Mach number to m/s at STP, number discarded
Scored across 31 tools
Many tools have overlapping purposes: browser-url-ok, fetch-status, lib-docs-hint, and web-fetch all check URL/HTTP status with slight variations. Similarly, check-like tools (file-path-ok, validate-json, search-query-len, memory-key-count) all validate but for different data types, which is not clearly distinct from a single validation tool. The index tools (agent-ads-index, agent-tool-index, people-search-index) all follow the same pattern of returning a handoff/hops, making them hard to distinguish.
The naming follows a loose pattern of hyphenated verbs and nouns (e.g., browser-url-ok, calc-eval, validate-json), but the verb usage is inconsistent: 'ok' vs 'shape' vs 'hint' vs 'index' vs 'count' all serve different grammatical roles. Some verbs are clear (fetch, normalize), but others are vague (hint, shape, check). Overall, the pattern is not consistently applied across the tool surface.
With 31 tools, the server feels heavily over-scoped for what appears to be a collection of trivial utilities (time, weather, URL checks, JSON validation). Many tools are trivial one-off functions (e.g., calc-eval, mach-ms, think-steps) that don't justify individual tools. The count is excessive for the apparent purpose of simple validations and lookups, and could be consolidated into a handful of generic tools.
The domain is unclear—it mixes URL checks, timezones, math, and indexing. There are no update/delete operations for any resource since the tools are mostly read-only or validation-based. Obvious gaps include lacking a generic URL-fetch that returns body content (all fetch tools discard body), and lacking a tool to combine data (e.g., calculate timezone offset from timezone name). The set feels like a random collection of utilities with no complete workflow coverage.
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.
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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Feet per second to m/s, number discarded
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