firecrawl vs langextract
A neutral, constraint-first comparison - live GitHub stats and typed relationships, not marketing.
| firecrawl | langextract | |
|---|---|---|
| Tagline | The API to search, scrape, and interact with the web at scale. | Python library for extracting structured information from unstructured text with precise source grounding and interactive visualization. |
| Stars | 147k | 37k |
| Forks | 8.5k | 2.6k |
| Open issues | 387 | 106 |
| Language | TypeScript | Python |
| License | AGPL-3.0 | Apache-2.0 |
| Last pushed | Jul 7, 2026 | Jul 2, 2026 |
| Categories | AI Agents, Data & Retrieval | Data & Retrieval, LLM Frameworks |
firecrawl
Firecrawl is an open-source web context API aimed at finding sources, extracting content, and converting it into clean Markdown or structured data. It focuses on reliability, speed, and LLM-ready output formats.
TypeScript
langextract
LangExtract utilizes LLMs to extract detailed, structured data from documents like clinical notes or reports. It supports cloud-based models such as Google Gemini and local open-source models via Ollama interface, ensuring reliability and flexibility across various domains.
Python