Search any data with natural language

f2d turns natural language into precise, structured results. Today it searches jobs — tomorrow, anything.

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REST API

Make your first search in under 60 seconds

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CLI

Install f2d and search from your terminal

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MCP

Connect AI agents via Model Context Protocol

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See it in action

See how a natural language query returns structured results

Request

curl -X POST https://your-api-url/v1/search \
  -H "x-api-key: YOUR_KEY" \
  -d '{
  "q": "Python backend developer
        in New York",
  "top_k": 3
}'

Response

{
  "results": [{
    "score": 0.94,
    "job_title": "Senior Python Developer",
    "city": "New York",
    "company_name": "TechCorp",
    "base_salary": "150000.0-180000.0 USD/YEAR",
    "publish_time": "2025-03-15 10:30:00",
    "job_url": "https://example.com/jobs/12345"
  }]
}

Open Standards

REST API + MCP + OpenAPI

AI-Native

Built for LLM and Agent integration

Fast

Sub-second semantic search