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Cue

The attention layer between software, AI agents and people.

Your product and your agents report what happened;
Cue decides whether it is worth someone's attention, what to say, when, and over which route, then hands a ready-to-send message to the delivery you plug in.

CI Python License: MIT

Documentation · Getting started · Architecture


People now hear from more software than ever: your product, background jobs, and a growing number of AI agents acting on someone's behalf. Each sender is reasonable alone; together they bury the person, and phones increasingly silence them. Cue is the one place that decides. Your backend (or an agent) reports what happened — order.shipped, payment.failed, pr.review_requested — and Cue decides whether a notification is warranted, which template and language to use, when to send it in the recipient's time zone, how important it really is, and which route to try first. It renders the message and hands it to whatever delivery you connect: your own service, a webhook, or a ready-made connector.

Delivery is pluggable. The decisions are Cue's job — and every one of them is recorded, so "why didn't this user get the message?" becomes a query, not an investigation.

curl -X POST https://cue.example.com/v1/events \
  -H "Authorization: Bearer $CUE_KEY" -H "Content-Type: application/json" \
  -d '{"name": "order.shipped", "recipient": "customer-42",
       "data": {"order_id": "1001"}, "idempotency_key": "order-1001-shipped"}'

Your delivery endpoint then receives a signed, fully rendered message:

{
  "id": "01a1…",
  "channel": "push",
  "address": "<device token>",
  "locale": "en",
  "importance": "normal",
  "expires_at": null,
  "content": {"title": "Your order is on its way", "body": "Order 1001 ships today.",
              "url": "https://shop.example/orders/1001"},
  "metadata": {"cue_message_id": "01a1…", "cue_tracking_token": "…"},
  "links": {"preferences": "https://cue.example.com/preferences/…"}
}

What Cue decides

  • Whether — rules with JSON Logic conditions, priorities, wildcards, deterministic rollouts and a dry-run endpoint; unsubscribes, frequency caps, cooldowns and deduplication applied to every message; fatigue that backs off from people who stopped paying attention.
  • What — localised, sandboxed Jinja2 templates with per-route variants (a short SMS, a rich e-mail), versioning and previews; optional AI rewording through any Pydantic AI model, with guardrails that keep numbers and links verbatim.
  • How often — digests that turn a burst of events into one message per window ("Ann, Bo and 10 others commented"), optionally summarised by AI, plus thread ids so phones and mail clients stack related messages.
  • When — delays, quiet hours in each recipient's time zone, scheduled broadcasts, expiry for messages that go stale, and importance levels phones understand.
  • Who decides — the person: a hosted preference page (or a JSON API for your own), RFC 8058 one-click unsubscribe for Gmail and Yahoo, and a consent ledger of every change.
  • Where — an ordered list of routes per rule (e.g. push, then SMS), every address a person has on a route, fallback on permanent failure, retries on transient failure, dead addresses disabled automatically.

Built for AI agents

  • Agents as first-class senders. Each agent gets its own key with a per-person attention budget, an importance ceiling and, where you want it, human approval before anything goes out. See agents.
  • MCP built in. uvx cue-notify mcp gives Claude, Cursor or your own agent tools to notify people and inspect delivery, with the same policy and audit trail.
  • Claude Code plugin. /plugin marketplace add murtazox04/Cue, then /plugin install cue@cue, teaches Claude to integrate Cue into your app.
  • SDKs. pip install cue-client and npm install cue-client, both with webhook signature verification. See SDKs.
  • Docs for machines. llms.txt and AGENTS.md.

Bring your own delivery

Each route (push, sms, email, ops-alerts…) is backed by a connector:

Connector Use it when
webhook You already have a sending service, or want full control. Cue POSTs signed JSON to it.
fcm, twilio, smtp, telegram You want a ready-made connector for these providers.
console Local development.
your own Write a small class and register it as a plugin — see custom connectors.

Connectors are configuration, not code changes — swap SMS vendors without touching a rule.

Also

  • Engagement tracking — delivered, opened, clicked, converted; client apps report with a per-message token, no API key needed.
  • Broadcasts — audience filters, resumable batches, pause/resume/cancel without double sends.
  • AI agents — an MCP server (cuectl mcp) lets Claude, Cursor or your own agents notify people and inspect delivery within the scopes you grant.
  • Simple to run — one Python service and PostgreSQL (or SQLite). No Redis, no broker, no cron: the durable job queue lives in your database.
  • Observable — per-rule event outcomes, status reasons, Prometheus metrics, JSON logs.

Quick start

git clone https://github.com/murtazox04/Cue && cd Cue
docker compose up --build -d
docker compose exec api cuectl keys create admin   # prints an API key
open http://localhost:8000/docs

Or with Python 3.12+:

pip install 'cue-notify[postgres]'
export CUE_WORKER__EMBEDDED=true CUE_CHANNELS__PUSH__PROVIDER=console
cuectl db upgrade && cuectl keys create admin && cuectl serve

Then follow the getting-started guide.

How it works

flowchart LR
    E[POST /v1/events] --> R{Rules}
    R --> P[Policy<br/>unsubscribe · caps · cooldown · quiet hours]
    P --> T[Template<br/>locale · route variants]
    T --> Q[(Queue)]
    Q --> A[AI rewording<br/>optional]
    A --> C{Your delivery<br/>webhook · connectors}
Concept In one line
Event Something that happened to a recipient. Idempotent, stored with per-rule outcomes.
Rule When event X (and condition) → send template Y over routes [A, B].
Template Localised content with route-specific variants.
Category Policy bundle: frequency caps, quiet hours, whether unsubscribing is allowed.
Channel A named route (push, sms…) backed by a connector.
Message One notification to one recipient, with a full status trail.
Broadcast One template to an audience, in resumable batches.

Configuration

Environment variables (CUE_SECTION__KEY) or a cue.toml:

[database]
url = "postgresql+asyncpg://cue:secret@db/cue"

[channels.push]
provider = "webhook"
url = "https://notifications.internal.example/push"
# secret from CUE_CHANNELS__PUSH__SECRET

[channels.sms]
provider = "twilio"
account_sid = "AC…"
from_number = "+15550100"   # auth token via CUE_CHANNELS__SMS__AUTH_TOKEN

See the configuration reference and examples/cue.toml.

Project status

Cue is in early development (0.x): the model and API are stable in shape but may still change before 1.0. See the roadmap for what comes next. Feedback and contributions are very welcome — see CONTRIBUTING.md.

License

MIT

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