Operational problem
Questions about onboarding, rules, and routine procedures can require repeated answers. We aim to reduce repetitive work and avoid inconsistent guidance.
PRODUCT & AI PLAN
AI that supports community operators and keeps people in control.
nipa-cat is exploring Claude API support workflows for Minecraft and Discord communities. This page separates the intended capabilities from what has already been implemented and shipped.
SCOPE
The problem we aim to solve
First proposed feature
Classify and summarize an inquiry, then prepare a draft answer using approved FAQs and operational guidance. A human operator makes the final decision and sends the response.
Proposed inputs
Staff-approved FAQs, published community rules, and request text selected by an operator. The design goal is to avoid collecting personal data beyond what is needed.
Human oversight
AI output is a reviewable suggestion. Staff should verify accuracy and source support. Unsupervised moderation sanctions, permission changes, and server commands are out of scope.
IMPLEMENTATION APPROACH
Incremental evaluation roadmap
- Prepare and approve FAQs
Establish reliable, maintainable source documents for operational answers.
- Run a limited Claude API evaluation
Test classification, summarization, and draft responses for accuracy and operational cost.
- Evaluate supervised operation
Design operator review and record-keeping before deciding whether to deploy.
Current status: These are planned evaluation activities, not a representation that a production Claude API integration or customer deployments exist.
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