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"Assistance with filling in information for a job application" matching MCP servers:

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    Exposes the agent's tools over the Model Context Protocol, enabling LLMs to track applications, generate cover letters, and process emails.
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    Enables any MCP-compatible AI assistant to search, filter, and retrieve information from a local document collection using a hybrid search pipeline with vector, BM25, reranking, and LLM enrichment.
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    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
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    MIT
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    Profile-driven job search engine that aggregates postings, scores them against a user's profile, filters by eligibility (location, timezone, work authorization), and exposes find_jobs, list_sources, and describe_engine to local AI agents over MCP.
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    Enables academic research through paper search across multiple databases (IACR, CryptoBib, Crossref, Google Scholar), PDF processing, and GitHub repository browsing. Features modular architecture with FastMCP-based proxy server routing to specialized academic tools.
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    An MCP server that finds recent job postings based on your LinkedIn profile, scores each against your resume, and logs the results — all without logging into or scraping LinkedIn.
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    MIT
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    MCP server that exposes job search data from multiple boards, enabling clients to query and manage job listings via natural language.
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    Searches LinkedIn, Indeed, USAJobs, and Google Jobs from the command line, deduplicates across sources, and optionally finds hiring manager emails; also runs as an MCP server for AI agents.
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    MIT
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    Enables tracking job applications through a pipeline, scheduling follow-ups, and summarizing job search progress via natural language.
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    Transforms job postings into qualified sales leads by searching for active jobs, enriching company data, and identifying decision-maker contact information.
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    Enables running a job search with Claude Code: parses CV, discovers roles, fetches exact application fields, drafts non-trivial applications (positioning, not autofill), and renders an offline dashboard for review.
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