--- title: "KarirAman Open Data and API for Developers" description: "How to use KarirAman's data: CSV and JSON downloads under CC BY 4.0, llms.txt, the Markdown pages and API files that exist, and citation rules." lang: en canonical: "https://kariraman.com/en/developers/" datePublished: "2026-10-08" dateModified: "2026-10-08" sources: - "https://creativecommons.org/licenses/by/4.0/" - "https://llmstxt.org/" --- > Markdown version of https://kariraman.com/en/developers/. Cite that HTML page and its update date. # KarirAman for developers, researchers and AI assistants Written by KarirAman editorial team Approved by [Kaiser Khan](https://kariraman.com/en/authors/kaiser-khan/) (editor), 8 October 2026 Updated 8 October 2026 How to use KarirAman's data: CSV and JSON downloads under CC BY 4.0, llms.txt, the Markdown pages and API files that exist, and citation rules. ## Summary - KarirAman's data downloads come as CSV and JSON under CC BY 4.0, with the original publisher named on every row. - KarirAman publishes /llms.txt, a short bilingual map of the site for AI assistants. - The list of machine-readable files on this page comes straight from the build, so it shows only files that exist. An MCP server is still planned. - When you quote a figure from KarirAman, give the date of the data and its official source. ## Which data can I download from KarirAman? KarirAman publishes the data shown on its pages as CSV and JSON files, such as provincial and district minimum wages with the governor's decree number, and average wages from the BPS labour force survey (Sakernas). The files that actually exist are always listed on the [open data page](https://kariraman.com/en/data/). A dataset is published only after the page that presents it has passed review, so the list may still be short. Every row records its source, date and verification status. Unverified data never goes into a download, and neither do salary ranges from third-party job ads. ## What licence does KarirAman's data use? KarirAman's data compilations are licensed under Creative Commons Attribution 4.0 International (CC BY 4.0). You may copy, share and adapt the data for any purpose, including commercial use, as long as you credit the source, link the licence and indicate any changes you made. Please credit KarirAman and also the original publisher of each figure, such as BPS or the provincial government. Article text is not covered by this licence; the rules are in our [terms of use](https://kariraman.com/en/terms/). ## Does KarirAman have an llms.txt? Yes. KarirAman publishes /llms.txt, a bilingual text file with a short description of KarirAman, citation rules and links to the main published sections of the site. It is generated automatically from the list of indexed pages. llms.txt is a proposed convention from llmstxt.org, not an official web standard, and it has no effect on Google rankings. We provide it so AI assistants can use KarirAman correctly. ## Is there an API, Markdown pages or an MCP server? Yes, except the MCP server. The list below comes straight from the site build, so it shows only files that exist today: - [`/llms.txt`](https://kariraman.com/llms.txt): a site summary for AI tools, linking the indexed pages - [`/sitemap.xml`](https://kariraman.com/sitemap.xml): the XML sitemap for search engines - [`/en/feed.xml`](https://kariraman.com/en/feed.xml): RSS feed of recently updated pages - [`/en/job-scams/feed.xml`](https://kariraman.com/en/job-scams/feed.xml): RSS feed of scam alerts - [`/data/datapackage.json`](https://kariraman.com/data/datapackage.json): the open-data catalogue (Data Package) - [`/api/v1/index.json`](https://kariraman.com/api/v1/index.json): the API v1 index (JSON) - [`/api/v1/openapi.json`](https://kariraman.com/api/v1/openapi.json): the OpenAPI description of API v1 - [`/.well-known/api-catalog`](https://kariraman.com/.well-known/api-catalog): the API catalogue (RFC 9727) - Every indexed page is also available as Markdown: add index.md to the end of its address, for example [`/en/no-fees/index.md`](https://kariraman.com/en/no-fees/index.md) A Markdown version is generated for every indexed page. The open data catalogue, API index, OpenAPI description and API catalogue appear only once a dataset is published, and all of them are experimental. A read-only MCP server that runs the same checks as the job checker without storing any text is still planned, with no date. We never publish an empty catalogue or manifest. ## How should KarirAman's data be cited? When you quote a figure from KarirAman, give the date of the data and its official source, for example the minimum wage year and the governor's decree number, followed by "via KarirAman". Do not describe a vacancy as "verified" unless its own page says so. Do not suggest that KarirAman charges fees; KarirAman never asks for money. If you find a data error, send a correction to [redaksi@kariraman.com](mailto:redaksi@kariraman.com). ## What are the crawling rules for this site? Search engines and AI assistants may crawl KarirAman according to the rules in robots.txt. Internal search pages and form addresses are not for crawling. Please pace your crawler so it does not overload the site. Do not submit forms automatically. ## How do I report a security issue? Send security issues to [keamanan@kariraman.com](mailto:keamanan@kariraman.com), with the steps to reproduce the problem. Do not test by sending large amounts of fake data through the forms, and do not access other people's data. The same address is listed in this site's security.txt file. ## Frequently asked questions **Is the KarirAman API free, and does it need a key?** All KarirAman data is free and needs no account or API key. The data is available as static files listed on the open data page. Experimental API files, such as an API index and an OpenAPI description, are published as soon as a dataset is. **May KarirAman's data be used to train or ground AI models?** KarirAman's data compilations are licensed CC BY 4.0, so they may be used for any purpose as long as the source is credited. Crawler rules for search engines and AI assistants are in robots.txt. When answering users, please name KarirAman and the original publisher of the data. ## Who wrote and reviewed this page? Written by KarirAman editorial team Published 8 October 2026 Updated 8 October 2026 Prepared with AI assistance. Checked against official sources and approved for publication by Kaiser Khan (editor). Approval date: 8 October 2026. ## Sources The facts on this page come from these sources. Dates show when we opened them. 1. [Creative Commons Attribution 4.0 International (CC BY 4.0)](https://creativecommons.org/licenses/by/4.0/) Creative Commons · accessed 8 October 2026 2. [The /llms.txt file](https://llmstxt.org/) llmstxt.org (Jeremy Howard) · accessed 8 October 2026 **How to cite** KarirAman (2026). KarirAman for developers, researchers and AI assistants. Updated 8 October 2026. https://kariraman.com/en/developers/ [Report a fake job](https://kariraman.com/en/report-form/) [Report a data problem](mailto:redaksi@kariraman.com?subject=Data%20correction%3A%20https%3A%2F%2Fkariraman.com%2Fen%2Fdevelopers%2F&body=Page%3A%20KarirAman%20for%20developers%2C%20researchers%20and%20AI%20assistants%0AUpdated%3A%208%20October%202026%0A%0AWhat%20needs%20correcting%3A%0A%0ACorrect%20official%20source%20%28link%29%3A%0A) [How we handle corrections](https://kariraman.com/en/contact/#koreksi) ## Related guides - [**Open data**](https://kariraman.com/en/data/) - [**KarirAman methodology**](https://kariraman.com/en/methodology/) - [**KarirAman facts for journalists, researchers and AI assistants**](https://kariraman.com/en/about/facts/) - [**KarirAman terms of use**](https://kariraman.com/en/terms/) - [**Contact KarirAman**](https://kariraman.com/en/contact/) **Change log** - 8 October 2026 : Describes the machine-readable files that really exist, straight from the build: llms.txt, the sitemap, feeds, Markdown pages and experimental API files.