Remove all HTML tags, styling markup, scripts, and markdown formatting to produce continuous, clean text for vector embeddings and NLP pipelines.
FlyCrawl Studio :: url-to-text
350ms Engine OnlineCtrl + Enter ↵
Target Webpage URL5 Free/min
Try Sample:Wikipedia NLPHacker NewsGitHub
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Free Tier Scope:
Extracts clean text from a single webpage (Depth 1). For bulk multi-page ingestion into RAG vector stores (e.g. Pinecone, Qdrant, ChromaDB), integrate FlyCrawl via Python SDK.
# Python SDK (pip install flycrawl)
from flycrawl import FlyCrawl
client = FlyCrawl(api_key="fc_live_...")
res = client.scrape_url("https://example.com", params={"format": "text"})
print(res["text"])
Optimal Input for Embedding Models & Sentence Transformers
Sentence Transformers (like all-MiniLM-L6-v2, text-embedding-3-small, or BGE-M3) perform best on continuous natural language paragraphs without markdown syntax characters (#, *, `, []) that can distort cosine similarity measurements.
Frequently Asked Questions
Are navigation menus stripped?▼
Yes, header navigations, sidebars, cookie notices, and footers are automatically pruned.