"Reactive Resume" matching MCP servers:

Crawl any website into clean Markdown, search through pages, read full content, and extract structured data using OpenAI, Claude, Gemini, or Grok — with auto-citation and resume support.

Scans 130+ company careers pages and scores every role against your resume with an LLM (0–100), surfacing top matches. Drafts tailored cover letters and resume bullets for any job on demand, and exports scan results to CSV.

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.

32 MCP tools for job search, resume analysis, matching, alerts, and exports using public LinkedIn endpoints, with optional read-only browser intelligence.

Enables AI agents to discover, filter, and track job openings based on the user's local resume, without uploading data to the cloud.

Enables AI assistants to create, list, update, pause, resume, and delete topic or web page monitors, and to manage webhook delivery and signing secrets. It connects through a hosted Streamable HTTP endpoint using API key or OAuth authentication.

Enables monitoring restaurant reservation availability while handling CAPTCHA challenges using CapSolver, with allowlisted targets and bounded resume.

Enables AI assistants to search Naukri.com for remote jobs and side gigs, score and rank matches against the user's resume, pull full job details, and draft outreach or apply only to jobs the user approves.

Provides MCP tools for job discovery, welfare filtering, resume and AI-assisted applications, and recruiter workflows across Chinese job platforms such as BOSS Zhipin, Zhilian, and 51job.

Enables AI assistants to find live job postings from employer career sites and rank them against a user's resume, with each requirement matched and tiered for fit.

A Model Context Protocol (MCP) server that provides tools to interact with LinkedIn's Feeds and Job API. You can do "search for 3 data engineer jobs in . For each job check if it a good match for me by analyzing it against my resume in file resume.md."

JobPilot is a next-generation career assistant powered by AI Agents and the Model Context Protocol (MCP). It acts as your personal recruiter, tirelessly searching for jobs on platforms like LinkedIn, optimizing your resume for specific job descriptions (JD), and even automating the application process. Designed for the age of AI, JobPilot exposes a full MCP server, allowing you to connect it with

Enables Claude Desktop to scan, analyze, and track job postings from Hacker News and Y Combinator's Work at a Startup using a 24-tool MCP server with multi-stage filtering and resume-based ranking.

Automates ATS resume scanning via Jobscan, enabling AI to iteratively scan, analyze gaps, optimize, and rescan resumes against job descriptions to improve match rates.

This MCP server enables AI agents to interact with recruitment platforms like BOSS直聘, 猎聘, and Moka through a Chrome extension via WebSocket. It provides tools to detect platforms, fetch candidate lists, and test extension connectivity.

Enables AI assistants to automate BOSS直聘 recruitment tasks including candidate search, resume viewing, share link extraction, filtering, scoring, and report generation.