brainstorming
brainstorming
You MUST use this before any creative work - creating features, building components, adding functionality, modifying behavior, or planning anything new, in software or out of it (a talk, a business, a renovation).
web-searchFree web search via DuckDuckGo — text, news, images. No API key needed. Self-hosted SearXNG as alternative.
Independent GitHub snapshot · Automated classification · Original documentation governs
Free web search without API keys. Two options: DuckDuckGo (zero config) or SearXNG (self-hosted).
pip install duckduckgo_search
from duckduckgo_search import DDGS
# Text search
results = DDGS().text("query here", max_results=5)
for r in results:
print(f"{r['title']}\n{r['href']}\n{r['body']}\n")
# News search
news = DDGS().news("AI agents", max_results=5)
# Image search
images = DDGS().images("cat meme", max_results=3)
python3 -c "
from duckduckgo_search import DDGS
for r in DDGS().text('$QUERY', max_results=5):
print(f\"{r['title']}\n {r['href']}\n {r['body'][:100]}\n\")
"
python3 scripts/web_search.py "your query" --max 5
python3 scripts/web_search.py "AI news" --type news
python3 scripts/web_search.py "cat" --type images
For privacy or heavy usage, deploy your own SearXNG instance:
# JSON API (no key needed for self-hosted)
curl -s "http://localhost:8080/search?q=QUERY&format=json&engines=google,bing,duckduckgo" | python3 -m json.tool
Docker deployment:
docker run -d -p 8080:8080 searxng/searxng
| Service | Limit | Notes |
|---|---|---|
| DuckDuckGo | ~20-30 req/min | No official limit, be respectful |
| SearXNG | Unlimited (self-hosted) | Depends on upstream engines |
site:github.com Python agent"2026" AI agent frameworkregion param: DDGS().text(query, region="cn-zh")