCP

Optional

Public job search; employer route should still be verified

JobSpy

Local Python subprocess

None

Optional python-jobspy; availability and site terms vary

The provider contract supports future official ATS and specialist job-board adapters without coupling the core to any one vendor. See provider documentation.

AI and Web3 intelligence

Every normalized job can include deterministic signals covering AI agents, inference, evals, safety, Web3 protocols, DeFi, DePIN, wallets, exchanges, developer infrastructure, gaming, and agentic commerce. Technology detection currently includes MCP, A2A, x402, LLMs, RAG, Ethereum, Base, and Solana.

These are inspectable discovery signals, not opaque candidate scores. See job intelligence.

Optional agent operating guide

agents/jobscout-operator.md gives an MCP-capable agent a safe, reusable discovery workflow and output contract. It is intentionally one functional operator—not a bundled fictional team—and contains no private candidate profile or Career OS policy.

Trust and safety

  • Provider responses are untrusted and schema-validated.

  • Only HTTP(S) job URLs are accepted.

  • Remote and subprocess outputs have explicit size and time limits.

  • JobSpy is spawned without a shell and receives typed JSON over stdin.

  • No auto-apply, login automation, CAPTCHA bypass, credential capture, or proxy evasion.

  • Users remain responsible for provider terms, job freshness, location eligibility, and employer-route verification.

Read SECURITY.md before enabling third-party providers.

Development

npm install
cp .env.example .env
npm run check
npm run smoke:mcp

The protocol smoke test uses the official MCP Inspector. Provider contributions must include fixtures, failure behavior, provenance handling, and tests; see CONTRIBUTING.md.

Release status

Live on npm as @sarutobi-sasuke/jobscout-mcp and on the official MCP Registry as io.github.SarutobiSasuke8/jobscout-mcp. Releases are tagged vX.Y.Z on GitHub; CI publishes to npm with provenance.

Prior art and licence

JobSpy is used as an optional MIT-licensed dependency rather than copied. borgius/jobspy-mcp-server demonstrated demand for a JobSpy MCP wrapper; no source from it is copied here.

JobScout MCP is Apache-2.0 licensed. Third-party dependencies retain their own licences.

Install Server
A
license - permissive license
A
quality
A
maintenance

Maintenance

Maintainers
1hResponse time
3dRelease cycle
2Releases (12mo)
Commit activity

Resources

Unclaimed servers have limited discoverability.

Looking for Admin?

If you are the server author, to access and configure the admin panel.

Related MCP Servers

  • A
    license
    Not graded
    quality
    B
    maintenance
    A job-search MCP server that ranks roles, drafts cover letters, and rehearses Q&A answers using a candidate profile, with live listings from five public sources.
    94
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    An MCP server that enables AI-assisted job search workflows including job discovery, application tracking, resume evaluation, and cover letter generation, with support for multiple job sources and scheduled scraping.
    33
    1
    AGPL 3.0
  • F
    license
    A
    quality
    C
    maintenance
    A local job-hunting MCP server for discovering jobs across pluggable web sources, tracking applications through a status lifecycle, and managing profiles/resumes, with geo/map-region search.
    12
  • A
    license
    Not graded
    quality
    C
    maintenance
    An MCP server that exposes job-search and application-management capabilities to compatible AI clients, enabling discovery of vacancies, drafting of tailored application materials, and coordinated human-approved submissions.
    MIT

View all related MCP servers

Related MCP Connectors

View all MCP Connectors

Latest Blog Posts

MCP directory API

We provide all the information about MCP servers via our MCP API.

curl -X GET 'https://glama.ai/api/mcp/v1/servers/SarutobiSasuke8/jobscout-mcp'

If you have feedback or need assistance with the MCP directory API, please join our Discord server