Sift

Triage the noise. Flag the rest.

Paste a batch of comments, tickets, or messages. Sift asks a decision model a few typed questions about each one — is it spam? is it toxic? which team? how urgent? — and sorts every item into Approve / Review / Remove by confidence. The routine items auto-sort; the uncertain ones get flagged for a human.

No essays, no JSON to parse — just a calibrated verdict per item.

• Free. Runs in your browser. No account with us.
• You pay from your own Pollen budget (Bring Your Own Pollen) — a small, time-boxed, revocable amount you approve. We never see or hold a secret key.
• It only labels. Sift never deletes, bans, or acts. It's the cheap first layer of a moderation/triage pipeline; you (or your system) decide what to do.

Powered by Pollinations' typed-decision endpoint (jev). Curious what a "decision model" is? See awesome-jev-family.

How it works

1. Connect Pollen — approve a small budget via OAuth (PKCE, no secret in the browser).
2. Paste items — one per line (support tickets, comments, PR titles, anything).
3. Set a policy — your routing buckets and the confidence thresholds.
4. Sift it — one /alpha/decisions call per item returns calibrated probabilities; your thresholds (not the model) decide the verdict.

Each item gets: a verdict, a route (Choice), a priority (Score), and spam/toxicity probability bars.

Run it locally

It's static — any static server works. From this folder:

python -m http.server 8000
# open http://localhost:8000/

You need a Pollinations App Key first (see below), then set it in config.js.

Setup: your App Key

1. Go to enter.pollinations.ai/keys → Create New App Key.
2. Add your Redirect URIs (exact match):
   • your deployed URL, e.g. https://YOURNAME.github.io/sift/
   • a local one, e.g. http://localhost:8000/ (loopback matches any port)
3. Copy the pk_… key into config.js as CLIENT_ID.

The pk_ App Key is a public client id — safe to ship in the browser. It is not a secret. Never put an sk_ secret key in this app.

Deploy (GitHub Pages)

Push to main, enable Pages (root), and your app is live at https://YOURNAME.github.io/sift/. Make sure that exact URL is a Redirect URI on your App Key.

What it is / isn't

• Is: a fast, cheap, confidence-gated batch triage/moderation front-end.
• Isn't: a hosted service, a database, or an auto-moderator. It labels and flags; it never takes destructive action. Probabilities are the model's; the thresholds are yours. Test them on your own data before trusting a cutoff.

Files

File	Purpose
index.html	Single-page UI (input · policy · results).
styles.css	Styling; the probability bars are the visual hook.
config.js	Your App Key + endpoints. Edit this.
auth.js	BYOP OAuth 2.1 + PKCE (S256).
decisions.js	/alpha/decisions calls, batching, confidence bucketing.
examples.js	Preloaded example batches.
app.js	UI controller.

Credits

Built on Pollinations. Auth follows the Connect User Wallets (BYOP) guide. UX pattern inspired by GitMuse.

License

MIT