Resumes & interviews MCP servers

A server here writes resumes or cover letters, or prepares for job interviews.

Not here: hiring.

104servers
71 remote33 localTagged by Odel's AI, which can make mistakes
By GitHub stars, at most two per publisher
  1. Number 1: Reactive Resume@amruthpillai/reactive-resumeFree open-source resume builder with remote MCP tools for resumes and job applications.4% chance this is malicious. Assessed by AI, which can make mistakes.A remote server; you sign in with your account.44,155 GitHub stars.
  2. Number 2: Workopia — Job Search@workopia/workopia-mcpSearch 6.3M+ live jobs from companies' own career pages, plus resume tailoring & cover letters.9% chance this is malicious. Assessed by AI, which can make mistakes.A remote server; no sign-in.316 GitHub stars.
  3. Number 3: Workopia@shuangshuang007/workopiaWorkopia - free MCP for global job search, PDF resume builder, and AI career advice.11% chance this is malicious. Assessed by AI, which can make mistakes.Runs on your machine, installed from npm.316 GitHub stars.

Best fit

82 made for this, ranked by starsRemoteLocal
  1. Autopilot Jobhunt @tarunlnmiit/autopilot-jobhuntAgentic job hunt: scan careers pages, score against your resume, draft applications. Never applies.7% chance this is malicious. Assessed by AI, which can make mistakes.Runs on your machine, installed from PyPI.216 GitHub stars.
  2. CV Forge @thechandanbhagat/cv-forgeForge powerful, ATS-friendly CVs tailored to any job - an MCP server for intelligent CV generation5% chance this is malicious. Assessed by AI, which can make mistakes.Runs on your machine, installed from npm.30 GitHub stars.
  3. JobGPT - Job Search Automation & Auto Apply @6figr-com/jobgpt-mcp-serverJob search automation, auto apply, resume builder, application tracking, and recruiter outreach9% chance this is malicious. Assessed by AI, which can make mistakes.Runs on your machine, installed from npm.25 GitHub stars.
  4. Clover Public @fourleafai/clover-publicJob search and interview prep MCP. 15 tools, OAuth 2.1, cross-LLM. four-leaf.ai.9% chance this is malicious. Assessed by AI, which can make mistakes.A remote server; you sign in with your account.8 GitHub stars.
  5. CV @francisco-perez-sorrosal/cvAn MCP server that provides access to Francisco Perez-Sorrosal's CV4% chance this is malicious. Assessed by AI, which can make mistakes.Runs on your machine, installed from MCPB.5 GitHub stars.
  6. cv.json — open CV data @freecvorg/cvjsonSearch people open to work and fetch their machine-readable cv.json, from any AI assistant.5% chance this is malicious. Assessed by AI, which can make mistakes.A remote server; no sign-in.4 GitHub stars.
  7. ResuStack @resustackapp/resustackBuild, version and render resumes as PDFs from Claude or any MCP client.6% chance this is malicious. Assessed by AI, which can make mistakes.A remote server; it needs your API key.3 GitHub stars.
  8. Dreamwork @dreamworkhq/dreamworkJob search, application materials, and application tracking for AI assistants.Not assessed yet.A remote server; you sign in with your account.2 GitHub stars.
  9. AI Applyd @aiapplyd/aiapplydAuto-Apply That Ends on an Interview. Job matches, per-role resumes, apply, approve, track receipts.10% chance this is malicious. Assessed by AI, which can make mistakes.A remote server; no sign-in.2 GitHub stars.
  10. freehire @freehire/freehirefreehire.me: search 3.3M+ IT jobs from 294K company boards, track applications, tailor CVs.7% chance this is malicious. Assessed by AI, which can make mistakes.Runs on your machine, installed from npm.2 GitHub stars.
  11. Cvx @hrtips/cvxCreate, validate, and render CV PDFs from plain YAML — fully local, no accounts.4% chance this is malicious. Assessed by AI, which can make mistakes.Runs on your machine, installed from npm.2 GitHub stars.
  12. ATS Engine @veriworkly/ats-engineRead your own resume the way an ATS does and score it with a published, deterministic rubric.3% chance this is malicious. Assessed by AI, which can make mistakes.Runs on your machine, installed from npm.1 GitHub stars.
  13. Vitae @publifye/vitaeYour CV as a document you own, edited by your AI assistant, in several languages, as a typeset PDF6% chance this is malicious. Assessed by AI, which can make mistakes.A remote server; you sign in with your account.1 GitHub stars.
  14. Career @theluckystrike/careerTailor a career resume and cover letter as real Word docx files from stored facts.5% chance this is malicious. Assessed by AI, which can make mistakes.A remote server; no sign-in.1 GitHub stars.
  15. Application @theluckystrike/applicationTailor a job application: resume and cover letter as real Word docx files, from stored facts.6% chance this is malicious. Assessed by AI, which can make mistakes.Runs on your machine, installed from MCPB.1 GitHub stars.
  16. ApplyGenie @eternalcodertanishq3/applygenie-mcpAutonomous job application copilot, ATS form filler, and AI mock interview engine.13% chance this is malicious. Assessed by AI, which can make mistakes.Runs on your machine, installed from PyPI.1 GitHub stars.
  17. Vitex — AI Resume Generator @chanmeng666/vitexGenerate tailored, ATS-optimized resume PDFs and cover letters from a job description, over MCP.9% chance this is malicious. Assessed by AI, which can make mistakes.A remote server; you sign in with your account.1 GitHub stars.
  18. Interviewer @girik-chadha/interviewer-mcpFull technical interview prep: company briefing, concepts, code deep-dive, mock interviews.4% chance this is malicious. Assessed by AI, which can make mistakes.Runs on your machine, installed from npm.1 GitHub stars.
  19. Liepin Jobs @xllinbupt/liepin-jobsLiepin job search and resume workflows backed by the official Liepin MCP server.10% chance this is malicious. Assessed by AI, which can make mistakes.A remote server; no sign-in.1 GitHub stars.
  20. Llmconveyors @ebenezer-isaac/llmconveyors53 tools for LLM Conveyors: job hunting, B2B sales, ATS scoring, resume tools.7% chance this is malicious. Assessed by AI, which can make mistakes.Runs on your machine, installed from npm.1 GitHub stars.
  21. FormaCV @rocketech-software-development/formacvFormaCV MCP server for AI-powered CV formatting, anonymization, tailoring, and ATS push-back.6% chance this is malicious. Assessed by AI, which can make mistakes.Runs on your machine, installed from npm.1 GitHub stars.

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