Per-Aspect Sentiment

Sentiment per aspect. Brainiall Aspect Sentiment engine. Splits the text into sentences mentioning each aspect, classifies each, aggregates.

liveverifiedunknown~5s typical

mcpprobedbrainiallnlp

$0.0020

per call

plus $0.001 platform fee per run

Open MCP server; Cracked bills routing only

Provider Upstream docs

$Set up https://cracked-ai-pearl.vercel.app/SKILL.md, then use Cracked to run mcp-com-brainiall-nlp /aspect_sentiment for me.

Input

Field	Type	Description
text*	string	Input text
aspects*	array	Aspect terms to score (e.g. ['camera','battery','price'])

Call it

curl

curl https://cracked-ai-pearl.vercel.app/v1/run \
  -H "Authorization: Bearer ck_live_..." -H "content-type: application/json" \
  -d '{"provider":"mcp-com-brainiall-nlp","endpoint":"/aspect_sentiment","input":{"text":"...","aspects":[]}}'

cli

npx cracked-ai run -p mcp-com-brainiall-nlp -e /aspect_sentiment -i '{"text":"...","aspects":[]}'

mcp

run_tool({ provider: "mcp-com-brainiall-nlp", endpoint: "/aspect_sentiment", input: {"text":"...","aspects":[]} })

Try it

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