# AARF Utility Network (remote · mcp.qolapps.org)

Paid AI utilities for web comparison, code checks, document extraction, security, and research.

- Trust score: 70/100 (medium)
- Change this week: +3
- Registry status: active
- Liveness: live
- Owner verified: no
- Last scored: 2026-09-28

## Components

- remote · `mcp.qolapps.org`: 70/100 (this document), [markdown](https://verifymcp.io/servers/org-qolapps-aarf-utility-network/mcp.md), [page](https://verifymcp.io/servers/org-qolapps-aarf-utility-network/mcp)

## Channel facts

- Endpoint: `https://mcp.qolapps.org/mcp`
- Transports: `streamable-http`
- Auth: `none`
- Version: `1.0.0`

## 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 2026-09-28.

- **Endpoint Security**: 74/100
  - 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.
  - HSTS check failed: the Strict-Transport-Security header is absent.
  - 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**: 53/100
  - AI-judged instruction clarity (fair).
  - Tool/resource definitions use about 1241 tokens (~82/item across 15 items; 15 tools + 0 resources), lean.
  - Usage-examples check failed: none of the tools include examples.
- **Stability & Change Management**: 40/100
  - Stability observed for 12 of 30 days with no destabilising changes; credit accrues until the full window elapses.
- **Tool Coverage**: 71/100
  - 100% of tools have a non-trivial description (not blank, and not just the tool's name).
  - 0% 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 15 captured tool definition(s), and no name or description among them implies an irreversible operation.
  - An AI judge read all 15 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.

## Install

### How do I install the AARF Utility Network MCP server?

AARF Utility Network is a hosted endpoint at https://mcp.qolapps.org/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 org-qolapps-aarf-utility-network 'https://mcp.qolapps.org/mcp'
```

### Cursor

```json
{
  "mcpServers": {
    "org-qolapps-aarf-utility-network": {
      "url": "https://mcp.qolapps.org/mcp"
    }
  }
}
```

### VS Code

```json
{
  "servers": {
    "org-qolapps-aarf-utility-network": {
      "type": "http",
      "url": "https://mcp.qolapps.org/mcp"
    }
  }
}
```

### Codex

```toml
[mcp_servers.org-qolapps-aarf-utility-network]
url = "https://mcp.qolapps.org/mcp"
```

### opencode

```json
{
  "$schema": "https://opencode.ai/config.json",
  "mcp": {
    "org-qolapps-aarf-utility-network": {
      "type": "remote",
      "url": "https://mcp.qolapps.org/mcp",
      "enabled": true
    }
  }
}
```

### OpenClaw

```bash
openclaw mcp add org-qolapps-aarf-utility-network --url 'https://mcp.qolapps.org/mcp' --transport streamable-http
```

### Hermes

```yaml
mcp_servers:
  org-qolapps-aarf-utility-network:
    url: "https://mcp.qolapps.org/mcp"
```

### Netclaw

```json
{
  "McpServers": {
    "org-qolapps-aarf-utility-network": {
      "Transport": "http",
      "Url": "https://mcp.qolapps.org/mcp"
    }
  }
}
```

### Vellum

```bash
assistant mcp add org-qolapps-aarf-utility-network -t streamable-http -u 'https://mcp.qolapps.org/mcp'
```

### Other

```json
{
  "mcpServers": {
    "org-qolapps-aarf-utility-network": {
      "type": "http",
      "url": "https://mcp.qolapps.org/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.

### 2026-09-28 (score 70, 0)

- [functional] We updated how we score, so this day's move reflects our rubric, not a change to the server

### 2026-09-27 (score 70, +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.

### 2026-09-25 (score 69, 0)

- [functional] We updated how we score, so this day's move reflects our rubric, not a change to the server

### 2026-09-24 (score 69, +1)

No change was recorded against any check on this day. Stability & Change Management went from 23 to 27. That category is still filling its 30-day observation window: 7 days of observed history at the previous scan, 8 at this one. The score rises as the window fills, whether or not the server changes.

### 2026-09-22 (score 68, +1)

No change was recorded against any check on this day. Stability & Change Management went from 17 to 20. That category is still filling its 30-day observation window: 5 days of observed history at the previous scan, 6 at this one. The score rises as the window fills, whether or not the server changes.

### 2026-09-20 (score 67, +1)

No change was recorded against any check on this day. Stability & Change Management went from 10 to 13. That category is still filling its 30-day observation window: 3 days of observed history at the previous scan, 4 at this one. The score rises as the window fills, whether or not the server changes.

### 2026-09-18 (score 66, +1)

No change was recorded against any check on this day. Stability & Change Management went from 3 to 7. That category is still filling its 30-day observation window: 1 days of observed history at the previous scan, 2 at this one. The score rises as the window fills, whether or not the server changes.

### 2026-09-17 (score 65, 0)

- [functional improvement] Stability: unverified → 0.03

## MCP tools (15)

### `semantic_web_diff` (~59 tokens)

Semantic Web Diff

Compare two webpage versions and return only meaningful content changes as structured JSON. Filters cosmetic DOM churn, tracking IDs, timestamps, and other noise. Use when you need to distinguish meaningful webpage changes from layout noise. Price: $0.02 per comparison.

Output parameters:

- `changes` (array)
- `confidence` (number)
- `ignoredNoise` (array)
- `meaningfulChange` (boolean)
- `severity` (string)
- `summary` (string)

### `migration_safety_auditor` (~100 tokens)

Migration Safety Auditor

Analyze Postgres, Supabase Postgres, or Prisma/Postgres migration SQL for destructive operations, lock/data-loss risk, backwards-compatibility hazards, rollback issues, and safer sequencing. Returns structured findings with evidence and confidence. Use before applying a database migration to identify destructive or risky steps. Price: $0.25 per migration.

Input parameters:

- `context` (object)
- `dialect` (string, required)
- `migration` (string, required)

Output parameters:

- `findings` (array)
- `risk` (string)
- `rollbackNotes` (array)
- `safeSequence` (array)
- `score` (number)
- `unknowns` (array)

### `document_structured_extractor` (~94 tokens)

Document Structured Extractor

Extract structured fields and source evidence from supported documents using task-specific profiles such as tenders, invoices, contract dates, and privacy policies. Returns schema-validated JSON with confidence and page/source references. Use when you need named fields extracted from an invoice or other document with evidence. Price: $0.05 per document.

Input parameters:

- `fields` (array)
- `profile` (string, required)
- `source` (required)

Output parameters:

- `evidenceRequired` (boolean)
- `fields` (object)
- `profile` (string)
- `truncatedByBudget` (boolean)
- `warnings` (array)

### `url_to_agent_markdown` (~75 tokens)

URL to Agent Markdown

Fetch a public webpage and return compact agent-ready Markdown, canonical metadata, tables, and important links while removing navigation, scripts, cookie UI, and layout clutter. Use when you need readable content from a public webpage without navigation or page clutter. Price: $0.01 per page.

Input parameters:

- `url` (string, required)

Output parameters:

- `author`
- `canonicalUrl` (string)
- `links` (array)
- `markdown` (string)
- `metadata` (object)
- `publishedAt`
- `quality` (object)
- `tables` (array)
- `title`
- `url` (string)

### `code_diff_verifier` (~118 tokens)

Code Diff Verifier

Review a source-code diff for likely bugs, missing tests, compatibility problems, unsafe migrations, and security-relevant mistakes. Returns structured findings with file/line evidence and confidence. Use before merging a patch when you want a quick static check for bugs, security, and missing tests. Price: $0.25 per diff.

Input parameters:

- `context` (string)
- `diff` (string, required)
- `focus` (array)
- `framework` (string)
- `language` (string)
- `testOutput` (string)

Output parameters:

- `confidence` (number)
- `findings` (array)
- `limitation` (string)
- `missingTests` (array)
- `positiveNotes` (array)
- `verdict` (string)

### `pii_secret_redactor` (~84 tokens)

PII and Secret Redactor

Detect and redact common personal data and credentials from text, JSON, and source code without sending content to a model. Use before sharing logs, documents, tickets, or code that may contain personal data or secrets. Price: $0.15 per text.

Input parameters:

- `format` (string)
- `redactionStyle` (string)
- `text` (string, required)

Output parameters:

- `count` (integer)
- `findings` (array)
- `limitation` (string)
- `redacted` (string)
- `types` (array)

### `openapi_agent_auditor` (~81 tokens)

OpenAPI Agent-Readiness Auditor

Audit an OpenAPI document for complete schemas, useful examples, stable operation IDs, clear descriptions, and payment/authentication discoverability. Use before publishing an API to find missing schemas, examples, operation IDs, and agent-facing guidance. Price: $0.20 per API specification.

Input parameters:

- `baseUrl` (string)
- `spec` (required)

Output parameters:

- `agentReadiness` (array)
- `format` (string)
- `issues` (array)
- `limitation` (string)
- `operations` (array)
- `score` (number)
- `valid` (boolean)

### `document_validator` (~77 tokens)

Document Validator

Check invoices, contracts, tenders, and text documents for required fields and source evidence before downstream automation. Use when a text document must be checked against a known profile such as an invoice. Price: $0.25 per document.

Input parameters:

- `profile` (string, required)
- `requiredFields` (array)
- `text` (string, required)

Output parameters:

- `checks` (array)
- `limitation` (string)
- `missingFields` (array)
- `profile` (string)
- `valid` (boolean)
- `warnings` (array)

### `document_table_extractor` (~77 tokens)

Document Table Extractor

Extract Markdown, CSV, and plain-text tables into clean structured rows for agents and business workflows. Use when a text or Markdown document contains tables that an agent needs as structured rows. Price: $0.15 per document.

Input parameters:

- `document` (string, required)
- `format` (string)
- `headerRow` (boolean)

Output parameters:

- `limitation` (string)
- `tables` (array)
- `totalRows` (integer)
- `warnings` (array)

### `data_cleaner` (~85 tokens)

CSV and JSON Cleaner

Normalize, trim, validate, and deduplicate tabular CSV or JSON data for reliable agent workflows. Use when JSON or CSV-like data needs normalization, trimming, or duplicate removal. Price: $0.08 per dataset.

Input parameters:

- `data` (string, required)
- `deduplicateBy` (array)
- `format` (string, required)
- `requiredColumns` (array)

Output parameters:

- `changes` (array)
- `data` (string)
- `format` (string)
- `rowsIn` (integer)
- `rowsOut` (integer)
- `warnings` (array)

### `dependency_risk_scanner` (~87 tokens)

Dependency and License Risk Scanner

Inspect dependency manifests for missing versions, risky install scripts, unknown licenses, and policy issues without claiming to replace a live CVE database. Use when a manifest needs static checks for dependency, license, and policy risk. Price: $0.35 per dependency manifest.

Input parameters:

- `allowedLicenses` (array)
- `ecosystem` (string)
- `files` (array, required)

Output parameters:

- `dependencies` (array)
- `ecosystem` (string)
- `findings` (array)
- `limitation` (string)
- `score` (number)

### `website_change_monitor` (~99 tokens)

Website Change Monitor

Fetch a public webpage, normalize its readable text, and report whether it changed against a caller-supplied baseline. Use when an agent needs to fetch a public page and compare it with a previous baseline. Price: $0.03 per page check.

Input parameters:

- `baselineKey` (string)
- `focusTerms` (array)
- `previousContent` (string)
- `saveBaseline` (boolean)
- `url` (string, required)

Output parameters:

- `changed` (boolean)
- `contentPreview` (string)
- `currentHash` (string)
- `fetchedBytes` (integer)
- `matchedTerms` (array)
- `summary` (string)
- `url` (string)

### `website_accessibility_auditor` (~62 tokens)

Website Accessibility Auditor

Check public HTML for common accessibility failures including missing image text, labels, page language, headings, and link names. Use when HTML needs a fast heuristic accessibility review before publishing. Price: $0.20 per page audit.

Input parameters:

- `source` (required)

Output parameters:

- `checksRun` (integer)
- `issues` (array)
- `limitation` (string)
- `score` (number)

### `invoice_receipt_matcher` (~77 tokens)

Invoice and Receipt Matcher

Compare invoice and receipt text for matching document numbers and totals with a configurable amount tolerance. Use when an invoice and receipt must be compared for amount and identifier mismatches. Price: $0.20 per match.

Input parameters:

- `amountTolerance` (number)
- `invoiceText` (string, required)
- `receiptText` (string, required)

Output parameters:

- `differences` (array)
- `invoiceNumber`
- `invoiceTotal`
- `limitation` (string)
- `matched` (boolean)
- `receiptTotal`
- `score` (number)

### `citation_research_pack` (~66 tokens)

Citation Research Pack

Collect relevant evidence from supplied public sources and return source-linked snippets that agents can cite and verify. Use when an agent needs evidence-ranked excerpts from supplied public sources. Price: $0.35 per research pack.

Input parameters:

- `question` (string, required)
- `sources` (array, required)

Output parameters:

- `answerable` (boolean)
- `limitation` (string)
- `question` (string)
- `sources` (array)
- `warnings` (array)

## Diagnostics

Captured diagnostic sections: TLS, DNSSEC, Authorisation, Transports. The full working is on the page: https://verifymcp.io/servers/org-qolapps-aarf-utility-network/mcp#diagnostics

## Score history

- 2026-09-28: 70
- 2026-09-27: 70
- 2026-09-26: 69
- 2026-09-25: 69
- 2026-09-24: 69
- 2026-09-23: 68
- 2026-09-22: 68
- 2026-09-21: 67
- 2026-09-20: 67
- 2026-09-19: 66
- 2026-09-18: 66
- 2026-09-17: 65
- 2026-09-16: 65

## Common questions

### What is the AARF Utility Network MCP server?

AARF Utility Network is an MCP server listed in the public MCP registry as org.qolapps/aarf-utility-network. Paid AI utilities for web comparison, code checks, document extraction, security, and research. This page covers its hosted endpoint (https://mcp.qolapps.org/mcp).

### Is the AARF Utility Network MCP server safe to use?

AARF Utility Network scores 70 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 AARF Utility Network MCP server expose?

AARF Utility Network exposes 15 tools: semantic_web_diff, migration_safety_auditor, document_structured_extractor, url_to_agent_markdown, code_diff_verifier, and 10 more. Their descriptions and schemas cost roughly 1,241 tokens of context every time the server is loaded.

### Does the AARF Utility Network MCP server require authentication?

No. We connected to AARF Utility Network without credentials and it answered, so anything it exposes is reachable by anyone who knows the address.

### Is the AARF Utility Network MCP server still maintained?

AARF Utility Network is still listed as active in the MCP registry. We last reached this channel on 28 September 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://mcp.qolapps.org/mcp
- Website: https://qolapps.org/aarf/
- Changelog RSS feed: https://verifymcp.io/servers/org-qolapps-aarf-utility-network/mcp.xml
- Changelog JSON feed: https://verifymcp.io/servers/org-qolapps-aarf-utility-network/mcp.json
- HTML version of this page: https://verifymcp.io/servers/org-qolapps-aarf-utility-network/mcp