AIUseCaseHub MCP

A hosted Streamable HTTP MCP server providing read-only tools to search and retrieve source-linked enterprise AI deployment data. It allows agents to access a corpus of real-world deployments scored for business impact and tagged by industry, cloud provider, and technology.

Endpoint and access

No sign-in to connect and list tools. Individual tools may still need a vendor account, credentials, or permissions; check the documented prerequisites.

Community listingStreamable HTTPNo sign-inEndpoint checked 2026-11-06Published by AIUseCaseHub

You need:Free preview with no keya personal API key unlocks full results

MCP endpoint (Streamable HTTP)

https://basic-backend713-dsd8hygyfkc8d8f5.swedencentral-01.azurewebsites.net/api/mcp

Vendor documentation

What its tools do

4 tools, grouped by the hints the server advertises. Hints are self-declared, not verified behavior.

4 of 4 have a description · 4 of 4 declare behavior hints · 4 of 4 with parameters document them all

Checks and signals

Each line is separate evidence, not a trust score.

Passed Endpoint answered the live check · Nov 6, 2026, 3:54 PM UTC
Availability 1 of 1 checks passed in 30 days

What you can do with it

Search for enterprise AI deployments by industry
Retrieve source-linked deployment details
Filter cases by cloud provider and technology
Access quarterly agent adoption statistics

Source and maintenance

Community listingRegistry 1.1.1

mcp-registry: io.github.flo7up/aiusecasehub@1.1.1 Project website

Protocol and capabilities

Server: AIUseCaseHub 1.1.1
MCP protocol negotiated in check: 2025-11-25
Tools: 4 advertised
Resources: Not advertised
Resource templates: Not advertised
Prompts: Not advertised

Server-advertised capabilities

{
  "tools": {
    "listChanged": false
  },
  "experimental": {}
}

Server-provided instructions

Untrusted server output shown for inspection. It is not Koskamo guidance and is excluded from knowledge search.

Search source-linked enterprise AI deployments. Without an API key, the public preview returns at most 3 abbreviated records, limited to 10 tool calls per IP per UTC hour and 200 across the service. Use a personal X-API-Key for full results: searches cost 2 credits and details cost 1. Get a key at https://www.aiusecasehub.com/developer-api.

Tools

4 advertised

search_usecases — Search enterprise AI deployments

Advertised by the server during the last successful anonymous check.

Advertised read-only

Search curated AI use cases using the default hybrid ranking. Use this when an agent has a natural-language search term.

search_usecases input schema

{
  "type": "object",
  "required": [
    "search_term"
  ],
  "properties": {
    "limit": {
      "type": "integer",
      "default": 10,
      "maximum": 20,
      "minimum": 1,
      "description": "Maximum results requested. Public previews return at most 3; personal-key access permits up to 20."
    },
    "query": {
      "type": "string",
      "description": "Alias for search_term."
    },
    "search_term": {
      "type": "string",
      "description": "Natural-language search term."
    }
  }
}

search_usecases annotations

{
  "readOnlyHint": true,
  "destructiveHint": false
}

hybrid_search_usecases — Search AI deployments with filters

Advertised by the server during the last successful anonymous check.

Advertised read-only

Search AI use cases with hybrid full-text and vector ranking. Supports provider, industry, geography, technology, customer, partner, and boolean case-type filters.

hybrid_search_usecases input schema

{
  "type": "object",
  "required": [
    "query"
  ],
  "properties": {
    "isRag": {
      "type": "boolean",
      "description": "Filter for retrieval-augmented generation deployments."
    },
    "limit": {
      "type": "integer",
      "default": 10,
      "maximum": 20,
      "minimum": 1,
      "description": "Maximum results requested. Public previews return at most 3; personal-key access permits up to 20."
    },
    "query": {
      "type": "string",
      "description": "Natural-language query."
    },
    "country": {
      "type": "string",
      "description": "Filter by country code, for example US or GB."
    },
    "isVoice": {
      "type": "boolean",
      "description": "Filter for voice AI deployments."
    },
    "industry": {
      "type": "string",
      "description": "Filter by the deployment industry."
    },
    "isAvatar": {
      "type": "boolean",
      "description": "Filter for AI avatar deployments."
    },
    "isVision": {
      "type": "boolean",
      "description": "Filter for computer vision deployments."
    },
    "isCopilot": {
      "type": "boolean",
      "description": "Filter for copilot deployments."
    },
    "isAgentCase": {
      "type": "boolean",
      "description": "Filter for AI agent deployments."
    },
    "isFineTuning": {
      "type": "boolean",
      "description": "Filter for model fine-tuning deployments."
    },
    "partner_name": {
      "type": "string",
      "description": "Filter by implementation partner."
    },
    "customer_name": {
      "type": "string",
      "description": "Filter by the company adopting AI."
    },
    "cloud_provider": {
      "type": "string",
      "description": "Microsoft, AWS, GCP, or comma-separated values."
    },
    "isMultiAgentCase": {
      "type": "boolean",
      "description": "Filter for multi-agent deployments."
    },
    "isMicrosoftFabric": {
      "type": "boolean",
      "description": "Filter for Microsoft Fabric deployments."
    },
    "technologies_used": {
      "type": "string",
      "description": "Filter by technology name."
    },
    "isSustainabilityCase": {
      "type": "boolean",
      "description": "Filter for sustainability use cases."
    }
  }
}

hybrid_search_usecases annotations

{
  "readOnlyHint": true,
  "destructiveHint": false
}

vector_search_usecases — Find semantically similar AI deployments

Advertised by the server during the last successful anonymous check.

Advertised read-only

Semantic vector search for AI use cases using the meaning of the query text.

vector_search_usecases input schema

{
  "type": "object",
  "required": [
    "query"
  ],
  "properties": {
    "limit": {
      "type": "integer",
      "default": 10,
      "maximum": 20,
      "minimum": 1,
      "description": "Maximum results requested. Public previews return at most 3; personal-key access permits up to 20."
    },
    "query": {
      "type": "string",
      "description": "Natural-language query."
    }
  }
}

vector_search_usecases annotations

{
  "readOnlyHint": true,
  "destructiveHint": false
}

get_usecase_details — Read an AI deployment case

Advertised by the server during the last successful anonymous check.

Advertised read-only

Fetch detailed information for a single AI use case by RowKey/id.

get_usecase_details input schema

{
  "type": "object",
  "required": [
    "row_key"
  ],
  "properties": {
    "id": {
      "type": "string",
      "description": "Alias for row_key."
    },
    "row_key": {
      "type": "string",
      "description": "The RowKey/id returned by search tools."
    }
  }
}

get_usecase_details annotations

{
  "readOnlyHint": true,
  "destructiveHint": false
}

Prompts

Not advertised

No prompt definitions available.

Resources

Not advertised

No resource definitions available.

90-day uptime

A lightweight connection check about every six hours, sampled on hosts with many listings. It shows the server answered, not that its tools work.

Too few checks for a percentage yet (2 of 2 answered).

2026-11-06: 1 of 1 checks answered
2026-11-07: 1 of 1 checks answered

30-day availability

Aggregated from read-only remote checks; this is not a tool-execution or security guarantee.

Successful checks: 1 of 1 (100%)
Average latency: 1589 ms
95th percentile latency: 1589 ms

Maintenance history

Public check and source-refresh events. Editorial and ownership records remain private.

Nov 6, 2026, 3:54 PM UTC · probe · passed · 1589 ms · metadata changed · 4 tool(s)

Connect from your client

Each snippet registers the same endpoint; pick the client you use.

This server is operated by the named third party. Listing and endpoint checks are not an endorsement or a security audit. Review the operator's permissions, terms, and data handling before connecting. How listings are checked and corrected.

Claude Code

Run this once in a terminal. It registers the remote server. Use --scope project to write .mcp.json for the repo.

Claude Code configuration

claude mcp add --transport http aiusecasehub-mcp https://basic-backend713-dsd8hygyfkc8d8f5.swedencentral-01.azurewebsites.net/api/mcp

Codex

Run this once. Codex stores MCP servers in ~/.codex/config.toml (or .codex/config.toml in a trusted project).

Codex configuration

codex mcp add aiusecasehub-mcp --url https://basic-backend713-dsd8hygyfkc8d8f5.swedencentral-01.azurewebsites.net/api/mcp

Cursor

Merge this server into .cursor/mcp.json in your project, then enable aiusecasehub-mcp in your MCP settings.

Cursor configuration

{
  "mcpServers": {
    "aiusecasehub-mcp": {
      "url": "https://basic-backend713-dsd8hygyfkc8d8f5.swedencentral-01.azurewebsites.net/api/mcp"
    }
  }
}

Cline

Merge this into cline_mcp_settings.json (Cline → MCP Servers → Configure).

Cline configuration

{
  "mcpServers": {
    "aiusecasehub-mcp": {
      "type": "streamableHttp",
      "url": "https://basic-backend713-dsd8hygyfkc8d8f5.swedencentral-01.azurewebsites.net/api/mcp",
      "disabled": false
    }
  }
}

VS Code

Merge this server into .vscode/mcp.json. Use MCP: List Servers to start aiusecasehub-mcp and inspect its tools.

VS Code configuration

{
  "servers": {
    "aiusecasehub-mcp": {
      "type": "http",
      "url": "https://basic-backend713-dsd8hygyfkc8d8f5.swedencentral-01.azurewebsites.net/api/mcp"
    }
  }
}

Gemini CLI

Run this once. It writes .gemini/settings.json in the current project; pass --scope user for ~/.gemini/settings.json.

Gemini CLI configuration

gemini mcp add --transport http aiusecasehub-mcp https://basic-backend713-dsd8hygyfkc8d8f5.swedencentral-01.azurewebsites.net/api/mcp

Claude Desktop

Open Claude Settings > Connectors > Add custom connector, enter this server URL and enable it for the conversation. This is a manual remote-connector handoff, not a desktop JSON configuration.

Claude Desktop configuration

https://basic-backend713-dsd8hygyfkc8d8f5.swedencentral-01.azurewebsites.net/api/mcp

Windsurf

Merge this into ~/.codeium/windsurf/mcp_config.json, then refresh MCP in Cascade. Windsurf remote servers use serverUrl, not url.

Windsurf configuration

{
  "mcpServers": {
    "aiusecasehub-mcp": {
      "serverUrl": "https://basic-backend713-dsd8hygyfkc8d8f5.swedencentral-01.azurewebsites.net/api/mcp"
    }
  }
}

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AIUseCaseHub MCP

Endpoint and access

What its tools do

Read-only (4)

Checks and signals

What you can do with it

Source and maintenance

Protocol and capabilities

Server-provided instructions

Tools

Prompts

Resources

90-day uptime

30-day availability

Maintenance history

Connect from your client

Claude Code

Codex

Cursor

Cline

VS Code

Gemini CLI

Claude Desktop

Windsurf

Let your agent find its tools

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