The same boards for a role outside tech. The Hacker News thread is mostly tech jobs.
An AI job finder that searches four job boards at once.
LinkedIn showed pay on 0 of 50 cards. Glassdoor showed it on 22 of 30, but only 3 were posted this week.
An AI job finder is an agent that searches several job boards for you and merges what comes back. On 29 October 2026 one agent searched LinkedIn, Indeed, Glassdoor and Hacker News for remote senior frontend roles. It got 100 job cards, 5 jobs twice, and 23 of LinkedIn's 25 Remote cards outside the US. The run cost $0.0043.
FOR Job seekers who want one agent to search every job board for them
THIS RUN · 29 OCT 2026 $0.0043 6 PAID CALLS
01 / THE METHOD
What an AI job finder does
Most AI job finder apps search their own index of jobs, and many apply for you. An agent with job board tools works another way. You name the boards. It searches each one live, then merges, filters and sorts the results in your chat, and you see every call and its price.
By hand, you run the same search on four sites, open the cards one by one, and spot the repeats and the remote jobs you cannot take. With an agent, you paste one prompt.
The run below searched LinkedIn, Indeed, Glassdoor and the Hacker News hiring thread for remote senior frontend roles, for someone who lives in the US.
02 / THE PROMPT PASTE IT INTO YOUR AGENT.
One prompt.
Your agent runs it.
Your agent picks the tools, makes the calls and reads the results. You see each charge as it settles.
PASTE THIS INTO YOUR AGENT
FIRST TIME? GIVE THIS TO YOUR AGENT FIRST
Works in 
and any agent that can run a terminal command.
and any agent that can run a terminal command.03 / THE RUN RECORDED 29 OCT 2026.
Every call.
Every charge.
What your agent asked each tool, what came back and what it cost. Calls that failed or found nothing were not charged.
YOU · ONE PROMPT
Find remote senior frontend engineer jobs for me on LinkedIn, Indeed, Glassdoor and this month's Hacker News Who is hiring thread. I live in the US. Drop duplicates and remote jobs limited to other countries, then list the rest with the salary.
YOUR AGENT
tapinall ONE BALANCE- 01 Search LinkedIn for remote jobs
25 jobs from 16 countries, posted this week. 2 in the US, none with a salary.
$0.0011 - 02 Search Indeed
15 jobs, all flagged remote. 6 show pay, but 14 are more than 30 days old.
$0.0003 - 03 Search Glassdoor remote jobs
30 jobs, 22 with a pay range. Only 3 were posted in the last week.
$0.0003 - 04 Search the Hacker News hiring thread
5 posts name frontend. 2 hire remotely in the US, and 1 is a person looking for work.
$0.0003 - 05 Search LinkedIn again, US only
25 US jobs this week, 17 open across the whole country. Still no salary on any card.
$0.0011 - 06 Read one LinkedIn post in full
Marked remote, but hires from 6 metro areas. $195,000 to $250,000 in NYC, CA or CO.
$0.0012
TOTAL $0.0043 $0.0031 for 100 job cards, $0.0012 for one post read in full
- job cards from 5 searches on 4 boards
- 100
- LinkedIn Remote cards tied to a country other than the US
- 23 of 25
- LinkedIn search cards with a salary
- 0 of 50
See the exact calls and responses FOR DEVELOPERS
agent-session / ai-job-finder 6 CALLS
- 01 / SEARCH LINKEDIN FOR REMOTE JOBS
tapinall call crawl4ai.linkedin.search.jobs --data '{"query":"senior frontend engineer","location":"Remote","posted":"week","limit":25}'25 of 60 job cards for senior frontend engineer, location set to Remote, last week
Every card names a place: 4 in Germany, 3 in France, 2 each in the US, Mexico, India and the UK
US cards: Sr. Frontend Software Engineer, ClickHouse, San Francisco · Sr Staff or Senior Front End Software Engineer, SciTec, Boulder
0 of 25 show a salary
ok — Charged: $0.0011
- 02 / SEARCH INDEED
tapinall call crawl4ai.indeed.search.jobs --data '{"query":"senior frontend engineer","location":"Remote","limit":25}'15 jobs on the page, all flagged remote, 11 with Remote as the location
Staff Frontend Engineer, NewtonX · Remote · $180,000 to $240,000 a year
Frontend Engineer II, Openly · Remote · $128,000 to $144,000 a year · the only one posted in the last month
Front End Engineer, VC Lab · Remote · $120,000 to $150,000 a year
Titles drift: a fresher web developer and a mid-level JavaScript role came back for a senior search
ok — Charged: $0.0003
- 03 / SEARCH GLASSDOOR REMOTE JOBS
tapinall call crawl4ai.glassdoor.search.jobs --data '{"query":"senior frontend engineer","remote":true,"limit":30}'30 jobs, 22 listed as Remote, 22 with a pay range: 21 set by the employer, 1 a Glassdoor estimate
Senior Frontend Engineer, React, AIApply · Remote · $160,000 to $215,000
Staff Frontend Engineer, Grafana DataViz, Grafana Labs · US remote · $174,986 to $209,983
Staff Frontend Engineer, Castlight Health · Remote · $131,243 to $196,865 · 2 days old
3 of 30 posted in the last week · 8 rows are not remote, 4 of them AI trainer roles
ok — Charged: $0.0003
- 04 / SEARCH THE HACKER NEWS HIRING THREAD
tapinall call crawl4ai.hackernews.jobs.hiring --data '{"keyword":"frontend","remote":true,"summarize":true}'October 2026 thread: 262 top posts, 5 name frontend and remote
City Detect · Full Stack Product Engineer · Remote (US) · $110k to $159k plus equity
Mattermost · Senior and Staff Full Stack Engineer · Remote (US and Canada) · $142,723 to $227,135
Dropped: one remote only from Poland or Romania, one on-site in Helsinki, one a job seeker's own post
ok — Charged: $0.0003
- 05 / SEARCH LINKEDIN AGAIN, US ONLY
tapinall call crawl4ai.linkedin.search.jobs --data '{"query":"senior frontend engineer remote","location":"United States","posted":"week","limit":25}'25 of 60 cards for senior frontend engineer remote, location United States, last week
17 name the whole United States as the location, 8 name a city
Staff Frontend Engineer at NewtonX and at Castlight Health: already found on Indeed and Glassdoor
Affirm lists one staff role twice, in Raleigh and San Diego
0 of 25 show a salary
ok — Charged: $0.0011
- 06 / READ ONE LINKEDIN POST IN FULL
tapinall call harvestapi.linkedin.job.get --data '{"jobId":"4330601574"}'Senior Software Engineer, Frontend Engineering, Maven Clinic · United States · over 200 applicants
LinkedIn marks it remote. The post: hybrid in New York, or remote from 5 other metro areas
Asks for: 5+ years, HTML, CSS, TypeScript, React or Vue, Node.js, accessibility, Jest and Cypress
$195,000 to $250,000 a year for candidates in NYC, CA or CO · no salary on the card
ok — Charged: $0.0012
TOTAL $0.0043 $0.0031 for 100 job cards, $0.0012 for one post read in full
04 / WHAT IT FOUND FROM THE RESPONSES ABOVE.
What came back.
In plain numbers.
Read straight from the responses in the run. Nothing here is a mockup.
- job cards from 5 searches on 4 boards
- 100
- LinkedIn Remote cards tied to a country other than the US
- 23 of 25
- LinkedIn search cards with a salary
- 0 of 50
| Role | Pay a year | Found on | Posted |
|---|---|---|---|
| Senior Software Engineer, Frontend, Maven Clinic | $195,000 to $250,000 in NYC, CA, CO | 6 days ago | |
| Staff Frontend Engineer, NewtonX | $180,000 to $240,000 | LinkedIn, Indeed | 7 days ago |
| Staff Frontend Engineer, Grafana Labs | $174,986 to $209,983 | Glassdoor | 42 days ago |
| Senior Frontend Engineer, React, AIApply | $160,000 to $215,000 | Glassdoor | 89 days ago |
| Senior or Staff Full Stack Engineer, Mattermost | $142,723 to $227,135 | Hacker News | 3 October |
| Senior Software Engineer, Frontend, Happy Money | $140,000 to $160,000 | Glassdoor | 22 days ago |
| Staff Frontend Engineer, Castlight Health | $131,243 to $196,865 | LinkedIn, Glassdoor | 2 days ago |
| Frontend Engineer II, Openly | $128,000 to $144,000 | Indeed, Glassdoor | 2 days ago |
| Front End Engineer, VC Lab | $120,000 to $150,000 | Indeed | 30+ days ago |
| Full Stack Product Engineer, City Detect | $110,000 to $159,000 plus equity | Hacker News | 1 October |
| Search | Cards | With pay | Posted this week |
|---|---|---|---|
| LinkedIn, location Remote | 25 | 0 | 25 |
| LinkedIn, location United States | 25 | 0 | 25 |
| Indeed, location Remote | 15 | 6 | 1 |
| Glassdoor, remote only | 30 | 22 | 3 |
| Hacker News, October thread | 5 | 3 | 0 |
05 / THE BOARDS
What each board returned
LinkedIn's public search, with the location set to Remote, returned 25 cards from 16 countries. Only 2 were in the US. The agent searched again with United States as the location and got 25 US cards, 17 of them open across the whole country. None of the 50 LinkedIn cards showed pay.
Indeed flagged all 15 of its jobs remote and showed pay on 6, but 14 were more than 30 days old. Glassdoor showed a pay range on 22 of 30, almost all set by the employer. Only 3 were posted in the last week, and 8 rows were not remote at all. The October Hacker News thread had 5 posts naming frontend and remote, and 2 of them hire remotely in the US.
| Search | Tool | Price |
|---|---|---|
| LinkedIn, Remote | crawl4ai.linkedin.search.jobs | $0.0011 |
| Indeed, Remote | crawl4ai.indeed.search.jobs | $0.0003 |
| Glassdoor, remote only | crawl4ai.glassdoor.search.jobs | $0.0003 |
| Hacker News, frontend | crawl4ai.hackernews.jobs.hiring | $0.0003 |
| LinkedIn, United States | crawl4ai.linkedin.search.jobs | $0.0011 |
| One LinkedIn post | harvestapi.linkedin.job.get | $0.0012 |
06 / THE MERGE
Duplicates, and remote jobs you cannot take
5 jobs came back twice. NewtonX and Castlight Health were on LinkedIn and on Indeed or Glassdoor. Openly and Menrva Group were on Indeed and Glassdoor. ClickHouse came back from both LinkedIn searches. Affirm listed one staff role in two cities.
Remote does not mean remote from anywhere. 23 LinkedIn cards were tied to other countries, and one Hacker News post hires only in Poland or Romania. A US card can narrow too. The Maven Clinic post, which LinkedIn marks remote, hires in New York or 5 other metro areas and gives its pay range only for New York City, California and Colorado.
07 / COST
What the run cost
The two LinkedIn searches cost $0.0011 each. Indeed, Glassdoor and Hacker News cost $0.0003 each. Reading one LinkedIn post in full cost $0.0012. No call failed, and the whole run cost $0.0043.
Prices are per call, shown in the catalog before your agent calls, and paid from a prepaid balance.
| Method | Price | What you get |
|---|---|---|
| By hand | Free | The same search on each site, repeats and all |
| AI job finder app | Check current pricing | The app's own job index, often with auto apply |
| Agent with tapinall | $0.0043 for this run | 100 cards from 4 boards, merged and filtered in your chat |
08 / LIMITS
What this run did not do
Each search read one page, as a visitor sees it: 25 LinkedIn cards of 60, 15 Indeed jobs and 30 Glassdoor jobs. Indeed returned 15 rows though the agent asked for 25. More pages cost more calls.
The agent did not apply, write a cover letter or check that a job is still open. Many Glassdoor and Indeed jobs were weeks old, so some may be filled. Read each post for where the company hires before you apply.
09 / VARIATIONS SAME TOOLS. ANOTHER JOB.
Change the market.
Keep the recipe.
Prompts that use the same tools. We have not run these, so check each price in the catalog.
Two boards and one city, at $0.0003 a search.
One call. The thread tool reads the first 5 posts for role, place and pay.
10 / GOOD QUESTIONS Good questions,
Good questions,
short answers.
What is the best AI job finder?
The one that searches the boards where your role is posted and shows where each result came from. Here one agent searched LinkedIn, Indeed, Glassdoor and Hacker News from one prompt for $0.0043, and every job traces back to the board that returned it.
Can AI search several job boards at once?
Yes. An agent with job board tools calls each board in turn and merges the results. In this run 5 searches on 4 boards returned 100 job cards for $0.0031.
Which job board shows salaries most often?
In this run, Glassdoor: 22 of 30 jobs had a pay range. Indeed showed pay on 6 of 15, Hacker News posts on 3 of 5, and LinkedIn on 0 of 50 search cards. The LinkedIn post read in full gave its range in the description.
How does the agent drop duplicate job posts?
It matches the company and title across boards. 5 jobs came back twice in this run: NewtonX, Castlight Health, Openly, Menrva Group and ClickHouse.
Does an AI job finder apply for me?
This one does not. The agent searched the boards and read one post. It did not apply, fill in forms or message anyone, and it used no login.
11 / HOW YOU PAY PREPAID. NO SUBSCRIPTION.
A prepaid balance, spent per call.
Top up by card and your agent spends the balance one call at a time. This run cost $0.0043. Credits never expire, failed calls cost nothing, and every tool in the metered tool catalog shows its price before your agent calls. See per-call pricing.
12 / MORE RUNS SAME BALANCE. ANOTHER JOB.
More MCP use cases.
- JOB DATA Pull LinkedIn jobs with a LinkedIn jobs API Asked for data analyst jobs in Chicago, one tool returned 25 local jobs and the other 20 remote ones. They shared 2. $0.0059
- PROFILE AND JOBS Optimize a LinkedIn profile for the jobs you want The best-fit job asked for n8n, LLM APIs, webhooks and MCP. The profile named n8n and none of the rest. $0.0166
THE NEXT MOVE IS YOURS.
Copy the prompt.
Run it yourself. ✳
This run cost $0.0043.
No subscription. Credits never expire.