find_providers

shallow

dev.whatcanido.www/mcp · Verify this server

Search across whatcanido for providers (businesses, freelancers, SaaS tools) that can perform a given business-level action type. Returns a ranked list with provider_id, name, description, services, action_types. Call this FIRST, before any other tool. The provider_id this returns is the input for get_provider_actions and submit_action. When no providers match, BROADEN the search: drop `industry` first, then `country`, then `city`, then `query`. Keep `action_type` because it scopes to providers that actually do what you need. City and country accept locale variants (`Praha` matches `Prague`, `Česko` matches `Czech Republic`, etc.). Industry accepts loose substrings (`design` matches `design_studio`). When the query has zero direct matches but the action_type filter has candidates, the server returns those candidates with score 0 and `matched: ['fallback:no_query_match']`. You can still pick from them.

100.0/100

1 trials · measured 8 days ago

find_providers scores 100.0/100 on Vouch's measured behaviour index, from 1 real invocation trials against dev.whatcanido.www/mcp, measured 25 Aug 2026 under methodology v0.2.0. Every measured component scored 100.

Component breakdown

ComponentWeightValue
Reliability35%not applicable
Schema integrity25%100.0
Failure behaviour15%not applicable
Latency15%not applicable
Concurrency10%not applicable

Tool details

Transport
remote
Credential class
open
Category
Developer infrastructure
Input schema
not declared
Output schema
not declared
Side-effect classification
unclassified

Score history

DayScoreTierMethodology
2026-08-25100.0shallowv0.2.0

Probe evidence

ProbeOutcomes
schema_integritypass: 1

Raw request/response logs are not archived yet — the outcome counts above are drawn directly from every recorded trial.

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Vouch score: find_providers
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find_providers — Vouch