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3 problems on the board right now$300 pledgedPut a price on what you need
Licium
Send us your hardest page
POST /v1/extract

Extract every source.
Then keep it working.

Careers boards. PDF bid notices. License registries. The pages that come back empty from a scraper. Paste one below and the rows come back, in the table you already use. Most tools stop there. We keep the source alive after the site changes.

Send us your hardest pageSee the API
First source is free.
More features coming soon.
Example 1 of 3 · OpenAI careers
What a scraper downloads
window.__appData = {"ddRumApplicationId":"80e0bf43-…","environment":"production",…

One page of JavaScript. 303,462 characters. The listings are tangled inside a script blob, not in HTML you can parse.

303,462 bytes · 163 lines
What we deliver
OpenAI careers
[
  {
    "title": "Technical Program Manager, Compute Infrastructure",
    "location": "San Francisco",
    "url": "https://jobs.ashbyhq.com/openai/8fb1615c-34bf-47c4-a1d1-b7b2f836bbd3"
  },
  {
    "title": "Research Engineer",
    "location": "San Francisco",
    "url": "https://jobs.ashbyhq.com/openai/240d459b-696d-43eb-8497-fab3e56ecd9b"
  },
  {
    "title": "Account Director - Tokyo",
    "location": "Tokyo, Japan",
    "url": "https://jobs.ashbyhq.com/openai/18f58952-c242-4562-8732-073a0ae8029e"
  }
]
The same shape, from one POST.
733 rows · read today

Read today. Read again tomorrow. If the page changes tonight, your table does not notice.

Someone is paying for these right now

Open the bounty board

Alongside the endpoint there is an open board. You describe an outcome, put a price on it, and pay only when you accept the result.

Put a price on what you needWork starts the same day. You pay only when you accept the result.
Scattered sources
A government bid postings table
a government bid table
hempsteadny.gov
A page blocking automated requests
a bot-block page
An old plain HTML listing page
an old HTML list
A PDF notice to bidders document
a PDF bid notice
bayvilleny.gov
A dense public careers board
a dense careers board
jobs.ashbyhq.com
196 source pages tracked · 43 fully verifiedA source is fully verified only when every row contains every field it declares.live
Title
Location
Source
Different systems, retrieved today. Every row links back to its page.

This is a sample. Yours starts from your niche.

01.

Send URLs, or describe the list.

One page, or a thousand. No URL? Describe the list and we find the sources.

02.

We crack the ones that fail.

Several times more rows than standard scraping tools. You see a sample first.

03.

It keeps working.

When a site changes, we fix it, not you. Same shape every time: JSON, CSV, or a scheduled job.

When something changes, you hear it from us first.

The usual failure is not an error. It is a number that got smaller.

  • FEWER ROWS THAN LAST TIME

    Every run is measured against the last one on the same source.

  • A COLUMN THAT STOPPED FILLING

    You get told which field, on which source, and when it started.

  • A SOURCE THAT WENT QUIET

    A page that stopped answering is not a page with nothing on it.

You should not have to babysit this. That is the part we are actually selling.

Send us your hardest page.

The one that breaks everything else. First source is free. If it works, send the other three hundred.

No URL? Describe the list you need. Or the one you gave up on.

More features coming soon.

Prefer to just talk? hello@licium.ai

The endpoint

The same engine as an API. One POST, the columns you want, rows back as JSON. Pulled from the live page at call time, every time.

POST /v1/extract
curl -X POST https://www.licium.ai/v1/extract \
  -H "Authorization: Bearer ak_your_key" \
  -d '{"url": "https://jobs.example.com/acme",
       "fields": ["title", "location", "url"]}'

{ "success": true,
  "data": { "count": 143, "rows": [ ... ] } }
Free keys are issued instantly at POST /v1/keys. No sign-in or approval is required.
Agent Ready

Built for agents. No key to start.

Read the full catalog and previews of up to 8 rows anonymously. One POST issues a free key for bulk rows.

Start from one file

terminal
curl -s https://www.licium.ai/skill.md

One page. Every endpoint and rule.

Or connect over MCP

terminal
https://www.licium.ai/mcp
npx -y licium sources --q hospital

Hosted MCP, keyless discovery and previews of up to 8 rows. Same client on npm.

More for agents

Questions

What happens when a site changes?

We fix it on our side. You keep calling the same endpoint and keep getting rows.

What if a page really has zero rows?

Then we say exactly that. Every row we return links back to the page it came from, so you can check any of them.

What does it cost?

Your first source is free. After that, a simple per-source price you see before you commit.