AARF Utility Network
Server Details
Paid AI utilities for web comparison, code checks, document extraction, security, and research.
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- Status
- Unhealthy
- Uptime
- 69.1% over 42 days
- Last Tested
- Transport
- Streamable HTTP
- URL
TDQS
Scored across 15 tools
Most tools target clearly distinct functions, but document_structured_extractor, document_table_extractor, and document_validator all operate on documents and could be confused. Similarly, semantic_web_diff and website_change_monitor both involve comparing web content, requiring careful description review.
All tool names follow a consistent verb_noun snake_case pattern, with clear action suffixes like extractor, validator, scanner, and auditor. The naming convention is uniform and predictable across the entire set.
At 15 tools, the server sits at the upper end of the well-scoped range, but each tool represents a distinct utility and earns its place. The count feels appropriate for a general-purpose utility network without redundancy or bloat.
The utility coverage is broad and covers major needs like document processing, security checks, web fetching, and auditing. Minor gaps exist, such as no tool for managing change baselines or validating JSON schemas, but these are not critical for the stated utility-network purpose.
Tool Schema Changelog
Recent tool additions, removals, and schema changes observed during successful MCP inspections.
15 tool updates
- First observed
citation_research_pack - First observed
code_diff_verifier - First observed
data_cleaner - First observed
dependency_risk_scanner - First observed
document_structured_extractor - First observed
document_table_extractor - First observed
document_validator - First observed
invoice_receipt_matcher - First observed
migration_safety_auditor - First observed
openapi_agent_auditor - First observed
pii_secret_redactor - First observed
semantic_web_diff - First observed
url_to_agent_markdown - First observed
website_accessibility_auditor - First observed
website_change_monitor
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Web search, page reading, HTML to PDF, file upload and flight search for AI agents, paid in USDC.
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