Web access for AI agents.
Only the lines that answer.

Search many engines as one, read pages and PDFs, and get back the passages that answer the question, each with its source.

Get an API key
pip install clawifi

Free engines first · 3 results · sources on every line

Loading a recorded run…

    Open full playground ↗

    Anonymous demo: up to 12 runs a minute, 3 search results, crawls up to 4 pages (~20 s), public addresses only. No sign-up.

    1,000 free credits · 8 lanes, 46 providers · MCP, Python SDK and HTTP · public beta

    [ 02 / 09 ] · Clients

    Works with the agents you already run.

    • Claude Code
    • Codex
    • Cursor
    • Claude Desktop
    • Hermes
    • any MCP client

    MCP server · Python SDK · plain HTTP

    [ 03 / 09 ] · Core

    Three calls. Three kinds of answer.

    search_free

    Search

    Free engines first, merged by rank, three results a query, each with the engine that found it.

    What is the Model Context Protocol (MCP)?modelcontextprotocol.io · via SearXNG (bing, yahoo, google cse)

    scrape / fetch

    Read

    A page or a PDF comes back as markdown, with page markers and ruled tables. A scanned file is flagged as needing OCR instead of being guessed.

    # asyncio — Asynchronous I/Odocs.python.org · fetched directly, no browser

    fetch(url, query=…)

    Ask a page

    Pass a question and the page becomes the passages that answer it, in page order, each with its heading and offset.

    asyncio is a library to write concurrent code using the async/await syntax.passage 1 · heading “asyncio” · docs.python.org

    # your agent calls the tool
    search_free(query="what is the Model Context Protocol")
    fetch(url="https://docs.python.org/3/library/asyncio.html", query="what is asyncio for")

    [ 04 / 09 ] · Trace

    Every step on the record.

    Each run says which engine was asked, which answered, what was merged and how long it took. When only one engine answers, it says so.

    • Failed engines are shown, not hidden. A paused or rate-limited engine stays in the trace, dimmed, with the reason.
    • Sources on every line. Every result carries its URL and the engine that found it.
    • Nothing invented. If the live API can’t answer, the box replays a dated recording and labels it.
    1. asked SearXNG: “what is the Model Context Protocol”
    2. engines inside it: bing, yahoo, google cse
    3. 3 results, merged by rank
    4. sources: modelcontextprotocol.io, en.wikipedia.org, databricks.com
    5. answered end to end5.3 s
    Live playground run, recorded 20 Oct 2026. Only SearXNG answered on that run.

    [ 05 / 09 ] · Measured

    Measured, with the method attached.

    38 of 40

    searches landed on target

    40 prospecting queries on the live playground, no paid key, 3 results each: all 40 answered, median 3.8 s. Measured 20 Oct 2026 from one location.

    8 of 8 2 of 2

    text PDFs read · scanned PDFs flagged

    Every text PDF came back as markdown; both scanned files were flagged as needing OCR instead of returning fragments. Published 13 Oct 2026.

    3,746919

    tokens per page, median, with passages

    The answer was in the top 3 passages on 26 of 29 pages. Published 13 Oct 2026.

    [ 06 / 09 ] · Lanes

    8 lanes, one API.

    Each kind of question goes to the sources that hold it, free first.

    LaneProvidersExamples
    Free web search13SearXNG, DuckDuckGo, Marginalia, …
    Sitemap, RSS, and docs discovery5robots.txt, Sitemaps, Page links, …
    Open scholarly archives8arXiv, Crossref, Zenodo, …
    Academic workflows5arXiv, PubMed, Semantic Scholar, …
    Package registries8PyPI, npm, crates.io, …
    Dataset registries4Hugging Face, OpenML, Dataverse, …
    Code intelligence1GitHub
    Domain and identity OSINT3Domain records, Username search, Email checks

    Also in the APIBrowserMonitorCrawlMapBatchSocial threadsDomain reconDatasetsPackages

    Catalogue as of 2026-10-13 · every source →

    [ 07 / 09 ] · Onboarding

    Three steps to your agent’s first answer.

    Which agent will use Clawifi?

    [ 08 / 09 ] · Pricing

    Start free. Pay as you grow.

    Most calls cost 1 credit · browser renders 3 · failed calls and cache hits are free · every price →

    [ 09 / 09 ] · FAQ

    Questions, answered plainly.

    What does Clawifi return?

    Search returns ranked results with the URL and the engine that found each one. Read returns a page or PDF as markdown. Read it with a question and you get only the passages that answer it, each with its heading and its place in the page.

    Which agents can use it?

    Any MCP client: Claude Code, Claude Desktop, Cursor, Codex, Hermes and others. There is also a Python SDK and a plain HTTP API.

    Which engines does search use?

    Free engines first. The hosted playground runs a private SearXNG that queries several web engines and merges them by rank; paid providers are only used when you enable them.

    What happens when a page can’t be read?

    It says so. A blocked page is reported as blocked, and a scanned PDF is flagged as needing OCR instead of being passed off as text.

    How are credits counted?

    Most calls cost 1 credit. A page that needs the browser costs 3, a PDF 2 per 50 pages, and research 30 to 300 depending on how much it reads; the pricing page lists every operation. Failed calls and cache hits are free, asking a question about a page adds nothing, and the playground needs no key.

    Where does the 38/40 number come from?

    40 prospecting searches run against the live playground on 20 Oct 2026 (and 13 Oct before it, with the same result), with no paid key, from one location. Results move with the web, so we date every number and re-measure it.