AI AGENTS

Discord flagged-message moderation review with human sign-off

When a member reports a Discord message, an agent classifies the violation, drafts a moderation decision with rationale.

CategoryAI Agents
Enginepaperclip
Difficultyintermediate
Triggerevent
Steps6
Setup~15 min

How it runs

The automated pipeline, trigger to output.

  • TriggerMember reports a Discord messageDiscordDiscord
  • ActionFetch message + surrounding channel contextDiscordDiscord
  • ActionScore content with Hugging Face toxicity classifierHugging FaceHugging Face
  • LogicDismiss low-confidence false alarms, escalate the rest
  • ActionAgent drafts moderation decision + rationale
  • OutputOpen private review thread for moderator sign-offDiscordDiscord

What it does

Turns ad-hoc Discord reports into structured, reviewable moderation decisions. An agent reads the flagged message and its surrounding context, classifies the likely rule violation, recommends an action (warn, mute, delete, no-action), and writes a plain-language rationale. Nothing is enforced automatically — the recommendation lands in a moderator-only thread for a human to sign off on.

When to use it

Use it when your server gets enough reports that moderators can't triage every one from scratch, but you still want a human making the final call. Ideal for communities with a written code of conduct where consistency and an audit trail matter.

How it works

  1. 1A Discord report (reaction flag or `/report` command) fires the trigger with the offending message ID.
  2. 2The agent pulls the message plus a few lines of channel context for tone and intent.
  3. 3A Hugging Face text-classification model scores the content for toxicity and harassment categories.
  4. 4Logic branches: clear false-alarms are auto-dismissed; anything above threshold proceeds.
  5. 5The agent drafts a decision card — violated rule, recommended action, confidence, and rationale.
  6. 6It opens a private Discord review thread tagging the on-call moderator for approve/override.

Set it up

What you configure once, before turning it on.

  1. 1
    Connect DiscordCommunity channels + voice + bots.
  2. 2
    Connect Hugging FaceModels, datasets, spaces — the open-source hub.
  3. 3
    Set each agent's modelWe leave models unset so you pick the tier — fast + cheap, or top-quality.
  4. 4
    Tune it to your dataEdit the prompts, filters, and field mappings so it matches how your team works.
  5. 5
    Test, then turn it onRun once against a sample, confirm the output, then enable the trigger.

Run this workflow in your colony.

14-day trial. No DevOps. No Sales call. Provisioned in under a minute.