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: 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.

Best fit

82 made for this, ranked by starsRemoteLocal
  1. 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.
  2. 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.
  3. 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.
  4. 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.
  5. CV Maker Resume Templates @theluckystrike/cv-maker-resume-templatesCreate a clean CV from plain answers in your AI chat - structured templates, no uploads.5% chance this is malicious. Assessed by AI, which can make mistakes.A remote server; no sign-in.1 GitHub stars.
  6. 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.
  7. 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.
  8. 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.
  9. 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.
  10. HitApply @lecegues/hitapplyFind jobs, then get a tailored résumé and cover letter for each one. Tracks your applications too.Not assessed yet.A remote server; you sign in with your account.
  11. hirly @hirly-me/hirlyJobs matched to your resume, tailored resumes, and applications hirly sends only after you confirm.8% chance this is malicious. Assessed by AI, which can make mistakes.A remote server; you sign in with your account.
  12. MagicInterview @samihalawa/magicinterviewLive suggestions for what to say next in job interviews, client calls, and meetings.Not assessed yet.A remote server; you sign in with your account.
  13. Job Spotter @goodturnstudio/jobspotterSearch current US and UK job listings by role and place, title matches first.4% chance this is malicious. Assessed by AI, which can make mistakes.A remote server; no sign-in.
  14. Pressa - LaTeX to PDF @pressa-dev/pressaCompile LaTeX to PDF without installing TeX Live. No API key needed to start.3% chance this is malicious. Assessed by AI, which can make mistakes.A remote server; no sign-in.
  15. Calibrd Agent @calibrd/agentWould you make the shortlist? Score a job against your CV: fit, gaps, ATS score, likely questions.7% chance this is malicious. Assessed by AI, which can make mistakes.A remote server; you sign in with your account.
  16. ResuMakeAi @sonnykatongola-ops/resumakeai-mcpFree ATS resume score and job-match checker: scores a resume against a job description.5% chance this is malicious. Assessed by AI, which can make mistakes.A remote server; no sign-in.
  17. PDFMakerAPI @gerardobarrera/pdfmakerapi-mcpTurn a description into a shareable, editable PDF — invoices, certificates, reports, resumes.6% chance this is malicious. Assessed by AI, which can make mistakes.A remote server; no sign-in.
  18. Storylenses @benediktgirz/storylensesAI cover letter generation for agents. Job analysis, profile matching, narrative letters.6% chance this is malicious. Assessed by AI, which can make mistakes.A remote server; it needs your API key.
  19. Laddro Career @laddro/careerTailor resumes, generate cover letters, render CVs as PDF, and browse 22+ templates.10% chance this is malicious. Assessed by AI, which can make mistakes.A remote server; you sign in with your account.
  20. CV Booster by MT-Transition @mt-transition/cv-boosterScore and improve a CV, match it to a job offer, check figures, export Word/PDF.9% chance this is malicious. Assessed by AI, which can make mistakes.A remote server; you sign in with your account.
  21. CV Booster by MT-Transition @mttransition/cv-boosterScore and improve a CV, match it to a job offer, check figures, export Word/PDF.8% chance this is malicious. Assessed by AI, which can make mistakes.A remote server; you sign in with your account.

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