# Rafał Doniec: AI for companies (remote · www.rafaldoniec.com)

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

- Trust score: 81/100 (high trust)
- Change this week: +3
- Registry status: active
- Liveness: live
- Owner verified: no
- Last scored: 2026-11-05

## Components

- remote · `www.rafaldoniec.com`: 39/100, [markdown](https://verifymcp.io/servers/com-rafaldoniec-services/mcp-account.md), [page](https://verifymcp.io/servers/com-rafaldoniec-services/mcp-account)
- remote · `www.rafaldoniec.com`: 81/100 (this document), [markdown](https://verifymcp.io/servers/com-rafaldoniec-services/www.md), [page](https://verifymcp.io/servers/com-rafaldoniec-services/www)

## Channel facts

- Endpoint: `https://www.rafaldoniec.com/mcp`
- Transports: `streamable-http`
- Auth: `none`
- Version: `1.2.0`

## Trust breakdown

How this component scores in each security and reliability category. Every signal is checked automatically against the live server, and we only credit what we can confirm. Scores are 0–100 per category. Scoring method: https://verifymcp.io/docs/scoring (what has changed: https://verifymcp.io/docs/scoring/changelog)

Scored 2026-11-05.

- **Endpoint Security**: 80/100
  - The endpoint's TLS certificate is valid, in date, and uses a strong key.
  - No authorisation is required to call this server. Every tool declares its destructiveHint and none is destructive, so open access doesn't expose one.
  - HTTPS is enforced; there's no plaintext access path.
  - The HSTS (Strict-Transport-Security) header is present.
  - DNSSEC check failed: this domain isn't protected by DNSSEC.
- **Transport & Reachability**: 100/100
  - Verified streamable-http transport via a live MCP handshake.
- **Schema Quality & AI Usability**: 80/100
  - 100% of prompts and resources have a non-trivial description (not blank, and not just the item's name).
  - AI-judged instruction clarity (good).
  - Context-footprint check failed: tool/resource definitions use about 1012 tokens (~112/item across 9 items; 8 tools + 1 resources), over budget; trim descriptions and params.
  - Usage-examples check failed: none of the tools include examples.
- **Stability & Change Management**: 50/100
  - Stability observed for 15 of 30 days with no destabilising changes; credit accrues until the full window elapses.
- **Tool Coverage**: 100/100
  - 100% of tools have a non-trivial description (not blank, and not just the tool's name).
  - 100% of tool parameters carry a description.
  - Structured output schemas are declared (100% of tools); any adoption earns full credit.
- **Tool Safety**: 100/100
  - No prompt-injection markers were found in the server instructions, tool names or descriptions we captured.
  - We read all 8 captured tool definition(s), and no name or description among them implies an irreversible operation.
  - An AI judge read all 10 captured unit(s) of tool text and found none that tries to manipulate the model reading it.
- **Capabilities**: 100/100
  - Implements a supported MCP spec version (2025-11-25); the latest is 2026-07-28.
  - Supports UI / widget rendering.

## Install

### How do I install the Rafał Doniec: AI for companies MCP server?

Rafał Doniec: AI for companies is a hosted endpoint at https://www.rafaldoniec.com/mcp, so there is nothing to install locally. Ready-made configuration for Claude, Cursor, VS Code, Codex and 5 more is on this page, copied from each client's own documentation.

### Claude

```bash
claude mcp add --transport http com-rafaldoniec-services 'https://www.rafaldoniec.com/mcp'
```

### Cursor

```json
{
  "mcpServers": {
    "com-rafaldoniec-services": {
      "url": "https://www.rafaldoniec.com/mcp"
    }
  }
}
```

### VS Code

```json
{
  "servers": {
    "com-rafaldoniec-services": {
      "type": "http",
      "url": "https://www.rafaldoniec.com/mcp"
    }
  }
}
```

### Codex

```toml
[mcp_servers.com-rafaldoniec-services]
url = "https://www.rafaldoniec.com/mcp"
```

### opencode

```json
{
  "$schema": "https://opencode.ai/config.json",
  "mcp": {
    "com-rafaldoniec-services": {
      "type": "remote",
      "url": "https://www.rafaldoniec.com/mcp",
      "enabled": true
    }
  }
}
```

### OpenClaw

```bash
openclaw mcp add com-rafaldoniec-services --url 'https://www.rafaldoniec.com/mcp' --transport streamable-http
```

### Hermes

```yaml
mcp_servers:
  com-rafaldoniec-services:
    url: "https://www.rafaldoniec.com/mcp"
```

### Netclaw

```json
{
  "McpServers": {
    "com-rafaldoniec-services": {
      "Transport": "http",
      "Url": "https://www.rafaldoniec.com/mcp"
    }
  }
}
```

### Vellum

```bash
assistant mcp add com-rafaldoniec-services -t streamable-http -u 'https://www.rafaldoniec.com/mcp'
```

### Other

```json
{
  "mcpServers": {
    "com-rafaldoniec-services": {
      "type": "http",
      "url": "https://www.rafaldoniec.com/mcp"
    }
  }
}
```

The mcpServers block is a cross-client convention. Remote transports vary, so check your client's docs.

## Changelog

Every change recorded for this component, newest first. Days that predate change tracking, or that we cannot explain, say so: "we were watching and nothing happened" and "we were not watching" are different claims.

### 2026-11-04 (score 81, +1)

No change was recorded against any check on this day. Stability & Change Management went from 43 to 47. That category is still filling its 30-day observation window: 13 days of observed history at the previous scan, 14 at this one. The score rises as the window fills, whether or not the server changes.

### 2026-11-01 (score 80, +1)

No change was recorded against any check on this day. Stability & Change Management went from 33 to 37. That category is still filling its 30-day observation window: 10 days of observed history at the previous scan, 11 at this one. The score rises as the window fills, whether or not the server changes.

### 2026-10-30 (score 79, +1)

No change was recorded against any check on this day. Stability & Change Management went from 27 to 30. That category is still filling its 30-day observation window: 8 days of observed history at the previous scan, 9 at this one. The score rises as the window fills, whether or not the server changes.

### 2026-10-28 (score 78, +1)

No change was recorded against any check on this day. Stability & Change Management went from 20 to 23. That category is still filling its 30-day observation window: 6 days of observed history at the previous scan, 7 at this one. The score rises as the window fills, whether or not the server changes.

### 2026-10-26 (score 77, +1)

No change was recorded against any check on this day. Stability & Change Management went from 13 to 17. That category is still filling its 30-day observation window: 4 days of observed history at the previous scan, 5 at this one. The score rises as the window fills, whether or not the server changes.

### 2026-10-24 (score 76, +1)

No change was recorded against any check on this day. Stability & Change Management went from 7 to 10. That category is still filling its 30-day observation window: 2 days of observed history at the previous scan, 3 at this one. The score rises as the window fills, whether or not the server changes.

### 2026-10-22 (score 75, +1)

- [functional improvement] Stability: unverified → 0.03

### 2026-10-21 (score 74)

First indexed and scored.

## MCP tools (8)

### `list_services` (~63 tokens)

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.

Input parameters:

- `language` (string): Language of the texts in the result. Default: en.

Output parameters:

- `currency` (string)
- `prices` (string)
- `services` (array)

### `match_service` (~87 tokens)

Match a service to a description

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.

Input parameters:

- `description` (string, required): The client's need in their own words (optional). Features it mentions, such as integrations, are priced in.
- `language` (string): Language of the texts in the result. Default: en.

Output parameters:

- `answers` (object): Answers the description mentions, by question id (q1, q2, q3, when, budget).
- `name` (string)
- `service` (string|null): null when no service matched.

### `get_quote_questions` (~80 tokens)

Questions of a service

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.

Input parameters:

- `language` (string): Language of the texts in the result. Default: en.
- `service` (string, required): Service id from list_services.

Output parameters:

- `questions` (array)
- `service` (string)

### `estimate_price` (~165 tokens)

Estimate the 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.

Input parameters:

- `answers` (object, required): Option ids chosen for the questions of the service (get_quote_questions): q1, q2, q3, when, budget.
- `description` (string): The client's need in their own words (optional). Features it mentions, such as integrations, are priced in.
- `language` (string): Language of the texts in the result. Default: en.
- `service` (string, required): Service id from list_services.

Output parameters:

- `breakdown` (array): Elements of the price list behind the estimate; the total is rounded.
- `draft_offer` (string|null)
- `features_priced_in` (array)
- `language` (string)
- `note` (string)
- `price_pln_net` (object)
- `service` (string)
- `service_name` (string)
- `service_span_pln_net` (object): Lowest and highest price of the service over all answers.
- `upkeep_pln_net_per_month` (object|null)
- `weeks` (array): Shortest and longest duration in weeks.

### `request_quote` (~181 tokens)

Request a quote (step 1: code)

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.

Input parameters:

- `answers` (object, required): Option ids chosen for the questions of the service (get_quote_questions): q1, q2, q3, when, budget.
- `company` (string): Company name (optional).
- `description` (string): The client's need in their own words (optional). Features it mentions, such as integrations, are priced in.
- `email` (string, required): The client's e-mail address. A 6-digit code is sent there.
- `language` (string): Language of the texts in the result. Default: en.
- `service` (string, required): Service id from list_services.

Output parameters:

- `code_valid_minutes` (number)
- `token` (string): Pass it to confirm_quote with the code.

### `confirm_quote` (~200 tokens)

Request a quote (step 2: confirm)

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.

Input parameters:

- `answers` (object, required): Option ids chosen for the questions of the service (get_quote_questions): q1, q2, q3, when, budget.
- `code` (string, required): The 6-digit code from the e-mail.
- `company` (string): Company name (optional).
- `description` (string): The client's need in their own words (optional). Features it mentions, such as integrations, are priced in.
- `email` (string, required): The client's e-mail address. A 6-digit code is sent there.
- `language` (string): Language of the texts in the result. Default: en.
- `service` (string, required): Service id from list_services.
- `token` (string, required): Token returned by request_quote.

Output parameters:

- `sent` (boolean)

### `list_blog_posts` (~43 tokens)

Blog posts

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

Input parameters:

- `language` (string): Language of the texts in the result. Default: en.

Output parameters:

- `feed` (string)
- `first_post_expected` (string): Date of the first post, while none is out yet.
- `posts` (array)

### `get_contact` (~31 tokens)

Contact details

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

Output parameters:

- `book_a_call` (string)
- `company` (object)
- `email` (string)
- `linkedin` (string)
- `location` (string)
- `name` (string)
- `website` (string)

## Diagnostics

Captured diagnostic sections: TLS, DNSSEC, Authorisation, Transports. The full working is on the page: https://verifymcp.io/servers/com-rafaldoniec-services/www#diagnostics

## Score history

- 2026-11-05: 81
- 2026-11-04: 81
- 2026-11-03: 80
- 2026-11-02: 80
- 2026-11-01: 80
- 2026-10-31: 79
- 2026-10-30: 79
- 2026-10-29: 78
- 2026-10-28: 78
- 2026-10-27: 77
- 2026-10-26: 77
- 2026-10-25: 76
- 2026-10-24: 76
- 2026-10-23: 75
- 2026-10-22: 75
- 2026-10-21: 74

## Common questions

### What is the Rafał Doniec: AI for companies MCP server?

Rafał Doniec: AI for companies is an MCP server listed in the public MCP registry as com.rafaldoniec/services. Services, price ranges and quote requests of Rafał Doniec, AI Solution Architect (Wrocław, Poland). This page covers its hosted endpoint (https://www.rafaldoniec.com/mcp).

### Is the Rafał Doniec: AI for companies MCP server safe to use?

Rafał Doniec: AI for companies scores 81 out of 100 on VerifyMCP. That is a record of what we were able to check automatically, not an endorsement. The category breakdown on this page shows every signal behind the number, including the ones we could not confirm.

### What tools does the Rafał Doniec: AI for companies MCP server expose?

Rafał Doniec: AI for companies exposes 8 tools: list_services, match_service, get_quote_questions, estimate_price, request_quote, and 3 more. Their descriptions and schemas cost roughly 850 tokens of context every time the server is loaded.

### Does the Rafał Doniec: AI for companies MCP server require authentication?

No. We connected to Rafał Doniec: AI for companies without credentials and it answered, so anything it exposes is reachable by anyone who knows the address.

### Is the Rafał Doniec: AI for companies MCP server still maintained?

Rafał Doniec: AI for companies is still listed as active in the MCP registry. We last reached this channel on 5 November 2026. Those dates come from our own scans of the registry and the channel itself, not from anything the publisher announced.

## Links

- Remote endpoint: https://www.rafaldoniec.com/mcp
- Website: https://www.rafaldoniec.com/
- Changelog RSS feed: https://verifymcp.io/servers/com-rafaldoniec-services/www.xml
- Changelog JSON feed: https://verifymcp.io/servers/com-rafaldoniec-services/www.json
- HTML version of this page: https://verifymcp.io/servers/com-rafaldoniec-services/www