Margdarshak
Link to open source: https://github.com/punyamahajan/Margdarshak
Link to Live Project: https://margdarshakv2.vercel.app/
Purpose
Margdarshak is a voice-first placement guidance and coordination platform built to simplify the placement journey for final-year students and reduce the workload on placement coordinators. It brings scattered information from emails, PDFs, spreadsheets, company JDs, and placement policies into one trusted system, allowing students to get fast, source-backed answers while enabling coordinators to efficiently manage and resolve issues.
Goals
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Simplify the student experience with one trusted place to check placement status, ask questions, and get guidance.
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Deliver trustworthy answers by prioritizing verified university and company information over generic AI responses.
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Create a closed-loop support system — understand the issue → search verified knowledge → answer with the source or escalate → detect repeated issues → resolve → remember → reuse.
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Reduce coordinator workload through intelligent ticket triaging, prioritization, issue clustering, and bulk resolution.
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Build institutional memory by turning every resolved issue into reusable knowledge for future students.
Core Principle
Answer when you know. Ask when unclear. Escalate when needed. Cluster when repeated. Resolve once. Remember forever.
This build was uploaded as a hackathon project
