LazyLLM after the Bing Search API

One argument to `BingSearch`

LazyLLM's docs describe the argument as "API endpoint, default https://api.bing.microsoft.com/v7.0/search". BingSearch keeps it as its request address and sends the key in Ocp-Apim-Subscription-Key. Before and after:

from lazyllm.tools.tools import BingSearch

bing = BingSearch(subscription_key="<your Bing key>")
res = bing("python tutorial", count=5)

import os
from lazyllm.tools.tools import BingSearch

bing = BingSearch(
    subscription_key=os.environ["SPECSTREAM_API_KEY"],
    endpoint="https://api.specstream.ai/v7.0/search",
)
res = bing("python tutorial", count=5)

Leave subscription_key empty and BingSearch reads the key from dynamic_tool_auth["bing"], as before. Put the SpecStream key there and the endpoint argument stays the one change.

The same request and the same JSON

BingSearch.search sends GET with q and count, up to 50, and reads name, url and snippet from each item of webPages.value. SpecStream answers in that shape. A call for 10 results costs $0.005, and each started block of 10 more adds $0.006.

The same call from plain Python, so you see what the agent will read:

import os, requests

reply = requests.get(
    "https://api.specstream.ai/v7.0/search",
    headers={"Ocp-Apim-Subscription-Key": os.environ["SPECSTREAM_API_KEY"]},
    params={"q": "python tutorial", "count": 10},
).json()

for page in reply["webPages"]["value"]:
    print(page["name"], page["url"], page["snippet"])

Every parameter and field of the route is in the Bing Web Search v7 guide, and what Microsoft ended, and when, is on the Bing Search API retirement page.

$5 per 1,000 searches, with no daily limit

A search of up to 10 results costs $0.005. There is no monthly plan and no daily limit. Credit you buy never expires, and a new account starts with $10 of credit, which covers 2,000 searches. A busy call gets a 429 with Retry-After and charges nothing.

The most accurate web search API, in about one second

On SimpleQA Verified the SpecStream Search API scores 97.9 F-score on all 1,000 official questions, 978 of them correct. On WideSearch it scores 64.0 item F1 and 43.4 row F1 on all 200 official tasks. The Extract API scores 0.908 F1 on WCXB. Every score and its method is on the benchmarks page.

Every Bing call runs the fast search. Measured on production on November 9, 2026, its median was 0.82 s at 1 search a second and 1.07 s at 20 a second, the 95th percentile stayed between 1.09 and 1.73 s, and it answered 718 of 720. There is no limit per key and no daily limit.

You decide what is kept, on each key

Create the key with zero_retention and a search made with it keeps no request text and no answer after the reply. spend_cap_cents is the most the key can spend, so a long LazyLLM run stops at the cap you set.

curl -X POST https://api.specstream.ai/v1/account/keys \
  -H "Authorization: Bearer $SPECSTREAM_API_KEY" -H "Content-Type: application/json" \
  -d '{"name": "production", "scopes": ["account:read", "finds:spend"], "spend_cap_cents": 500000, "zero_retention": true}'

Search, pages and rows on one key

The same key reads up to 20 pages or documents a call with the Extract API at $0.80 per 1,000 pages, and a page with no text is not charged. Deep Search returns every match for a request in plain words as structured rows, at 5¢, 15¢ or $1 a row, with a source URL on every value. The most a run can cost is approved before it starts.

Grounding with Bing Search

Microsoft's named replacement for the Bing Search APIs, at $14 per 1,000 transactions, inside Azure AI Agents. It returns an answer with citations, and developers get no access to the raw results, so BingSearch has no webPages.value to read. SpecStream returns Bing's webPages.value[] at $5 per 1,000.

LazyLLM's GoogleSearch

GoogleSearch calls Google's Custom Search JSON API, $5 per 1,000 queries after 100 free a day, up to 10,000 a day. Google closed it to new customers and ends it on January 1, 2027, so a new project gets no key. SpecStream keeps BingSearch and costs the same $5 per 1,000, with no daily limit.

LazyLLM's TavilySearch

TavilySearch defaults to https://api.tavily.com, billed in credits at $0.008 each on pay as you go, 1 credit a basic search. On a monthly plan, requests stop when the month's credits run out. SpecStream charges $0.005 a search, and its credit never expires.