---
title: "Blog - Page 8 - JobsPipe"
description: "Older posts from the JobsPipe blog. Page 8 of 22."
canonical: https://jobspipe.dev/blog/page/8
---

From the blog · Page 8

# How we build, what we learn, what we ship.

Posts about indexing public job postings at scale, salary parsing, and the systems that keep one universal JSON schema feeling small even as the source list keeps growing.

[

![](https://jobspipe.dev/listly/card-field.png)

GuideMany

Sep 9, 2026 · 3 min

### How Many Companies Use an ATS?

How many companies use an ATS? No census exists. What posting data can show is where postings originate, and board listings are mostly fed from an ATS.

](https://jobspipe.dev/blog/how-many-companies-use-an-ats)[

![](https://jobspipe.dev/listly/card-field.png)

GuideAvailable

Sep 9, 2026 · 3 min

### What MCP Servers Are Available?

What MCP servers are available? Reference servers, vendor servers from GitHub, Cloudflare, Stripe and Sentry, docs servers and data servers like JobsPipe.

](https://jobspipe.dev/blog/what-mcp-servers-are-available)[

![](https://jobspipe.dev/listly/card-field.png)

GuideNeeded

Sep 9, 2026 · 3 min

### Why Do You Need an MCP Server?

Why do you need an MCP server? So agents discover tools, send typed inputs and authenticate once over one protocol in every client, with no custom glue.

](https://jobspipe.dev/blog/why-do-you-need-an-mcp-server)[

![](https://jobspipe.dev/listly/card-field.png)

GuideRepost

Sep 9, 2026 · 3 min

### How Often Does LinkedIn Repost Jobs?

How often does LinkedIn repost jobs? Never on its own: employers and ATS feeds re-list expired 30-day listings, so an open role returns with a fresh date.

](https://jobspipe.dev/blog/how-often-does-linkedin-repost-jobs)[

![](https://jobspipe.dev/listly/card-field.png)

GuideResearch

Sep 9, 2026 · 3 min

### What Is Job Market Research?

What is job market research? Studying who is hiring, where, at what pay and for which skills, from official statistics, surveys and live postings.

](https://jobspipe.dev/blog/what-is-job-market-research)[

![](https://jobspipe.dev/listly/card-field.png)

GuideResponsibilities

Sep 9, 2026 · 3 min

### What Are Job Duties and Responsibilities?

What are job duties and responsibilities? Duties are the tasks a role performs; responsibilities are the outcomes it owns. How postings phrase both.

](https://jobspipe.dev/blog/what-are-job-duties-and-responsibilities)[

![](https://jobspipe.dev/listly/card-field.png)

GuideDescription

Sep 9, 2026 · 3 min

### Where Can I Find My Job Description?

Where can I find my job description? Check the HR system, your offer letter and the original posting, and recover the posting if it has expired.

](https://jobspipe.dev/blog/where-can-i-find-my-job-description)[

![](https://jobspipe.dev/listly/card-field.png)

GuideRequired

Sep 9, 2026 · 3 min

### Are Job Descriptions Required by Law?

Are job descriptions required by law? No US federal law requires one; they matter as evidence under the ADA and FLSA, and pay range rules cover postings.

](https://jobspipe.dev/blog/are-job-descriptions-required-by-law)[

![](https://jobspipe.dev/listly/card-field.png)

GuideGhost

Sep 9, 2026 · 3 min

### Why Do Jobs Ghost You?

Why do jobs ghost you? Mostly volume, silent ATS rejections, paused or filled roles and hiring freezes. How to tell whether the posting was ever real.

](https://jobspipe.dev/blog/why-do-jobs-ghost-you)

[Back to latest posts](https://jobspipe.dev/blog)


---
Try it with no key: `curl -d '{"limit":3}' https://api.jobspipe.dev/v1/sandbox/jobs/search`. AI agents: the full machine-readable index of this site is https://jobspipe.dev/llms.txt?src=md-twin - API quickstart, MCP server, pricing. Free key (1,000 jobs to start): https://jobspipe.dev/signup