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

Read-only probes

MCP server · Other

Rafał Doniec: AI for companies

By rafaldoniec.com Verified namespace

Services, price ranges and quote requests of Rafał Doniec, AI Solution Architect (Wrocław, Poland).

Website
Connect to Rafał Doniec: AI for companies
Checks passed
12 / 22

2 failed · 8 not measured

Median response
276 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
8

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?
310
Publisher identityCan the publisher be traced to its source?
312

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 276 ms.

  • Pass
    Valid handshake

    protocolVersion 2025-11-25, serverInfo.name rafaldoniec.

  • Pass
    Lists tools

    tools/list returned 8 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 276 ms over 1 samples in 7 days. The bar is 1000 ms. Need at least 5 samples.

  • Not measured
    Consistent (p95)

    95th percentile 276 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.

  • Fail
    Parameters documented

    24 of 39 parameters have a description (62%). The bar is 80%.

  • Pass
    Safety hints

    Every tool sets readOnlyHint or destructiveHint.

Publisher

  • Pass
    Verified namespace

    Listed in the Official MCP Registry.

  • Pass
    Website matches publisher

    The website host matches 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 2026-10-21T13:33:18.843959Z, within 180 days.

  • Not measured
    Open-source licence

    No GitHub repository to ask about a licence.

Start using Rafał Doniec: AI for companies

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 rafa-doniec-ai-for-companies https://www.rafaldoniec.com/mcp

Capabilities

Tools 8

confirm_quote

Confirms the quote request with the 6-digit code the client received. Rafał gets the request and the client gets a copy of the draft offer by e-mail. One request per address a day.

Discovered
estimate_price

Net price range in PLN, monthly upkeep, duration and what the price is made of, for a service and its answers, computed from the price list in code (the same as the quote assistant on the site). With all five answers it also returns the draft offer. Hosts with MCP Apps show the estimate as an offer card.

Discovered
get_contact

How to reach Rafał Doniec: e-mail, booking a call, LinkedIn, and the company details.

Discovered
get_quote_questions

The five questions of a service with their option ids, as the quote assistant on the site asks them. q1–q3 set the price; when and budget set the start and the follow-up.

Discovered
list_blog_posts

Posts of Rafał Doniec's blog about AI in companies, newest first.

Discovered
list_services

Rafał Doniec's services (AI automation, AI assistants, agent-ready companies, apps, strategy, prototypes, training, mentoring) with net price ranges in PLN and typical duration.

Discovered
match_service

Reads a client's need in their own words and suggests the service and the answers it mentions. Rules in code, no language model; check the result with the client.

Discovered
request_quote

Starts a quote request for the client: e-mails a 6-digit code to the client's address and returns a token. Ask the client for the code, then call confirm_quote with the same details. Nothing reaches Rafał until the code is confirmed.

Discovered

Recent measurements

Probe history

View status
Latest stored probes. Raw probe rows are kept for 14 days.
CheckedResultResponseTools
Connected276 ms8

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