ollama-python/examples/web-search-crawl.py
Parth Sareen d0f71bc8b8
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client: load OLLAMA_API_KEY on init (#583)
2025-09-22 20:28:40 -07:00

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3.1 KiB
Python

# /// script
# requires-python = ">=3.11"
# dependencies = [
# "rich",
# "ollama",
# ]
# ///
from typing import Union
from rich import print
from ollama import WebCrawlResponse, WebSearchResponse, chat, web_crawl, web_search
def format_tool_results(results: Union[WebSearchResponse, WebCrawlResponse]):
if isinstance(results, WebSearchResponse):
if not results.success:
error_msg = ', '.join(results.errors) if results.errors else 'Unknown error'
return f'Web search failed: {error_msg}'
output = []
for query, search_results in results.results.items():
output.append(f'Search results for "{query}":')
for i, result in enumerate(search_results, 1):
output.append(f'{i}. {result.title}')
output.append(f' URL: {result.url}')
output.append(f' Content: {result.content}')
output.append('')
return '\n'.join(output).rstrip()
elif isinstance(results, WebCrawlResponse):
if not results.success:
error_msg = ', '.join(results.errors) if results.errors else 'Unknown error'
return f'Web crawl failed: {error_msg}'
output = []
for url, crawl_results in results.results.items():
output.append(f'Crawl results for "{url}":')
for i, result in enumerate(crawl_results, 1):
output.append(f'{i}. {result.title}')
output.append(f' URL: {result.url}')
output.append(f' Content: {result.content}')
if result.links:
output.append(f' Links: {", ".join(result.links)}')
output.append('')
return '\n'.join(output).rstrip()
# Set OLLAMA_API_KEY in the environment variable or use the headers parameter to set the authorization header
# client = Client(headers={'Authorization': 'Bearer <OLLAMA_API_KEY>'})
available_tools = {'web_search': web_search, 'web_crawl': web_crawl}
query = "ollama's new engine"
print('Query: ', query)
messages = [{'role': 'user', 'content': query}]
while True:
response = chat(model='qwen3', messages=messages, tools=[web_search, web_crawl], think=True)
if response.message.thinking:
print('Thinking: ')
print(response.message.thinking + '\n\n')
if response.message.content:
print('Content: ')
print(response.message.content + '\n')
messages.append(response.message)
if response.message.tool_calls:
for tool_call in response.message.tool_calls:
function_to_call = available_tools.get(tool_call.function.name)
if function_to_call:
result: WebSearchResponse | WebCrawlResponse = function_to_call(**tool_call.function.arguments)
print('Result from tool call name: ', tool_call.function.name, 'with arguments: ', tool_call.function.arguments)
print('Result: ', format_tool_results(result)[:200])
# caps the result at ~2000 tokens
messages.append({'role': 'tool', 'content': format_tool_results(result)[: 2000 * 4], 'tool_name': tool_call.function.name})
else:
print(f'Tool {tool_call.function.name} not found')
messages.append({'role': 'tool', 'content': f'Tool {tool_call.function.name} not found', 'tool_name': tool_call.function.name})
else:
# no more tool calls, we can stop the loop
break