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AARF Utility Network MCP Server

answering

AARF Utility Network is answering right now. Last checked 8 min ago. It exposes 15 tools.

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

Uptime history 42 hours of history
42 hours agonow
100.0%
Uptime 24h
91 of 91 checks
15
Tools
read from the server
565 ms
Response time
average over 24h
open, no key
Access
streamable-http

Nothing serious here today

Today is the operative word: we check AARF Utility Network every 15 minutes and re-read its code on every release. Watch it and you find out the day that stops being true.

Three servers free · no card

Connect this server

Endpoint below is the one we actually reach during checks — not the one copied from a README. Last verified 8 min ago.

run in your terminal
claude mcp add aarf-utility-network --transport http https://mcp.qolapps.org/mcp
~/Library/Application Support/Claude/claude_desktop_config.json
{
  "mcpServers": {
    "aarf-utility-network": {
      "url": "https://mcp.qolapps.org/mcp"
    }
  }
}
~/.codex/config.toml
[mcp_servers.aarf-utility-network]
url = "https://mcp.qolapps.org/mcp"
.cursor/mcp.json
{
  "mcpServers": {
    "aarf-utility-network": {
      "url": "https://mcp.qolapps.org/mcp"
    }
  }
}
.vscode/mcp.json
{
  "mcpServers": {
    "aarf-utility-network": {
      "url": "https://mcp.qolapps.org/mcp"
    }
  }
}

Available tools 15

Read directly from the server with tools/list, grouped by what they act on. If a tool disappears, we record the date.

document
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.
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.
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.
website
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.
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.
citation
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.
code
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.
data
data_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.
dependency
dependency_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.
invoice
invoice_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.
migration
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.
openapi
openapi_agent_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.
pii
pii_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.
semantic
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.
url
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.

Endpoints

URLTransportStateLatencyChecked
https://mcp.qolapps.org/mcp streamable-http answering 457 ms 8 min ago

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AARF Utility Network — questions

Answers built from our own checks of this server.

What can AARF Utility Network do?
It exposes 15 tools, read directly from the server on our last check. Among them: citation_research_pack, code_diff_verifier, data_cleaner, dependency_risk_scanner, document_structured_extractor, document_table_extractor and 9 more. The full list with descriptions is on this page — we take it from the server itself via tools/list, not from a README. How MCP servers expose tools in the first place →
What is AARF Utility Network mostly used for?
Its tools cluster around document and website. That is what this server is built to work with — the grouping comes from the actual tool names, not from a category we assigned.
Is AARF Utility Network working right now?
We send a real MCP handshake every 15 minutes. Over the last 24 hours 91 of 91 checks got a reply (100.0%), average response time 565 ms. The bar chart above shows every period we have measured.
How do I connect AARF Utility Network?
Copy the ready config from this page — we generate it for Claude Code, Claude Desktop, Codex, Cursor and VS Code, each with the file path that client actually reads. It is a remote server, so there is nothing to install — the client connects to the address.
Does AARF Utility Network need an API key?
No. AARF Utility Network completed a full MCP handshake with us as an anonymous client and listed its tools without asking for anything. All 15 of them are readable on this page. This is what we observed, not what the docs claim.
How fast is AARF Utility Network?
It answers our handshake in 565 ms on average, which is faster than 23% of all working MCP servers we measure. That is on the slow side — worth knowing if the tool sits inside an interactive loop. The comparison comes from our own checks across the whole registry, every 15 minutes.