AIUseCaseHub
https://basic-backend713-dsd8hygyfkc8d8f5.swedencentral-01.azurewebsites.net/api/mcp ↗
Description
Source-linked enterprise AI deployment search. Free preview; API keys unlock full results.
What our measurements say
AIUseCaseHub is a remote MCP server published at basic-backend713-dsd8hygyfkc8d8f5.swedencentral-01.azurewebsites.net. 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 725 ms, a delay an agent will notice. It offers a narrow, focused set of 4 tools. On the protocol side it speaks the 2026-07-28 stateless spec.
Agent readability score
Can an LLM agent pick the right tool here — names, descriptions and parameter clarity are assessed.
Agent readability score
Strengths
- Hybrid search tool provides comprehensive filtering capabilities
- Distinct tool names indicate different search approaches
Weaknesses
- search_term and query parameters across search tools create ambiguity
- Boolean parameters lack context about valid values or dependencies
- No documentation of error handling or input validation
search_usecases— Ambiguous parameter naming (search_term vs query)hybrid_search_usecases— Excessive boolean parameters without value contextvector_search_usecases— Limited parameter description for semantic searchget_usecase_details— Dual ID parameters (row_key/id) without clarification
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 60ms → warm 60ms (penalty 0ms)
Tools
Tools the server advertised in the latest measurement — measured, not catalog-claimed.
search_usecasesSearch curated AI use cases using the default hybrid ranking. Use this when an agent has a natural-language search term.
search_termstringrequiredquerystringlimitinteger
hybrid_search_usecasesSearch AI use cases with hybrid full-text and vector ranking. Supports provider, industry, geography, technology, customer, partner, and boolean case-type filters.
querystringrequiredlimitintegerindustrystringcountrystringtechnologies_usedstringcloud_providerstringcustomer_namestringpartner_namestringisAgentCasebooleanisMultiAgentCasebooleanisRagbooleanisVisionbooleanisCopilotbooleanisVoicebooleanisFineTuningbooleanisMicrosoftFabricbooleanisAvatarbooleanisSustainabilityCaseboolean
vector_search_usecasesSemantic vector search for AI use cases using the meaning of the query text.
querystringrequiredlimitinteger
get_usecase_detailsFetch detailed information for a single AI use case by RowKey/id.
row_keystringrequiredidstring
Availability history
Event log
Derived by comparing consecutive probes — changes in era, protocol version, build and reachability.
- Added to watch — era: Dual-era
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