DEV Community: Bhagwati Suthar

Sarkari naukri after 12th pass: how to find real government jobs and spot fake notices

Bhagwati Suthar — Sat, 14 Nov 2026 02:30:19 +0000

Every year lakhs of students finish Class 12 and start searching "sarkari naukri 12th pass". The jobs are real: many central and state recruitments accept 12th pass candidates. So are the fake notices, paid "job guarantee" agents and look-alike websites that copy them.

This is a plain guide to where 12th pass government jobs come from, how to read a notice, and how to tell a real one from a fake.

Which recruitments take 12th pass candidates

These are the usual routes. Each recruitment publishes its own notice with the exact rules.

SSC CHSL (Staff Selection Commission, Combined Higher Secondary Level): clerk and data entry posts in central government offices.
Railway (RRB NTPC, undergraduate posts): clerk, typist and ticket clerk type posts.
Defence: Agniveer and other entries in the Army, Navy and Air Force, depending on the stream (often science for technical posts).
State police constable recruitments in many states.
State staff selection boards and public service commissions: clerk, assistant and other Group C posts.

The pay level, age limit and selection steps are different for each. Don't rely on a summary page: open the official notice.

How to read a notice in 5 minutes

Who is recruiting, and on which website? The notice should sit on the recruiting body's own website.
Qualification. "12th pass" sometimes means "12th pass in science" or "12th pass with typing speed".
Age limit and the cut-off date. Your age is counted on a fixed date written in the notice, not on the day you apply. Reserved categories usually get relaxation (for central posts, commonly 3 years for OBC and 5 years for SC/ST), but check the notice.
Last date and fee. Pay the fee only on the official portal named in the notice.
Pay level. Central posts usually state a 7th CPC pay level (for example Level 2 or Level 4). The level tells you the starting basic pay.

How to spot a fake

The website isn't official. Indian government sites usually end in .gov.in or .nic.in (universities and institutes use .ac.in, .edu.in or .res.in). A job "notice" on a random .com site, a WhatsApp forward or a Telegram channel is not the source.
Someone asks for money to "confirm" the job. No real recruitment sells posts. Fees are paid only on the official application portal.
No exam, no interview, "direct joining". Government recruitments have a selection process written in the notice.
The notice has no advertisement number or date. Real notices do.

If a notice fails any of these, open the recruiting body's website yourself (don't use the link in the message) and look for the same advertisement number.

Track notices without visiting 20 websites

On Jobiba's sarkari naukri page every notice links to the official notice and the official website, and facts the notice doesn't state are marked as not stated. You can filter by qualification, for example jobs for 12th pass, and check your age and qualification against each notice with the eligibility check, which runs in your browser and sends nothing. Results and admit cards are listed on the results page.

Whatever site you use, apply only on the official website.

Bhagwati Suthar is the founder of Jobiba (Jobiba AI Labs).

ChatGPT job search prompts that find real jobs (not made-up ones)

Bhagwati Suthar — Sat, 14 Nov 2026 02:28:07 +0000

Ask ChatGPT "find me a data analyst job in Bengaluru" with nothing connected and you get advice, or worse, a list of openings that don't exist. A plain chat model has no live job listings. It can write and plan, but it can't search a job board unless you connect one.

So good job search prompts do two things: they give the model your real facts, and they send the search itself to a tool that has live jobs. Here are the prompts I'd use, split by what the model can and can't do on its own.

Prompts that work without any tool

These only need what you tell the model.

Turn your CV into search terms

Here is my CV. List the 10 job titles I'm a realistic fit for today, and the 15 skills recruiters will search for. Don't add any skill that isn't in the CV.

Rewrite a CV for one job, honestly

Here is my CV and a job description. Rewrite my summary and reorder my bullet points so the most relevant work comes first. Use only facts from my CV. List every change you made.

Prepare for an interview

I have an interview for this role tomorrow. Ask me the 8 questions this company is most likely to ask, one at a time, and give feedback on each answer.

Read an offer

Here is my offer letter. Explain what is fixed pay, what is variable, and what is not paid monthly at all.

Prompts that need live jobs

For these, connect a job search tool first. In ChatGPT, open the app directory and add a job app; in Claude, add a connector. I use Jobiba because it's our site and its tools are built not to invent anything, but the prompts work with any job app that searches real listings.

Search with your real filters

Find remote data analyst jobs that list pay in USD, posted in the last 7 days.

Find electrician jobs in Pune that say how many years of experience they need.

Check the pay before you apply

What do registered nurses earn in London? Tell me how many job ads the figure comes from.

Compare a job with your profile

Open this job and tell me which requirements I meet and which I don't, using my profile.

Apply, but on your terms

Prepare my application for this job and show me exactly what will be sent. Don't send anything until I say yes.

Prompts to avoid

"Find me a job" with no role, place or level. You'll get generic advice.
"Make my CV look more senior." This is how invented titles end up in CVs.
"Which company pays best?" without a source. Ask for the number of job ads or a named survey behind any figure.

One rule for every prompt

If the answer names a job, a company or a salary, ask where it came from. A real job has a link you can open. A real salary has a sample size or a source. If neither is there, treat it as a guess.

Bhagwati Suthar is the founder of Jobiba (Jobiba AI Labs). Setup guide for ChatGPT, Claude and other tools: jobiba.com/developers.

CTC to in-hand salary in India (FY 2026-27): what you actually get each month

Bhagwati Suthar — Sat, 14 Nov 2026 02:24:50 +0000

An offer letter in India says "CTC ₹12 lakh", and the first salary credit is around ₹92,000. Most people expect ₹1 lakh. The gap is not a mistake. CTC (cost to company) counts money your employer spends on you that never reaches your bank account each month.

This is how a CTC turns into in-hand salary for FY 2026-27 under the new tax regime, with real numbers.

CTC to in-hand salary chart (FY 2026-27, new regime)

CTC a year	Employer PF + gratuity	Employee PF	Income tax + cess	In-hand a month	In-hand share of CTC
₹6 lakh	₹40,338	₹28,800	₹0	₹44,039	88.1%
₹10 lakh	₹55,231	₹36,000	₹0	₹75,531	90.6%
₹12 lakh	₹59,077	₹36,000	₹0	₹91,877	91.9%
₹18 lakh	₹70,615	₹36,000	₹1,36,112	₹1,29,573	86.4%

Assumptions: basic pay is 40% of CTC, HRA is half of basic, PF on the capped wage, gratuity included, ₹2,400 a year professional tax, no variable pay. Change any of these and the numbers move, so check your own letter.

Where the money goes

1. Employer PF. Your employer puts 12% of your basic pay into your EPF account. It is part of your CTC, but it is retirement savings, not salary. From 17 September 2026 the EPF wage ceiling is ₹25,000 a month, so on the capped rule this part is at most ₹3,000 a month (₹36,000 a year).

2. Gratuity. Many companies count gratuity in CTC: 15 days of basic pay for each year of service, about 4.81% of basic. You only receive it after five years with the same employer (or in the cases the law allows earlier). It is not monthly pay.

3. Your own PF. The same 12% of basic is cut from your salary as your contribution. It is your money, in your EPF account, but it doesn't reach your bank account.

4. Professional tax. Many states charge it, often ₹200 a month, never more than ₹2,500 a year. Some states don't charge it at all.

5. Income tax. Under the new regime for FY 2026-27, there is a ₹75,000 standard deduction and no tax if taxable income is ₹12 lakh or less, thanks to the rebate. That is why the ₹6, ₹10 and ₹12 lakh rows above pay no tax. Above ₹12 lakh the slabs apply (5% from ₹4 lakh up to 30% above ₹24 lakh), plus 4% cess.

Three things to check in your offer letter

Is variable pay inside the CTC? A "₹15 lakh CTC with 20% variable" pays ₹12 lakh for sure and the rest only if targets are met.
What is the basic pay share? A higher basic means more PF (less in-hand now, more savings) and higher gratuity.
Are joining bonus, insurance or meal cards counted in CTC? One-time and in-kind items make the CTC look bigger than the salary.

Work it out for your own CTC

You can enter your own CTC, basic pay share, variable pay and professional tax on Jobiba's CTC to in-hand salary calculator. It shows each deduction line by line, and the in-hand to CTC calculator works the other way round.

To see what employers in India are paying for your role right now, look at salaries on Jobiba India, built from pay stated in live job ads, or browse jobs in India that list pay.

This is general information for salaried employees under the new regime, not tax advice. Surcharge above ₹50 lakh is not covered.

Bhagwati Suthar is the founder of Jobiba (Jobiba AI Labs).

Why the salary in job ads is higher than the official figure (and how to read both)

Bhagwati Suthar — Sat, 14 Nov 2026 02:16:17 +0000

If you look up "software engineer salary" on a job site and then on the US Bureau of Labor Statistics, you can get two very different answers. On 23 October 2026, Jobiba's salary page put the median pay listed in US software engineer job ads at about $223,500. The BLS figure for the same occupation (May 2025) was $135,980.

Neither number is wrong. They measure different things.

What each number measures

Pay listed in job ads is what employers advertise for jobs open right now. It comes from ads that state pay, and the employers who state pay most are large, pay-transparent companies, often in big tech hubs. Many US states also require a range, and the top of a range is a ceiling few new hires reach.

Official wage statistics (BLS OEWS in the US, ONS ASHE in the UK, Job Bank in Canada) survey what people in the job are actually paid, across every employer: small firms, public bodies, every region. They are slower (the US figure is from May 2025) but much broader.

In short: the job-ad figure shows what employers are offering now, mostly at the top end. The official figure shows what a typical person in the job is paid.

How to use both

Negotiating an offer: compare it with the job-ad range for your city and level. That is the market you are in right now.
Checking whether a salary is normal: use the official median. A job paying near it is ordinary; one well below it deserves a question.
Look at the sample size. A job-ad figure from 9 ads is a hint. One from 400 ads is a pattern. Good salary pages tell you how many.
Watch the unit. Canada's Job Bank publishes hourly wages; most job ads list yearly pay. Never compare an hourly figure with a yearly one without converting both the same way.
Watch the currency and the period. In India, a figure like "25,000" in an ad is usually monthly; "8 LPA" is yearly (lakhs per annum).

How Jobiba shows it

Our salary pages label our figure as "pay listed in job ads", show the sample size, and, for the US, the UK and Canada, show the official figure beside it with its source and date. When the two differ by a lot, the page says so in one sentence instead of hiding one of them.

You can see this on any US role page, for example software engineer salaries.

Bhagwati Suthar is the founder of Jobiba (Jobiba AI Labs).

Search live jobs and check salaries from ChatGPT, Claude or Cursor with one MCP URL

Bhagwati Suthar — Sat, 14 Nov 2026 02:00:55 +0000

Job search is a good fit for AI assistants: you describe what you want in plain words, the assistant asks the right follow-up, and you get a short list instead of 40 tabs. The weak spot is data. A model on its own will happily invent a vacancy, a salary or a company.

Jobiba is a job site that also runs a public Model Context Protocol (MCP) server, so an assistant can read live listings and real pay data instead of guessing. This post shows how to connect it in a couple of minutes, and what it does and won't do.

Two servers, one for each side of hiring

URL	For
`https://jobiba.com/mcp/jobs`	Job seekers: search, salaries, CV, apply, alerts
`https://jobiba.com/mcp/hiring`	Employers and recruiters: post jobs, screen applicants, shortlist
`https://jobiba.com/mcp`	Everything in one

They are split on purpose. Each address is its own OAuth resource with its own tools, so a candidate's assistant never sees employer tools, and a token issued for one address is refused by the other.

Job search, job details, salary research and company research work without an account. Tools that read or change your own data (your CV, applications, alerts) ask you to sign in once.

Connect it

ChatGPT: Jobiba is in the ChatGPT app directory. Open it, press Connect, sign in when asked, then pick Jobiba from the + menu in a chat.

Claude (web, desktop, mobile): Settings → Connectors → Add custom connector → https://jobiba.com/mcp/jobs.

Claude Code:

claude mcp add --transport http jobiba https://jobiba.com/mcp

Cursor, VS Code, Windsurf (mcp.json):

{
  "mcpServers": {
    "jobiba": { "type": "http", "url": "https://jobiba.com/mcp/jobs" }
  }
}

Gemini CLI:

gemini mcp add --transport http jobiba https://jobiba.com/mcp

Things to try

"Find remote data analyst jobs that list pay in USD."
"What does a registered nurse earn in London? Show the sample size."
"Here is my offer: ₹14 LPA for a backend developer in Pune. Is it fair?"
"Tailor my CV to this job and show me what changed before I apply."

The salary answers come from pay stated in live job ads, with the sample size, and say so. If there isn't enough data, the tool says that instead of filling the gap.

Guardrails worth copying

If you are building your own MCP server, these rules saved us from the usual failure modes:

Facts only from the data. The assistant never invents jobs, salaries, employers or your experience.
Preview, then confirm. Applying, messaging a candidate or moving an applicant to another stage returns a preview first and acts only after the user says yes.
CV tailoring can't add facts. It rewrites and reorders what is true; it never adds an employer, title, date, degree or skill you didn't confirm.
No payments in chat. Upgrades open a billing page on the site.
Contact details stay private. Employers don't see a candidate's email or CV file in chat unless the candidate applied or agreed.

No assistant? There's a plain REST API too

curl 'https://jobiba.com/api/v1/jobs?q=nurse&location=London&remote=HYBRID&limit=20'

No key, HTTPS, CORS on. Filters: q, location, type, remote, since, page, limit (up to 100). The contract is at jobiba.com/openapi.json.

DEV Community: Bhagwati Suthar

Sarkari naukri after 12th pass: how to find real government jobs and spot fake notices

Which recruitments take 12th pass candidates

How to read a notice in 5 minutes

How to spot a fake

Track notices without visiting 20 websites

ChatGPT job search prompts that find real jobs (not made-up ones)

Prompts that work without any tool

Prompts that need live jobs

Prompts to avoid

One rule for every prompt

CTC to in-hand salary in India (FY 2026-27): what you actually get each month

CTC to in-hand salary chart (FY 2026-27, new regime)

Where the money goes

Three things to check in your offer letter

Work it out for your own CTC

Why the salary in job ads is higher than the official figure (and how to read both)

What each number measures

How to use both

How Jobiba shows it

Search live jobs and check salaries from ChatGPT, Claude or Cursor with one MCP URL

Two servers, one for each side of hiring

Connect it

Things to try

Guardrails worth copying

No assistant? There's a plain REST API too

Links