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Independent measurements of remote MCP servers. Every observation has a timestamp.

Read-only probes

MCP server · Other

TofuBofu AI Visibility

Free AI visibility scan for any B2B company: see how often AI engines recommend it, plus the fixes.

Checks passed
12 / 22

2 failed · 8 not measured

Median response
479 ms

Median of successful probes over 7 days

30-day uptime
Not measured

Share of countable probes over 30 days, including daily rollups. Auth challenges are excluded.

Discovered tools
3

Tool definitions returned by this server

Independent monitoring

Health & checks

Status history

Responded

The server completed its last measured handshake. This is an observation, not a guarantee.

Last checked
Check summary by test group
Test areaPassedFailedUnmeasured
ConnectionCan a client connect and discover tools?
500
Reliability & speedDoes it respond consistently and quickly?
004
Access & authenticationWhat is required to use this server?
102
Tool qualityAre the tool definitions usable by an agent?
400
Publisher identityCan the publisher be traced to its source?
222

Unmeasured means there is not enough evidence to decide. How these checks work

Inspect individual checks 22 recorded

Core

  • Pass
    Reachable

    Latest probe returned HTTP 200 in 479 ms.

  • Pass
    Valid handshake

    protocolVersion 2025-11-25, serverInfo.name TofuBofu AI Visibility.

  • Pass
    Lists tools

    tools/list returned 3 tools.

  • Pass
    Current protocol

    Negotiated 2025-11-25. The bar is 2025-06-18 or newer.

  • Pass
    HTTPS

    The endpoint URL is https.

Performance

  • Not measured
    Fast (p50)

    Median latency 479 ms over 1 samples in 7 days. The bar is 1000 ms. Need at least 5 samples.

  • Not measured
    Consistent (p95)

    95th percentile 479 ms over 1 samples in 7 days. The bar is 3000 ms. Need at least 20 samples.

  • Not measured
    Reliable (uptime)

    1 of 1 attempts returned a tool list in 30 days (100%). The bar is 99%. Need at least 30 samples.

  • Not measured
    Stable tool list

    Fewer than two successful probes in 30 days, so tool-list stability is not measured.

Access

  • Pass
    Open access

    tools/list succeeded with no credential, and the record declares none.

  • Not measured
    Standard auth

    Auth is not required, so the OAuth metadata check does not apply.

  • Not measured
    Free tier cited

    No publisher quote has been checked.

Tools

  • Pass
    Tools described

    Every tool description is at least 20 characters.

  • Pass
    Valid input schemas

    Every inputSchema is a JSON Schema object.

  • Pass
    Parameters documented

    22 of 23 parameters have a description (96%). The bar is 80%.

  • Pass
    Safety hints

    Every tool sets readOnlyHint or destructiveHint.

Publisher

  • Pass
    Verified namespace

    Listed in the Official MCP Registry.

  • Fail
    Website matches publisher

    The website host does not match the reverse-domain namespace.

  • Fail
    Source repo linked

    No repository URL is on file.

  • Not measured
    Repo owner matches

    This namespace is not an io.github login, so the owner comparison does not apply.

  • Pass
    Recently updated

    Updated 2026-07-16T14:27:38.553817Z, within 180 days.

  • Not measured
    Open-source licence

    No GitHub repository to ask about a licence.

Start using TofuBofu AI Visibility

Connect to this server

Choose your client, copy the configuration, then enable the server in your client’s MCP settings.

Run this command in your terminal, then restart Claude Code.

Claude Code

claude mcp add --transport http tofubofu-ai-visibility https://tofubofu.com/mcp

Capabilities

Tools 3

get_visibility_report

Fetch the results of an AI-visibility scan started with scan_ai_visibility. Args: report_id: The id returned by scan_ai_visibility. Returns: While running: {status: "running", progress}. When done: the Tofu Index (named in the consideration set) and the Bofu Index (picked head to head), each with its fraction, the Tofu Index per engine, share of voice, sentiment, the top competitors winning the answers, any gap between the competitors the user named and the ones AI names, and top_fixes, the open items at the top of the brand's Fixes list (the same list the app's Fixes page shows; empty when there is none), plus the report_url.

Discovered
research_company

Step one of a scan: read the company's website and return the scan form's steps, pre-filled with what we read. Call this first, walk the user through `steps` in order, show them the answers and the queries, and get a yes before calling scan_ai_visibility. Every value is a guess from the website (or, for a signed-in workspace's returning brand, what the brand already holds) for the user to confirm or correct. Returns brand_name, steps (each with title and fields: param, question, help, kind, options, value, suggestions), scan (engines, queries_per_engine, queries_total) and how_to_ask.

Discovered
scan_ai_visibility

Start an AI-visibility scan of a company's website. It asks ChatGPT, Claude, Perplexity, Gemini, Google AI Mode real buying queries and records which companies they name. A free scan asks 5 queries on each engine, 25 in all. A call carrying a TofuBofu API key (Authorization: Bearer tb_live_...) re-scans that workspace's existing brand for the website, on its plan and quota. Before calling: call research_company, walk the user through its steps, show them the pre-filled answers and the queries (for a returning brand, the ones its last scan asked, which this scan asks again), and get a yes. Ask where they sell if you do not know it: geo_scope changes every query. Omit a field you do not know rather than inventing a value. The scan runs in the background (a few minutes); call get_visibility_report with the returned report_id. Returns report_id, report_url, assumed (answers not supplied) and query_warnings (buyer_questions that read as a topic, each with its reason; every one is still asked as sent). status "not_started" with report_id null means no scan ran: the email already has an account, or this website's free scan already ran this month. A sign-in link went to that inbox; show the note and stop.

Discovered

Recent measurements

Probe history

View status
Latest stored probes. Raw probe rows are kept for 14 days.
CheckedResultResponseTools
Connected479 ms3