com.cautellus/scam-detection
https://cautellus.com/api/mcp ↗
Description
Scam and phishing detection for AI agents: safe/warn/danger verdicts for URLs and messages.
What our measurements say
com.cautellus/scam-detection is a remote MCP server published at cautellus.com. It has been probed 6 times since 9/12/2026. It answered in 6 of them (100.0%), a near-uninterrupted record. Median response time is 327 ms, placing it among the faster endpoints. It offers a narrow, focused set of 3 tools. On the protocol side it still runs 2025-11-25 and has not moved to the newer spec.
Agent readability score
Can an LLM agent pick the right tool here — names, descriptions and parameter clarity are assessed.
Agent readability score
Strengths
- Tool names (scan_url, scan_message) clearly indicate their purpose for agent selection.
- Parameters are explicitly defined with required fields and data types.
- No tool overlap; distinct use cases for URL, message, and usage tracking.
Weaknesses
- Descriptions do not explicitly mention error handling or input validation constraints.
- get_usage tool lacks details about potential API rate limits or input size restrictions.
scan_url— No mention of error handling for invalid URLsscan_message— No explicit constraints on message length or content typesget_usage— No documentation of API rate limits or input validation
Verdict
Event narrative
Sign up free to generateRaw observations
Schema compliance
tools/list structure, inputSchema validity, and a functional smoke test — the components of the 0-100 score.
- tools/list schema valid
- inputSchema is valid JSON Schema
- Smoke test not run this round
- Cold-start: cold 181ms → warm 181ms (penalty 0ms)
Tools
Tools the server advertised in the latest measurement — measured, not catalog-claimed.
scan_urlCheck a URL or domain for phishing and scam risk before visiting, clicking, or transacting with it. Returns a verdict (safe | warn | danger), a 0-100 risk score, a plain-English summary, and specific findings (brand impersonation, typosquatting, community scam reports, threat-feed hits). Costs 1 scan credit.
urlstringrequired
scan_messageAnalyze a message, email, or text for scam indicators before acting on it (payment requests, verification codes, urgency pressure, impersonation). Returns a verdict (safe | warn | danger), a 0-100 risk score, a summary, and specific findings. Costs 1 scan credit.
messagestringrequired
get_usageCheck the API key’s remaining prepaid scan credits, monthly plan usage, and credit expiry. Free — consumes no credits.
Availability history
Event log
Derived by comparing consecutive probes — changes in era, protocol version, build and reachability.
- Added to watch — era: Legacy
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