webclaw

POST /v1/research

Deep research your agent can cite.

Send one question, get back a cited report your LLM can actually use.

Give your agent a research question and let webclaw do the legwork. It searches the web, scrapes the sources, extracts findings, and synthesizes everything into a markdown report with inline citations and confidence-rated facts. Built in Rust, it runs many search and analyze cycles in the background so your agent stays free to do other work.

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What you get

Everything in one call.

Cited markdown report

Every job returns a synthesized report with inline citations that map back to the exact source array, so your agent can trace any claim.

Confidence-rated findings

Each extracted fact carries a high, medium, or low confidence rating based on source authority, so your model knows what to trust.

Multi-source synthesis

It runs several search and analyze cycles across many pages, not a single fetch, then condenses the result to roughly 90% fewer tokens than raw HTML.

Always deep

Every research job runs at full depth: up to 50 sources, our strongest synthesis model, and a long-form report. One job counts as one research run against your plan's monthly allowance.

How it works

From URL to output in four steps.

01

Submit your query

POST a research question with optional depth, source, and topic hints, and get back a job ID right away.

02

Search and scrape

webclaw searches the web, picks the strongest sources, and scrapes each one, handling JavaScript rendering and bot protection automatically.

03

Extract and synthesize

It pulls confidence-rated findings from every page, then synthesizes them into a single report with inline citations.

04

Poll for the report

Poll GET /v1/research/{id} until status is completed, then read the full report, sources, and findings from the response.

API

One request, structured back.

The domains example.com and example.org are maintained for documentation purposes. [1]

The domains example.com and example.org may be used as illustrative examples in documents without prior coordination with IANA. [1]

The domains example.com and example.org are not available for registration or transfer. [1]

IANA provides a web service on the example domain hosts to provide basic information on the purpose of the domains. [1]

The web services on the example domain hosts are provided as a best effort and are not designed to support production applications. [1]

IANA requests that applications not be designed to require the example domains to have an operating HTTP service. [1]

Checked against retrieved excerpts; source accuracy and completeness are not guaranteed.

Sources

[1] Example Domains

[2] RFC 2606: Reserved Top Level DNS Names | RFC Editor

[3] IANA-managed Reserved Domains

[4] Changes to HTTP service for example domains

FAQ

Frequently asked questions.

Book a call

You POST a question to /v1/research and get a job ID back immediately. In the background webclaw searches the web, scrapes the best sources, extracts findings, and synthesizes a cited markdown report. You poll GET /v1/research/{id} until the status is completed, then read the report, sources, and findings.

Ship an agent that actually sees the web.

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API docs