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Products that do what Spent 2.5 years building better job search (now using it to find a job) does

Hello HN! After 2.5 years of development, I'm sharing Job Search Assistant (https://jsa.works) - even though I still don't feel quite ready. It's an open alpha of a job search platform that actually matches positions to your resume properly. The problem: Major platforms like LinkedIn, Indeed, etc. have terrible search despite huge resources. Search for "senior backend engineer" and you'll get frontend internships in the top results. They optimize for engagement, not relevance. My solution: JSA uses LLMs for resume/job parsing and semantic vector search for matching. Upload…

  1. 1WC

    Hey everyone, My wife graduated in 2022 and she was fortunate enough to land an internship at a small startup which then offered her a permanent position. But ever since then she has been trying to find another job as a frontend dev since the current one doesn't offer any growth opportunities. She started looking in 2023 right when the job market started tanking. She's been at it for months with no success as there are little to no junior roles available and she spent most of her day refreshing linkedin to check for new opportunities. At the beginning of this year I had this idea that I…

    2024 · first2apply.com

  2. 2

    Leverage AI to streamline and personalize your job search

    2023

  3. 3HR

    Hey HN! I'm excited to show off this side project I've been working on. This project matches your resume with the best matching jobs from the monthly HN Who's Hiring post. It works by creating a vector embedding of your resume using OpenAI's embedding API, and then ranking the jobs using a vector similarity score. (You can toggle between max inner product, cosine, and euclidean in the "Advanced Options") I was laid off in August and it took a whole 6 months for me to find my new job. Fortunately, I found my new role on January's HN Who's Hiring post. So I hope this will prove useful to any…

    2023 · hnresumetojobs.com

  4. 4IB

    (not sure why my previous post didn't appear on Show HN even though I included it in the title, mods please remove if not allowed) Ever applied for a job and never heard back? Many companies just go silent instead of sending rejection emails, leaving you guessing whether to keep waiting or move on. I faced this frustration during my own internship search, especially when there was no real point of contact (automated replies don't count, lol). So, I built didtheyghost.me, a simple open-source tool that crowdsources job application responses. This isn't a job scraper or another job board. It's…

    2025 · didtheyghost.me

  5. 5

    Find your dream job, even if you've been rejected many times

    2021

  6. 6JA

    There are existing HN job aggregators, but I thought we could take it a step further. Inspired by an insightful comment on a previous thread (https://news.ycombinator.com/item?id=36163021), I built a tool that aggregates job postings and intelligently categorizes them based on user-specific preferences: * Country and remote work preferences * Employer type (e.g., startup, corporation, government) * Industry * Technologies used * Role type (developer, architect, product owner, etc.) * Salary range (where available) One of the superpowers of LLMs is reformatting information from…

    2023 · kadoa.com

  7. 7

    Discover jobs the usual platforms don't show you

    Apr 2026

  8. 8AW

    Hey HN, I'm excited to share a project I've been working on for the past few months. As someone who has spent countless hours tweaking my resume for different job applications, I wanted to find a way to make this process more efficient and effective. So, I built a website that tailors your resume for each job you apply for. You can check it out here: https://resume.ink Looking forward to your thoughts! Cheers, Sami

    2024 · resume.ink

  9. 9IU

    Hello! I used an LLM to extract structured data from each comment on the “Ask HN: Who is Hiring? (January 2024)” post, available at: https://news.ycombinator.com/item?id=38842977. This created a dataset of 400+ jobs with data such as title, company name, location, is job remote, salary data, and the URL/email to contact. For the UI, a NextJS static site was created to filter and view the structured data.

    2024 · hnjobsai.vercel.app

  10. 10PJ

    ^ That's what our team said to me initially but we think it's pretty chill now. We built a job search tool that uses investor software to help you discover the most exciting companies to work for right now. Free this week so that you guys can try it out before we hard launch next week (paywall is down). Feedback is our oxygen: What can we do better? Are you gonna give us money? Why do you hate the design?

    2022 · usemassive.com

  11. 11AD

    Hey Hacker News, I made a job aggregator for entry-level positions that focus on students, recent grads, and individuals with less than 3 years of experience. I mostly find dev jobs requiring 3+ years of experience and is a huge pain so I made this. We recently launched our MVP last month and today we are launching V2 with a category based re-design. We will be adding filtering tags very soon. Please let us know if you have any questions or feedback. Link: https://entrylevel.io

    2020

  12. 12

    Stop getting irrelevant LinkedIn job results

    Feb 2026

  13. 13

    Every job application is a click, not an evening

    Jul 2026 · offermax.me

  14. 14WU

    hey y'all -- can you please tell us if our job search tool sucks? :D we built it using an investor platform called Harmonic.ai to gather startup data, then contextualize it so that job seekers could find out about the most exciting startups hiring first (like if they just raised, growing headcount fast, have an ex-unicorn founder, etc). pretty sure we're the first platform doing anything like this. anyway, let me know what you think. really excited to launch this thing soon! getting feedback from the hn community first is really fun :)

    2022 · joinmaasive.com

  15. 15TF

    Searching for job roles in tech? I've been there. For six months, I was stuck in the LinkedIn job application loop, getting nowhere. It was soul-crushing. I started to wonder if I was just a bad developer. But I changed my modus operandi and started reaching out to founders building super cool startups that got recently funded but didnt have the chance to post online yet that they are hiring, the response rate was much more significant and I wwas having super cool convos! This approach was so effective, I turned it into a product. I've tapped into premium data sources (we're talking $25K+…

    2025

  16. 16JC

    My friend and I got tired of job hunting (347 applications, 4 responses) so we built AI agents to help job seekers instead of replacing them. The problem: 73% of applications never reach humans, 250+ people apply to each job, but 85% of positions are filled through networking. Our solution: AI agents that find hiring managers for any LinkedIn job, analyze your profile fit, and generate personalized outreach messages. Instead of competing with hundreds in the application pile, you reach decision-makers directly. Technical bits: LangChain + OpenAI for job parsing, Next.js + Supabase, custom…

    2025 · jobcompass.ai

  17. 17HN

    Wrote a proof of concept script for searching for jobs by copy pasting your resume. It looks for jobs posted on Hacker News Who’s Hiring from the past 3 months: https://colab.research.google.com/drive/12wt7cjhIUKf1Vu2rRFO... To use it, click Runtime > Run All. Wait about 5 minutes, then once everything is done, go to the bottom most cell and you can change the query variable from my resume to yours, and then re-run the cell. Largely written by GPT-4 and copy pasting documentation, with some minor tweaking.

    2023 · colab.research.google.com

  18. 18HA

    Hey HN, I built a UI on top of the "Who is hiring" posts. Take a look at https://hnwork.app! One of the downsides of unstructured text posts is the readability due to it being free-form and having little to no format. While there are other tools that have been built over the years to make perusing Who is hiring posts easier, I took a try on making my own (I actually tried to build this at a YC hackathon a few years back, but got around to completing it recently). Features: 1. Text search and search filters 2. Original post text with call outs to important information 3. Removes…

    Jul 2026 · hnwork.app

  19. 19IM

    Hello everyone! For Interns and New grads last year, the job market was rough. I was one of them. I wanted to know how to become those "good candidates". FindResume helps people to share their resume that passed the resume screening so others can pass also! If you share your resume now, you will get a FREE 30-day pass instantly! findresume.xyz Let me know any advice, it will mean a lot to me! James

    2024 · findresume.xyz

  20. 20IS

    Hi everyone, I built GrepJob because I got frustrated with the user experience of LinkedIn/Indeed while looking for a new SWE job. Specifically: 1) Not being able to trust the date posted of any job. The date shown on LinkedIn is often the date the job was reposted by the recruiter and 2) Being shown too many irrelevant jobs. For example, I get shown senior/staff level roles when I search for "Software Engineer II" GrepJob solves 1) by populating the date_posted time directly from each company's ATS system And 2) by extracting seniority, specialty (frontend, backend, etc.), and…

    2025 · grepjob.com

  21. 21AR

    I built a little puzzle to (hopefully) increase the signal on resume submissions for a job posting. It leverages a really cool project: https://github.com/edubart/webcm

    2025 · treeline.ai

  22. 22

    Stop sending the same resume. Get hired faster.

    Jul 2026 · myapplymate.com

  23. 23JT

    Hi HN, I got tired of the existing means of finding jobs, so I created a platform that searches company job portals directly for the latest job postings. Originally it was meant for just software engineers, but I've expanded to a larger variety of careers. It's entirely free to use, you can create an account to keep track of the jobs you apply to with the job tracker. I'd love to hear what you all think, and what your experience has been as a job seeker. https://radar.jobs Thanks, Ross

    2025 · radar.jobs

  24. 24

    Because $49/month for resume tools is ridiculous.

    May 2026 · matchthejob.app

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