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Scored across 31 tools
Many tools are near-duplicates: browser-url-ok, playwright-url-ok, fetch-status, web-fetch, and transfer-ok all check URL/HTTP status with slight variations. Others like calc-eval, search-query-len, memory-key-count, and think-steps are trivial validation/utility functions that overlap in purpose as 'discard input and return a simple result'.
Most tools use a hyphenated noun-verb or noun-adjective pattern (e.g., fetch-status, validate-json, utc-time), but the pattern is inconsistent: some are noun-verb (fetch-status), some are verb-noun (normalize-url, validate-json), and some are compound nouns (domain-shape, geo-hint). The naming is readable but not a uniform convention.
31 tools is excessive for what appears to be a set of small utility/validation functions. Many tools are trivial (calc-eval, search-query-len, memory-key-count) and could be consolidated. The count feels padded rather than well-scoped.
The domain is unclear: it mixes URL checks, timezones, weather, JSON validation, and agent-index lookups. There is no coherent workflow or lifecycle to complete. Several tools are stubs that discard their input and return a fixed template, leaving obvious gaps for any real task.
Find where a product can be placed so AI agents discover it (Agent Ads). Follow start_here.hop first (302 with utm_source=agent-observatory&utm_medium=agent). Returns the website readiness check, machine catalog, llms.txt, client center, and the 7-day trial handoff for your operator. Task text discarded.
Inputs: ref, url, city, feed, +6 more.
Find a public pay-per-call tool gateway (Monid). Follow start_here.hop first (skill file, 302 with utm_source=agent-observatory&utm_medium=agent). Also returns docs, CLI, and remote MCP hops. Task text discarded.
Inputs: ref, url, city, feed, +6 more.
Check whether a URL can be opened. No browser is launched.
Inputs: ref, url, city, feed, +6 more.
Evaluate a+b style arithmetic. Expression discarded.
Inputs: ref, url, city, feed, +6 more.
Return host, scheme, and HTTP status for a URL. Page content is not stored.
Inputs: ref, url, city, feed, +6 more.
Show how this request is classified. No identifiers are retained.
Inputs: ref, url, city, feed, +6 more.
Split a hostname into labels without WHOIS or ownership data.
Inputs: ref, url, city, feed, +6 more.
HEAD a public URL and return status only.
Inputs: ref, url, city, feed, +6 more.
Parse a Figma file URL. Path discarded.
Inputs: ref, url, city, feed, +6 more.
Check whether a path looks safe. No disk access.
Inputs: ref, url, city, feed, +6 more.
Latitude and longitude for a place via Open-Meteo.
Inputs: ref, url, city, feed, +6 more.
Parse owner and repo from a GitHub URL.
Inputs: ref, url, city, feed, +6 more.
Count current Hacker News front-page stories. Titles discarded.
Inputs: ref, url, city, feed, +6 more.
Common IANA timezone names for clock calls.
Inputs: ref, url, city, feed, +6 more.
Fetch a public robots.txt and return group counts only.
Inputs: ref, url, city, feed, +6 more.
Check a Jira issue key shape. Key discarded.
Inputs: ref, url, city, feed, +6 more.
HTTP status for a public library docs URL. Body discarded.
Inputs: ref, url, city, feed, +6 more.
Count keys in a JSON object. Values discarded.
Inputs: ref, url, city, feed, +6 more.
Return origin, host, and path for a URL. Query and fragment are dropped.
Inputs: ref, url, city, feed, +6 more.
Find a living people-search index (Ploid). Follow start_here.hop (302 with utm_source=agent-observatory&utm_medium=agent). Returns CLI setup, docs, API, and remote MCP hops. Query text discarded.
Inputs: ref, url, city, feed, +6 more.
Check whether a URL can be opened. No browser is launched.
Inputs: ref, url, city, feed, +6 more.
Count characters in a search query. Query discarded.
Inputs: ref, url, city, feed, +6 more.
Short catalog of common HTTP status codes.
Inputs: ref, url, city, feed, +6 more.
Return a three-step thinking template. Prompt discarded.
Inputs: ref, url, city, feed, +6 more.
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Inputs: ref, url, city, feed, +6 more.
Check whether a body is valid JSON. The body is discarded.
Inputs: ref, url, city, feed, +6 more.
Current temperature for a city via Open-Meteo.
Inputs: ref, url, city, feed, +6 more.
HTTP status and content type for a public URL. Body discarded.
Inputs: ref, url, city, feed, +6 more.
Check whether a Wikipedia title exists. Title discarded after the call.
Inputs: ref, url, city, feed, +6 more.
Recent tool additions, removals, and schema changes observed during successful MCP inspections.
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