Built for AI Builders

The Feedback Widget for AI Builders.

Collect ideas, issues, and praise from your users.
Your Agent reads them directly to help you build what's next.

Start CollectingHow It Works
agent_workflow.py
import vibe_feedback

# 1. Agent reads user feedback
def decide_next_feature():
  top_feature = vibe_feedback.get_top_feature()
  print(f"Building: {top_feature.title} (Score: {top_feature.score})")
  return top_feature

# Output: "Building: Export to PDF (Score: 92)"
How It Works

From Feedback to Feature in 3 Steps

Add a widget. AI sorts the noise. Your Agent reads the signal.

1
🗣️

Collect

Add a lightweight widget to your site in 2 minutes. Users leave ideas, bugs, or praise.

2
🧠

Organize

AI categorizes feedback into Ideas, Bugs, and Praise. Deduplicates and scores each one.

3
🤖

Build

Your Agent reads the top requests via MCP and helps you build exactly what users want.

👤

User submits feedback

"I wish I could export to PDF"

↓
🧠

VibeFeedback Processing

Deduplicates, scores quality (92/100), increments vote count

↓
🔥

Notification

Slack/Discord: "New high-impact idea: Export to PDF"

↓
🤖

Agent Action (MCP)

Agent calls get_top_feature() and implements it

↓
✅

Shipped & Changelog

Agent calls mark_shipped() → Auto-writes changelog → Notifies users

Features

Everything you need. Nothing you don't.

🔌

MCP Native

First-class MCP server support. Your agent can read feedback, bugs, and roadmap items directly.

🎯

AI Scoring

Every piece of feedback is scored 0-100 based on quality, clarity, and impact.

📝

Auto-Changelog

When you ship, we write the changelog entry for you. Zero manual work.

🔄

GitHub Sync

Two-way sync. High-score ideas become Issues. Closed Issues become Shipped features.

📱

Mobile Ready

Full API support for mobile apps. Collect feedback from iOS and Android users.

🧤

Zero Maintenance

No dashboard to groom. No tickets to triage. The AI handles the noise.

Comparison

Why VibeFeedback?

FeatureVibeFeedbackCannyUpvoty
Built ForSolo Builders + AgentsEnterprise TeamsSmall Teams
MCP SupportNative CoreAdd-on ($$$)No
TriageAI Auto-PilotManualManual
ChangelogAuto-WrittenManualManual
Target UserSolo FoundersEnterprise TeamsSmall Teams
Pricing

Simple pricing for solo builders

Free
$0/mo

Perfect for side projects

  • 1 Project
  • 50 Feedback items/mo
  • Basic Widget
  • Public Board
Start Free
Vibe Mode
$50/mo

For serious agentic builders

  • MCP Server Access
  • Auto-Changelog
  • Unlimited Projects
  • Unlimited Feedback
  • GitHub Sync
  • Priority Support
Get Vibe Mode
Pro
$20/mo

For growing startups

  • 3 Projects
  • 1,000 Feedback items/mo
  • Custom Domain
  • Remove Branding
Start Pro

Start hearing from your users today.

Add the widget. Collect feedback. Let your Agent do the rest. Join the waitlist for early access.