---
title: "Overview"
description: "| Feature | Supported | |---------|-----------| | Supported Providers | `perplexity`, `tavily`, `parallel_ai`, `exa_ai`, `brave`, `google_pse`, `dataforseo`, `firecrawl`, `searxng`, `linkup`, `duckduckgo`, `searchapi`, `serper` | | Cost Tracking | ✅ | | Logging | ✅ | | Load Balancing | ❌ |"
type: skill
canonical_url: https://claudary.paisolsolutions.com/skills/index-86
source: "Claudary"
difficulty: intermediate
author: "Claude Code Knowledge Pack"
date: 2026-07-10T11:25:33.270Z
license: CC-BY-4.0
attribution: "Overview — Claudary (https://claudary.paisolsolutions.com/skills/index-86)"
---

# Overview
| Feature | Supported | |---------|-----------| | Supported Providers | `perplexity`, `tavily`, `parallel_ai`, `exa_ai`, `brave`, `google_pse`, `dataforseo`, `firecrawl`, `searxng`, `linkup`, `duckduckgo`, `searchapi`, `serper` | | Cost Tracking | ✅ | | Logging | ✅ | | Load Balancing | ❌ |

## Overview

# Overview

| Feature | Supported | 
|---------|-----------|
| Supported Providers | `perplexity`, `tavily`, `parallel_ai`, `exa_ai`, `brave`, `google_pse`, `dataforseo`, `firecrawl`, `searxng`, `linkup`, `duckduckgo`, `searchapi`, `serper` |
| Cost Tracking | ✅ |
| Logging | ✅ |
| Load Balancing | ❌ |

:::tip

LiteLLM follows the [Perplexity API request/response for the Search API](https://docs.perplexity.ai/api-reference/search-post)

:::

:::info

Supported from LiteLLM v1.78.7+
:::

## **LiteLLM Python SDK Usage**
### Quick Start 

```python showLineNumbers title="Basic Search"
from litellm import search
import os

os.environ["PERPLEXITYAI_API_KEY"] = "pplx-..."

response = search(
    query="latest AI developments in 2024",
    search_provider="perplexity",
    max_results=5
)

# Access search results
for result in response.results:
    print(f"{result.title}: {result.url}")
    print(f"Snippet: {result.snippet}\\n")
```

### Async Usage 

```python showLineNumbers title="Async Search"
from litellm import asearch
import os, asyncio

os.environ["PERPLEXITYAI_API_KEY"] = "pplx-..."

async def search_async(): 
    response = await asearch(
        query="machine learning research papers",
        search_provider="perplexity",
        max_results=10,
        search_domain_filter=["arxiv.org", "nature.com"]
    )
    
    # Access search results
    for result in response.results:
        print(f"{result.title}: {result.url}")
        print(f"Snippet: {result.snippet}")

asyncio.run(search_async())
```

### Optional Parameters

```python showLineNumbers title="Search with Options"
response = search(
    query="AI developments",
    search_provider="perplexity",
    # Unified parameters (work across all providers)
    max_results=10,                         # Maximum number of results (1-20)
    search_domain_filter=["arxiv.org"],     # Filter to specific domains
    country="US",                           # Country code filter
    max_tokens_per_page=1024                # Max tokens per page
)
```

## **LiteLLM AI Gateway Usage**

LiteLLM provides a Perplexity API compatible `/search` endpoint for search calls.

**Setup**

Add this to your litellm proxy config.yaml

```yaml showLineNumbers title="config.yaml"
model_list:
  - model_name: gpt-4
    litellm_params:
      model: gpt-4
      api_key: os.environ/OPENAI_API_KEY

search_tools:
  - search_tool_name: perplexity-search
    litellm_params:
      search_provider: perplexity
      api_key: os.environ/PERPLEXITYAI_API_KEY
  
  - search_tool_name: tavily-search
    litellm_params:
      search_provider: tavily
      api_key: os.environ/TAVILY_API_KEY
```

Start litellm

```bash
litellm --config /path/to/config.yaml

# RUNNING on http://0.0.0.0:4000
```

### Test Request

**Option 1: Search tool name in URL (Recommended - keeps body Perplexity-compatible)**

```bash showLineNumbers title="cURL Request"
curl http://0.0.0.0:4000/v1/search/perplexity-search \\
  -H "Authorization: Bearer sk-1234" \\
  -H "Content-Type: application/json" \\
  -d '{
    "query": "latest AI developments 2024",
    "max_results": 5,
    "search_domain_filter": ["arxiv.org", "nature.com"],
    "country": "US"
  }'
```

**Option 2: Search tool name in body**

```bash showLineNumbers title="cURL Request with search_tool_name in body"
curl http://0.0.0.0:4000/v1/search \\
  -H "Authorization: Bearer sk-1234" \\
  -H "Content-Type: application/json" \\
  -d '{
    "search_tool_name": "perplexity-search",
    "query": "latest AI developments 2024",
    "max_results": 5
  }'
```

### Load Balancing

Configure multiple search providers for automatic load balancing and fallbacks:

```yaml showLineNumbers title="config.yaml with load balancing"
search_tools:
  - search_tool_name: my-search
    litellm_params:
      search_provider: perplexity
      api_key: os.environ/PERPLEXITYAI_API_KEY
  
  - search_tool_name: my-search
    litellm_params:
      search_provider: tavily
      api_key: os.environ/TAVILY_API_KEY
  
  - search_tool_name: my-search
    litellm_params:
      search_provider: exa_ai
      api_key: os.environ/EXA_API_KEY

  - search_tool_name: my-search
    litellm_params:
      search_provider: brave
      api_key: os.environ/BRAVE_API_KEY

router_settings:
  routing_strategy: simple-shuffle  # or 'least-busy', 'latency-based-routing'
```

Test with load balancing:

```bash
curl http://0.0.0.0:4000/v1/search/my-search \\
  -H "Authorization: Bearer sk-1234" \\
  -H "Content-Type: application/json" \\
  -d '{
    "query": "AI developments",
    "max_results": 10
  }'
```

## **Request/Response Format**

:::info

LiteLLM follows the **Perplexity Search API specification**. 

See the [official Perplexity Search documentation](https://docs.perplexity.ai/api-reference/search-post) for complete details.

:::

### Example Request

```json showLineNumbers title="Search Request"
{
  "query": "latest AI developments 2024",
  "max_results": 10,
  "search_domain_filter": ["arxiv.org", "nature.com"],
  "country": "US",
  "max_tokens_per_page": 1024
}
```

### Request Parameters

| Parameter | Type | Required | Description |
|-----------|------|----------|-------------|
| `query` | string or array | Yes | Search query. Can be a single string or array of strings |
| `search_provider` | string | Yes (SDK) | The search provider to use: `"perplexity"`, `"tavily"`, `"parallel_ai"`, `"exa_ai"`, `"brave"`, `"google_pse"`, `"dataforseo"`, `"firecrawl"`, `"searxng"`, `"linkup"`, `"duckduckgo"`, `"searchapi"`, or `"serper"` |
| `search_tool_name` | string | Yes (Proxy) | Name of the search tool configured in `config.yaml` |
| `max_results` | integer | No | Maximum number of results to return (1-20). Default: 10 |
| `search_domain_filter` | array | No | List of domains to filter results (max 20 domains) |
| `max_tokens_per_page` | integer | No | Maximum tokens per page to process. Default: 1024 |
| `country` | string | No | Country code filter (e.g., `"US"`, `"GB"`, `"DE"`) |

**Query Format Examples:**

```python
# Single query
query = "AI developments"

# Multiple queries
query = ["AI developments", "machine learning trends"]
```

### Response Format

The response follows Perplexity's search format with the following structure:

```json showLineNumbers title="Search Response"
{
  "object": "search",
  "results": [
    {
      "title": "Latest Advances in Artificial Intelligence",
      "url": "https://arxiv.org/paper/example",
      "snippet": "This paper discusses recent developments in AI...",
      "date": "2024-01-15"
    },
    {
      "title": "Machine Learning Breakthroughs",
      "url": "https://nature.com/articles/ml-breakthrough",
      "snippet": "Researchers have achieved new milestones...",
      "date": "2024-01-10"
    }
  ]
}
```

#### Response Fields

| Field | Type | Description |
|-------|------|-------------|
| `object` | string | Always `"search"` for search responses |
| `results` | array | List of search results |
| `results[].title` | string | Title of the search result |
| `results[].url` | string | URL of the search result |
| `results[].snippet` | string | Text snippet from the result |
| `results[].date` | string | Optional publication or last updated date |

## **Supported Providers**

| Provider | Environment Variable | `search_provider` Value |
|----------|---------------------|------------------------|
| Perplexity AI | `PERPLEXITYAI_API_KEY` | `perplexity` |
| Tavily | `TAVILY_API_KEY` | `tavily` |
| Exa AI | `EXA_API_KEY` | `exa_ai` |
| Brave Search | `BRAVE_API_KEY` | `brave` |
| Parallel AI | `PARALLEL_AI_API_KEY` | `parallel_ai` |
| Google PSE | `GOOGLE_PSE_API_KEY`, `GOOGLE_PSE_ENGINE_ID` | `google_pse` |
| DataForSEO | `DATAFORSEO_LOGIN`, `DATAFORSEO_PASSWORD` | `dataforseo` |
| Firecrawl | `FIRECRAWL_API_KEY` | `firecrawl` |
| SearXNG | `SEARXNG_API_BASE` (required) | `searxng` |
| Linkup | `LINKUP_API_KEY` | `linkup` |
| Serper | `SERPER_API_KEY` | `serper` |
| DuckDuckGo | `DUCKDUCKGO_API_BASE` | `duckduckgo` |
| SearchAPI.io | `SEARCHAPI_API_KEY` | `searchapi` |

See the individual provider documentation for detailed setup instructions and provider-specific parameters.

---

Source: [Claudary](https://claudary.paisolsolutions.com/skills/index-86) · https://claudary.paisolsolutions.com