Skip to main content
Glama
Mzaq1559

Job Application MCP

by Mzaq1559
OverviewSchemaSourceRelated ServersDiscussionsAdmin
Python
Remote

Job Application MCP

A personal job-application assistant, exposed as a remote MCP server for Claude Web. It manages your profile, resumes, job analysis, and application tracking — it does not scrape or automate any job platform. Job descriptions are supplied by you (pasted or typed); the final submission is always done by you, manually.

Status: early scaffold (Phase 1–2 of the build). See Roadmap.

Why no scraping/automation

Platforms like LinkedIn explicitly prohibit automated scraping and bot-driven activity in their Terms of Service, and have pursued account bans and legal action over it. This project only ever works from information you provide directly — it never logs into or automates a third-party site on your behalf.

Related MCP server: resume-tailor-mcp-server

Architecture

Claude Web
    │  MCP over Streamable HTTP (bearer auth)
    ▼
Remote MCP Server (FastAPI + official MCP Python SDK)
    │
    ├── Profile Service
    ├── Resume/CV Service
    ├── Job Analysis Service (AI-assisted, evidence-based, no fabrication)
    ├── Application Preparation Service
    ├── Application Tracking Service
    ├── Interview Service
    └── Database (SQLAlchemy — SQLite in dev, PostgreSQL in prod)

Tech stack

  • Python 3.12+, official mcp SDK (Streamable HTTP transport)

  • FastAPI, Pydantic, SQLAlchemy (async), Alembic

  • SQLite (dev) / PostgreSQL (prod) — swap via DATABASE_URL only

  • Docker, GitHub Actions

Roadmap

  • Repo scaffold, license, .gitignore, pyproject.toml

  • Settings (env-driven config)

  • Database models (Profile, Resume, ResumeVersion, Job, Application, ApplicationDocument, ScreeningQuestion, Interview, InterviewNote, ApplicationEvent)

  • Alembic migrations

  • Service layer (profile, resume, job, application, interview)

  • MCP server + tools (profile_*, resume_*, job_*, application_*, interview_*)

  • AI provider abstraction + prompts (no-fabrication rules)

  • Tests (unit + integration)

  • Docker + docker-compose

  • CI (lint + tests)

  • Deployment guide

  • Claude Web connector guide

License

MIT — see LICENSE.

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

Related MCP Connectors

Related MCP Servers

  • Shortlist MCP Server

    MLS-Tech-Inc
    A
    license
    Not graded
    quality
    F
    maintenance
    Enables users to search for jobs, prefill applications using AI, and automate submissions across major platforms like Lever and Ashby directly from Claude or Cursor. It provides a full suite of tools for managing job queues, profile data, and resumes within a chat interface.
    36
    MIT

  • cv-job-assistant

    JahidRayhan
    F
    license
    Not graded
    quality
    C
    maintenance
    Enables Claude to parse CVs, search job boards (Remotive, Arbeitnow, Adzuna, Greenhouse/Lever), tailor resumes and cover letters, and prepare application packages with direct apply links—without ever auto-submitting. It runs 100% locally and free, storing jobs and applications as JSON files.
    -

  • job-tracker

    DaleMagrath
    F
    license
    A
    quality
    C
    maintenance
    Enables managing a job search through natural language: tracking applications, discovery leads, interview prep, and resume generation. Connects to Claude via MCP to read and update local Excel files and documents.
    35
    -