You can access the Dataset Cost Estimator — LLM Embedding Budget programmatically from your own applications by using the Apify API. You can also choose the language preference from below. To use the Apify API, you’ll need an Apify account and your API token, found in API & Integrations in Apify Console.

Python

JavaScript

CLI

OpenAPI

HTTP

MCP

1from apify_client import ApifyClient
2
3# Initialize the ApifyClient with your Apify API token
4# Replace '<YOUR_API_TOKEN>' with your token.
5client = ApifyClient("<YOUR_API_TOKEN>")
6
7# Prepare the Actor input
8run_input = { "items": [
9        {
10            "url": "https://example.com/a",
11            "title": "Page A",
12            "text": "Deterministic token budgeting helps agent pipelines avoid surprise embedding bills before vector upsert.",
13        },
14        {
15            "url": "https://example.com/b",
16            "title": "Page B",
17            "markdown": "Second document with enough characters to exercise percentile stats and multi-model cost rows.",
18        },
19        {
20            "url": "https://example.com/empty",
21            "title": "Empty",
22        },
23    ] }
24
25# Run the Actor and wait for it to finish
26run = client.actor("fg-ei/dataset-llm-cost-estimator").call(run_input=run_input)
27
28# Fetch and print Actor results from the run's dataset (if there are any)
29print(f"💾 Check your data here: https://console.apify.com/storage/datasets/{run.default_dataset_id}")
30for item in client.dataset(run.default_dataset_id).iterate_items():
31    print(item)
32
33# 📚 Want to learn more 📖? Go to → https://docs.apify.com/api/client/python/docs/quick-start

Dataset Cost Estimator: LLM Embedding Budget API in Python

The Apify API client for Python is the official library that allows you to use Dataset Cost Estimator — LLM Embedding Budget API in Python, providing convenience functions and automatic retries on errors.

Install the apify-client

$pip install apify-client

Other API clients include:

Dataset Cost Estimator — LLM Embedding Budget API in JavaScript

Dataset Cost Estimator — LLM Embedding Budget API through CLI

Dataset Cost Estimator — LLM Embedding Budget OpenAPI definition

Dataset Cost Estimator — LLM Embedding Budget API

Real-time knowledge for LLMs

ai-developer/real-time-knowledge-for-llms

Unlock the Full Potential of Your LLM with Real-Time Web Knowledge! Say goodbye to outdated responses, misinformation, and hallucinations. Now you can ground your Language Model with the freshest information from the web. NO API NEEDED!

aideveloper

XMLs To Dataset

mtrunkat/xmls-to-dataset

Go to actor anytime you need to download XML files and store them in the dataset.

Marek Trunkát

112

LLM-Ready Web Scraper

devoted_helix/llm-web-scraper

Convert web pages to clean, LLM-friendly text. Perfect for RAG pipelines, AI chatbot training, and fine-tuning datasets. Removes ads,menus, and clutter automatically.

batuhan senavci

Natural Language Dataset Query

apify/natural-language-dataset-query

Use natural language queries to retrieve results from an Apify dataset. This Actor provides a query engine that loads a dataset, executes SQL queries, and synthesizes results. It works as an MCP (Model Context Protocol) server or REST API in Actor standby mode.

Apify

5.0

(2)

DomainForge LLM Dataset Builder

actorify/domainforge-llm-dataset-builder

Crawls websites and transforms web content into clean, structured datasets optimized for LLM fine-tuning, RAG applications, and knowledge base construction

fanio zilla

LLM Prompt Enhancer

badruddeen/llm-prompt-enhancer

LLM Prompt Enhancer rewrites and improves your text prompts for clarity, creativity, or professional tone, generating multiple AI-powered enhanced alternatives instantly.

Badruddeen Naseem

5.0

(1)

AST Website Content Crawler for RAG

lukas459/ai-web-to-markdown-crawler-llm-rag-optimized

Advanced web crawler extracting token-chunked Markdown for LLMs & RAG. Features dual-engine hybrid parsing (IBM Docling & Trafilatura) to preserve tables and layouts. Delivers clean text split by native tiktoken counts with rich metadata (headings, levels, tokens) for instant vector search.

lukas schmeck

4.5

(3)

LLM Visibility Monitor: AI Search Brand Audit

constructive_calm/llm-visibility-monitor

See whether AI models recommend your brand. Asks real buyer questions (without naming you) to the API models behind ChatGPT, Claude, Gemini, Perplexity and Grok, with or without live web search, and reports mentions, cited sources, competitor share and changes since your last run.

Omar Eldeeb

5.0

(1)

Arabic Language Scrapper / Datasets for LLMs

amr_ashour/arabic-language-scrapper-datasets-for-llms

This scraper is designed to collect and structure rich Arabic lexical data from authoritative Arabic dictionary sources. It extracts Arabic words along with their definitions, contextual meanings, related words, synonyms, and morphological derivations.

Amr Ashour