Rafał Doniec: AI for companies
REMOTE · WWW.RAFALDONIEC.COM · 2 COMPONENTS
Services, price ranges and quote requests of Rafał Doniec, AI Solution Architect (Wrocław, Poland).
Available components
Last scanned (9 hours ago)
Scores higher than 84% of remote servers
Reachable. Last reached 5 Nov 2026.
Category AI and Machine Learning
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. How we score → Why this is hard to score →
Endpoint Security80
- The endpoint's TLS certificate is valid, in date, and uses a strong key. View diagnostics → Pass
- No authorisation is required to call this server. Every tool declares its destructiveHint and none is destructive, so open access doesn't expose one. See how to fix → View diagnostics → Partial
- HTTPS is enforced; there's no plaintext access path. View diagnostics → Pass
- The HSTS (Strict-Transport-Security) header is present. View diagnostics → Pass
- DNSSEC check failed: this domain isn't protected by DNSSEC. See how to fix → View diagnostics → Fail
Transport & Reachability100
- Verified streamable-http transport via a live MCP handshake. View diagnostics → Pass
Schema Quality & AI Usability80
- 100% of prompts and resources have a non-trivial description (not blank, and not just the item's name).Pass
- AI-judged instruction clarity (good).Pass
- 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. See how to fix → Fail
- Usage-examples check failed: none of the tools include examples. See how to fix → Fail
Stability & Change Management50
- Stability observed for 15 of 30 days with no destabilising changes; credit accrues until the full window elapses.Partial
Tool Coverage100
- 100% of tools have a non-trivial description (not blank, and not just the tool's name).Pass
- 100% of tool parameters carry a description.Pass
- Structured output schemas are declared (100% of tools); any adoption earns full credit.Pass
Tool Safety100
- No prompt-injection markers were found in the server instructions, tool names or descriptions we captured.Pass
- We read all 8 captured tool definition(s), and no name or description among them implies an irreversible operation.Pass
- An AI judge read all 10 captured unit(s) of tool text and found none that tries to manipulate the model reading it.Pass
Capabilities100
- Implements a supported MCP spec version (2025-11-25); the latest is 2026-07-28.Pass
- Supports UI / widget rendering.Pass
Every change we have recorded for this component, newest first. Security-relevant changes are always shown. ▲ marks a change for the better, ▼ a change for the worse; unmarked changes are neutral.
- 4 Nov 26 +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.
- 1 Nov 26 +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.
- 30 Oct 26 +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.
- 28 Oct 26 +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.
- 26 Oct 26 +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.
- 24 Oct 26 +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.
- 22 Oct 26 +1
- Stability: unverified → 0.03 ▲ functional
- 21 Oct 26 74
First indexed and scored.
Diagnostic detail from the automated scan of this channel: what the scanner observed at each step, so you can see exactly where a check passed or failed. It is informational only and never changes the trust score.
Captured 5 Nov 2026 · Probed https://www.rafaldoniec.com/mcp
TLS valid
Negotiated TLS 1.3 with TLS_AES_128_GCM_SHA256 .
| Subject | Issuer | Valid from | Valid until | Key | Signature | Serial |
|---|---|---|---|---|---|---|
| CN=rafaldoniec.com | CN=WE1,O=Google Trust Services,C=US | 25 Oct 2026 | 23 Jan 2027 | ECDSA 256 | ECDSA-SHA256 | 8073f15cf084e75413dd8e4c19362f89 |
| SANs: rafaldoniec.com, *.rafaldoniec.com | ||||||
| CN=WE1,O=Google Trust Services,C=US (CA) | CN=GTS Root R4,O=Google Trust Services LLC,C=US | 13 Dec 2023 | 20 Feb 2029 | ECDSA 256 | ECDSA-SHA384 | 7ff31977972c224a76155d13b6d685e3 |
| CN=GTS Root R4,O=Google Trust Services LLC,C=US (CA) | CN=GlobalSign Root CA,OU=Root CA,O=GlobalSign nv-sa,C=BE | 15 Nov 2023 | 28 Jan 2028 | ECDSA 384 | SHA256-RSA | 7fe530bf331343bedd821610493d8a1b |
Background: What to check on a remote MCP endpoint →
DNSSEC insecure
Validation of www.rafaldoniec.com. — Not signed
| Zone | DS | Keys | Algorithms | Outcome |
|---|---|---|---|---|
| . | trust_anchor | 20326, 38696 | 8, 8 | Verified |
| com. | present | 19718 | 13 | Verified |
| rafaldoniec.com. | absent | Unsigned (proven) parent-signed NSEC/NSEC3 proves an unsigned delegation |
Authentication No authorisation required
The endpoint answered without asking for a token. Anyone who knows the URL can reach it.
| Result | No authorisation required |
|---|---|
| HTTP status | 200 |
| Header | Value |
|---|---|
| strict-transport-security | max-age=31536000; includeSubDomains |
| content-security-policy | default-src 'self'; script-src 'self' 'unsafe-inline' https://www.googletagmanager.com https://marketing.rafaldoniec.com; style-src 'self' 'unsafe-inline'; img-src 'self' data: blob: https://www.google-analytics.com https://www.googletagmanager.com; font-src 'self'; connect-src 'self' https://www.google-analytics.com https://*.google-analytics.com https://*.analytics.google.com https://www.googletagmanager.com https://marketing.rafaldoniec.com; frame-src 'none'; frame-ancestors 'none'; object-src 'none'; base-uri 'self'; form-action 'self'; upgrade-insecure-requests |
| x-content-type-options | nosniff |
| x-frame-options | DENY |
| referrer-policy | strict-origin-when-cross-origin |
| permissions-policy | camera=(), microphone=(), geolocation=(), browsing-topics=() |
Background: How OAuth 2.1 works in the 2026 MCP spec →
Transports 2 probes
| Transport | URL | Outcome | Status | Location |
|---|---|---|---|---|
| streamable-http | https://www.rafaldoniec.com/mcp | Verified | 200 | |
| http (plaintext) | http://www.rafaldoniec.com/mcp | HTTPS enforced | 301 | https://www.rafaldoniec.com/mcp |
The tools this component advertises to a client, with an estimated token cost for each. Expand a tool to see its parameters and schema. The per-tool counts are indicative and are not scored directly; the schema's total context footprint is one signal in Schema Quality & AI Usability. A tool's description is untrusted text the model reads on every call, which is what makes this list a security surface and not just an inventory: how tool poisoning works →
confirm_quote Request a quote (step 2: confirm) ~200
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.
| Name | Type | Req | Description |
|---|---|---|---|
| answers | object | yes | Option ids chosen for the questions of the service (get_quote_questions): q1, q2, q3, when, budget. |
| code | string | yes | 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. |
| string | yes | 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 | yes | Service id from list_services. |
| token | string | yes | Token returned by request_quote. |
| Name | Type | Req | Description |
|---|---|---|---|
| sent | boolean | yes | – |
No examples provided.
estimate_price Estimate the price ~165
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.
| Name | Type | Req | Description |
|---|---|---|---|
| answers | object | yes | 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 | yes | Service id from list_services. |
| Name | Type | Req | Description |
|---|---|---|---|
| breakdown | array | yes | Elements of the price list behind the estimate; the total is rounded. |
| draft_offer | string|null | yes | – |
| features_priced_in | array | yes | – |
| language | string | yes | – |
| note | string | yes | – |
| price_pln_net | object | yes | – |
| service | string | yes | – |
| service_name | string | yes | – |
| service_span_pln_net | object | yes | Lowest and highest price of the service over all answers. |
| upkeep_pln_net_per_month | object|null | yes | – |
| weeks | array | yes | Shortest and longest duration in weeks. |
No examples provided.
get_contact Contact details ~31
How to reach Rafał Doniec: e-mail, booking a call, LinkedIn, and the company details.
Input schema present but exposes no named parameters.
| Name | Type | Req | Description |
|---|---|---|---|
| book_a_call | string | yes | – |
| company | object | yes | – |
| string | yes | – | |
| string | yes | – | |
| location | string | yes | – |
| name | string | yes | – |
| website | string | yes | – |
No examples provided.
get_quote_questions Questions of a service ~80
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.
| Name | Type | Req | Description |
|---|---|---|---|
| language | string | – | Language of the texts in the result. Default: en. |
| service | string | yes | Service id from list_services. |
| Name | Type | Req | Description |
|---|---|---|---|
| questions | array | yes | – |
| service | string | yes | – |
No examples provided.
list_blog_posts Blog posts ~43
Posts of Rafał Doniec's blog about AI in companies, newest first.
| Name | Type | Req | Description |
|---|---|---|---|
| language | string | – | Language of the texts in the result. Default: en. |
| Name | Type | Req | Description |
|---|---|---|---|
| feed | string | yes | – |
| first_post_expected | string | – | Date of the first post, while none is out yet. |
| posts | array | yes | – |
No examples provided.
list_services List services ~63
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.
| Name | Type | Req | Description |
|---|---|---|---|
| language | string | – | Language of the texts in the result. Default: en. |
| Name | Type | Req | Description |
|---|---|---|---|
| currency | string | yes | – |
| prices | string | yes | – |
| services | array | yes | – |
No examples provided.
match_service Match a service to a description ~87
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.
| Name | Type | Req | Description |
|---|---|---|---|
| description | string | yes | 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. |
| Name | Type | Req | Description |
|---|---|---|---|
| answers | object | – | Answers the description mentions, by question id (q1, q2, q3, when, budget). |
| name | string | – | – |
| service | string|null | yes | null when no service matched. |
No examples provided.
request_quote Request a quote (step 1: code) ~181
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.
| Name | Type | Req | Description |
|---|---|---|---|
| answers | object | yes | 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. |
| string | yes | 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 | yes | Service id from list_services. |
| Name | Type | Req | Description |
|---|---|---|---|
| code_valid_minutes | number | yes | – |
| token | string | yes | Pass it to confirm_quote with the code. |
No examples provided.
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.
remote · www.rafaldoniec.com
claude mcp add --transport http com-rafaldoniec-services 'https://www.rafaldoniec.com/mcp'
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.