Abstract sci-fi graph representing high-dimensional LLM vectors
fragmata

Semantic Academic Search

Dedicated semantic search on the S2ORC dataset — limited free quota for public use. Primarily serves as an API-as-a-service for agentic AI facilities.

Search Portal

Enter a research query to begin semantic search.

Developer Access

Free API Keys
Expires in 24 hours • 12 RPM per key

Semantic search only. No synthesis or agentic capabilities.

Server-side limit: 1k RPM for public free access.

Integration Guide
import requests API_URL = "https://s2or.fragmata.ai/v1/search"API_KEY = "YOUR_FREE_KEY_HERE" def search_academic(query):    headers = {        "Authorization": f"Bearer {API_KEY}",        "Content-Type": "application/json"    }    payload = {        "query": query,        "limit": 10,        "semantic": True    }        response = requests.post(API_URL, json=payload, headers=headers)    return response.json() # Example usageresults = search_academic("large language model efficiency")for paper in results.get("data", []):    print(f"{paper['title']} ({paper['year']})")

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