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analyze_sentiment

6 servers reported a tool by this name when we called them. Names are chosen by whoever wrote the server, so two tools sharing a name do not have to do the same thing. We record what was reported, not what it does.

serverresult when we called ittools
gadgethumans-mcp
https://api.gadgethumans.com/mcp
answers-mcp 46
brainiall-nlp
https://api.brainiall.com/mcp/nlp/mcp
answers-mcp 22
zero-core-tools
https://tools.rugslayer.com/mcp
answers-mcp 9
brainiall-nlp
https://nlp-mcp.thankfulfield-a7857897.eastus.azurecontainerapps.io/mcp
answers-mcp 6
brainiall-nlp
https://apim-ai-apis.azure-api.net/mcp/nlp/mcp
answers-mcp 6
text_intelligence_mcp
https://text-intelligence-mcp.mcpize.run/mcp
answers-mcp 6

6 of these answered an MCP handshake on the day we checked. That is not a promise the tool works, only that the server was running and told us the tool existed.