Collective Vision
An embeddable, multi-tenant user-feedback platform — submit, vote, and comment — enhanced with AI deduplication, tagging, and an MCP server so agents can participate alongside humans.
Live admin dashboard at collective-vision-admin-dev.pages.dev (demo key cv-demo-admin-2026)
<script
src="https://feedback-dev.jfcreations.com/widget.js"
data-workspace="demo-workspace"
data-board="main"
></script>Embeddable widget
One <script> tag drops a submit / vote / comment board onto any site — anonymous-first, no signup required.
Multi-tenant by default
Workspaces and boards auto-provision on first hit. Rows are isolated by workspace_id; one deploy serves unlimited tenants.
AI-native triage
Embedding + semantic dedup run free on Workers AI. Pluggable LLM classification for type, sentiment, urgency, and priority.
MCP surface
A JSON-RPC 2.0 server lets AI agents query, search, submit, vote, and comment on feedback alongside humans.
Runs on the edge
Cloudflare Workers + D1 + Vectorize + Queues + Durable Objects. Cheap to host, even on the free plan.
Moderation pipeline
pending / approved / rejected plus is_hidden, with per-source defaults so untrusted channels never publish unreviewed.
Explore the architecture
An interactive map of routes, the data model, MCP tools, and the AI pipeline across 7 tabs.