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The attention layer between software, AI agents and people. Self-hosted, MIT.

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Last scanned: 10/11/2026
Install as a Claude Code subagent
Method: Clone
Terminal
git clone https://github.com/murtazox04/Cue && cp Cue/*.md ~/.claude/agents/
1. Clone the repository and copy the agent .md definitions into ~/.claude/agents (or .claude/agents inside a project).
2. Start a new Claude Code session to load the agents.
3. Delegate work to them with the Task/Agent tool or by name.
Use cases

Subagents overview

<div align="center">

# Cue

**The attention layer between software, AI agents and people.**

Your product and your agents report what happened;<br/>
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](https://github.com/murtazox04/Cue/actions/workflows/ci.yml/badge.svg)](https://github.com/murtazox04/Cue/actions/workflows/ci.yml)
[![Python](https://img.shields.io/badge/python-3.12%20|%203.13%20|%203.14-blue)](https://github.com/murtazox04/Cue/blob/main/pyproject.toml)
[![License: MIT](https://img.shields.io/badge/license-MIT-green)](https://github.com/murtazox04/Cue/blob/main/LICENSE)

[Documentation](https://murtazox04.github.io/Cue) ·
[Getting started](https://github.com/murtazox04/Cue/blob/main/docs/getting-started.md) ·
[Architecture](https://github.com/murtazox04/Cue/blob/main/docs/architecture.md)

</div>

---

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.

```bash
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:

```json
{
  "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](https://ai.pydantic.dev) 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](https://github.com/murtazox04/Cue/blob/main/docs/concepts/agents.md).
- **Screening.** Optionally, a decision model ([Jev](https://docs.typesafe.ai)) reads each
  agent message before it is sent: pressure, deception or leaked secrets hold it for a
  person, and overstated importance is lowered. It costs under a cent per hundred
  messages and adds no latency to sends.
- **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-notify-client` and `npm install cue-client`, both with webhook
  signature verification. See [SDKs](https://github.com/murtazox04/Cue/blob/main/docs/guides/sdks.md).
- **Docs for machines.** [`llms.txt`](https://murtazox04.github.io/Cue/llms.txt) and
  [`AGENTS.md`](https://github.com/murtazox04/Cue/blob/main/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](https://github.com/murtazox04/Cue/blob/main/docs/guides/custom-channels.md). |

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

```bash
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+:

```bash
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](https://github.com/murtazox04/Cue/blob/main/docs/getting-started.md).

## How it works

```mermaid
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`:

```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](https://github.com/murtazox04/Cue/blob/main/docs/reference/configuration.md) and
[`examples/cue.toml`](https://github.com/murtazox04/Cue/blob/main/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](https://github.com/murtazox04/Cue/blob/main/ROADMAP.md) for what comes next. Feedback and
contributions are very welcome — see [CONTRIBUTING.md](https://github.com/murtazox04/Cue/blob/main/CONTRIBUTING.md).

## License

[MIT](https://github.com/murtazox04/Cue/blob/main/LICENSE)

<!-- mcp-name: io.github.murtazox04/cue -->
ai-agentsfastapimcpnotificationspreference-centerpythonself-hosted

What people ask about Cue

What is murtazox04/Cue?

+

murtazox04/Cue is subagents for the Claude AI ecosystem. The attention layer between software, AI agents and people. Self-hosted, MIT. It has 0 GitHub stars and its last recorded update is dated 2026-10-11.

How do I install Cue?

+

You can install Cue by cloning the repository (https://github.com/murtazox04/Cue) or following the README instructions on GitHub. ClaudeWave also provides quick install blocks on this page.

Is murtazox04/Cue safe to use?

+

Our security agent has analyzed murtazox04/Cue and assigned a Trust Score of 95/100 (tier: Verified). See the full breakdown of passed checks and flags on this page.

Who maintains murtazox04/Cue?

+

murtazox04/Cue is maintained by murtazox04. The last recorded GitHub activity is dated 2026-10-11, with 0 open issues.

Are there alternatives to Cue?

+

Yes. On ClaudeWave you can browse similar subagents at /categories/agents, sorted by popularity or recent activity.

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