Music Feedback Bot

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Turn feedback into progress.
Automatically.

The Discord bot that scores feedback with AI, runs competitions, tracks activity, and grows better critique.

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Servers

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Feedback Scored

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Requests Processed

AI-graded feedback

Zero-setup scoring that rewards actionable critique and timestamps.

Activity logs

Track who helps, where, and when with searchable channel logs.

Leaderboard

Gamify good behavior with points and weekly top lists.

Competitions

Run beat battles and challenges with automated rules and scoring.

Moderation assist

Surface low-effort spam and highlight high-signal replies.

API + webhooks

Export scores and events to your dashboards or automations.

How it works

How the bot works
  1. 1 The bot listens in configured channels and ingests messages with links or replies.
  2. 2 Zero-shot classifier decides if a message is feedback. Non-feedback gets nudged toward useful patterns.
  3. 3 DNN grades specificity, timestamps, and signal. Rubric converts features to a score.
  4. 4 LLM explains the score in plain language and suggests one improvement.
  5. 5 Bot posts the result, assigns points, updates logs, leaderboards, and competitions.

Activity logs

# logs

Logged event types

Event Description Primary fields Source
Feedback Request CreatedUser queued feedback for a message.message_id, requester_id, costBot slash cmd
Feedback ScoredBot analysed and scored feedback.score, rubric, points_awardedAI pipeline
Competition CreatedNew competition configured.competition_id, name, start/endSlash cmd
Competition UpdatedSettings or phase changed.phase, rules_diffSlash cmd
Competition ClosedWinners announced and points granted.winners[], prizesBot
Points AwardedUser gained points.user_id, points, reasonScoring
Role GrantedDiscord role synced from score.user_id, roleBot
Message FlaggedLow-effort or suspected spam.message_id, reasonClassifier
Message IgnoredNot feedback, gentle nudge sent.message_idClassifier
Server LinkedGuild connected to dashboard.guild_id, owner_idOAuth2
Channel ConfiguredFeedback channels updated.channel_ids[]Slash cmd
Webhook DeliveredEvent forwarded to external URL.endpoint, statusBot
ErrorNon-fatal pipeline error.context, codeAny

Leaderboard

# leaderboard
bot

Music Feedback Bot BETA APP 12:01

🏆Feedback Leaderboard

    # User Points

    Competition system

    • Create recurring or one-off events with start and cutoff windows.
    • Automatic submission capture from target channels.
    • Feedback-weighted scoring and tiebreakers.
    • Auto-announce winners and award points or roles.
    • Export results as CSV or via webhook.
    Run a challenge

    Sample bracket

    Round 1 — 32
    Round 1 — 32
    Round 1 — 32
    Round 1 — 32
    Quarter-final
    Quarter-final
    Final

    Real bracket UI optional. Simple tally mode available.

    See it in action

    # feedback

    What you’re seeing

    1. 1 User posts feedback.
    2. 2 Bot grades and replies with score.
    3. 3 Points are added and logs updated.
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