Content
<div align="center">
# lulu-ads
### *The monetization layer for the agent economy.*
**Monetize your MCP server or agent tool with one labeled sponsored line.**
[](https://pypi.org/project/lulu-ads/)
[](https://www.npmjs.com/package/lulu-ads)
[](LICENSE)
[](https://ads.getlulu.dev/health)
[](https://getlulu.dev/publishers)
[](docs/contract.md)
[Quickstart](#quickstart) · [Integrations](#framework-integrations) · [Guarantees](#guarantees-enforced-in-code-not-just-promised) · [API contract](docs/contract.md) · [Hosted docs](https://getlulu.dev/docs) · [Blog](https://getlulu.dev/blog) · [Become a publisher](https://getlulu.dev/publishers)
<img src="https://raw.githubusercontent.com/Lulu-The-Narwhal/lulu-ads/master/assets/lulu-ads-hero.jpg" alt="Lulu, the Lulu Ads narwhal mascot, celebrating on a Tel Aviv billboard — the agent economy has a monetization layer now" width="640" />
`70% to publishers · CPA only · 150ms fail-open · 0 prompt injections, by design`
</div>
Lulu Ads attaches a disclosed, labeled data field to your tool's own result.
The host model — Claude, Cursor, any agent — decides on its own judgment
whether it's relevant enough to surface. We never instruct it to.
<table>
<tr>
<th>What the SDK ships (a data field)</th>
<th>What the host renders (its choice)</th>
</tr>
<tr>
<td>
```json
{
"sponsored": {
"label": "Sponsored",
"text": "Direct flights TLV–BKK from $412",
"url": "https://ads.getlulu.dev/c/9f2a1c"
}
}
```
</td>
<td>
> **Sponsored** — Direct flights TLV–BKK from $412
> [ads.getlulu.dev/c/9f2a1c](https://ads.getlulu.dev/c/9f2a1c)
</td>
</tr>
</table>
Zero-friction start — add the MCP server and let your agent do the rest:
```bash
claude mcp add --transport http lulu-ads https://ads.getlulu.dev/mcp
```
> monetize my server
It'll fetch the right integration guide for your stack, register a publisher
(with your consent), wire up the one-liner, and verify a slot went live.
**If it renders and gets clicked, you earn 70% on CPA. If it doesn't — nobody
pays, nothing breaks.**
**No prompt injection — we ship a data field; the host decides.**
## Quickstart
**Python**
```bash
pip install lulu-ads
# or: uv add lulu-ads
# or: poetry add lulu-ads
```
```python
from lulu_ads import LuluAds
ads = LuluAds(publisher_id="pub_123", api_key="lk_...")
result = search_flights("TLV", "BKK", dates)
result["sponsored"] = await ads.sponsored_slot(
context={"tool": "search_flights", "category": "travel.flights"},
timeout_ms=150,
)
return result
```
FastMCP servers get it in one line — credentials come from the environment:
```bash
export LULU_ADS_PUBLISHER_ID=pub_123
export LULU_ADS_API_KEY=lk_...
```
```python
mcp.add_middleware(LuluAdsMiddleware())
```
**TypeScript**
```bash
npm install lulu-ads
# or: pnpm add lulu-ads
# or: yarn add lulu-ads
# or: bun add lulu-ads
```
```ts
import { LuluAds } from "lulu-ads";
const ads = new LuluAds({ publisherId: "pub_123", apiKey: "lk_..." });
result.sponsored = await ads.sponsoredSlot({ context: { tool: "search_flights" } });
```
No publisher ID yet? See [`docs/quickstart.md`](docs/quickstart.md) — three
ways to get one, none of them gated on the others.
## Framework integrations
| Stack | One-liner | Docs |
|---|---|---|
| FastMCP (Python) | `mcp.add_middleware(LuluAdsMiddleware())` | [→](docs/integrations.md#fastmcp-python) |
| LangChain / LangGraph (Python) | `middleware=[LuluAdsAgentMiddleware()]` | [→](docs/integrations.md#langchain--langgraph-python) |
| CrewAI (Python) | `lulu_crewai.install()` | [→](docs/integrations.md#crewai-python) |
| MCP TS SDK | `withLuluAds(server)` | [→](docs/integrations.md#mcp-servers-typescript) |
| Runtime owners (chat bots, WhatsApp/Telegram agents) | `model_output + format_suffix(sponsored)` | [→](docs/integrations.md#runtime-owners-response-suffix) |
| Any other runtime / language | `sponsored_slot(context)` over the raw contract | [→](docs/integrations.md#any-agent-runtime) |
## Widget rendering (MCP Apps UI)
The plain `sponsored` field always ships and always works — some hosts
render it as a card purely on the model's own judgment, no instruction
anywhere. For hosts that support the [MCP Apps](https://github.com/modelcontextprotocol/ext-apps)
extension (`io.modelcontextprotocol/ui`), you can additionally register an
actual rendered widget instead of relying on that judgment call:
```python
from fastmcp import FastMCP
from lulu_ads.widget import register_sponsored_widget
mcp = FastMCP("my-server")
sponsored_app = register_sponsored_widget(
mcp,
endpoint_url="https://my-server.example.com/mcp", # your public MCP connector URL
text="Save 15% at checkout",
url="https://example.com/deal",
)
@mcp.tool(app=sponsored_app)
def search(...): ...
```
Same helper, official TS SDK, for MCP servers built in Node instead of Python:
```typescript
import { McpServer } from "@modelcontextprotocol/sdk/server/mcp.js";
import { registerSponsoredWidget } from "lulu-ads/widget";
const server = new McpServer({ name: "my-server", version: "1.0.0" });
const appMeta = registerSponsoredWidget(server, {
endpointUrl: "https://my-server.example.com/mcp", // your public MCP connector URL
text: "Save 15% at checkout",
url: "https://example.com/deal",
});
server.registerTool("search", { ...appMeta }, handler);
```
Ships a floating, rounded, gradient card (same visual system as
[getlulu.dev](https://getlulu.dev)) with a disclosed `Sponsored` label —
still just markup, never a directive. Two host-specific quirks this
handles for you: Claude requires an undocumented `_meta.ui.domain` value
derived from your endpoint URL (self-computed here, not a credential), and
the widget must send a `ui/notifications/initialized` handshake on load or
Claude keeps the iframe hidden. Verified live against production
(`dali.getlulu.dev/mcp`, [ext-apps#671](https://github.com/modelcontextprotocol/ext-apps/issues/671)),
current as of 2026-07-19 — Claude's own rendering of MCP Apps widgets was
broken platform-wide before that fix landed, so treat any "should render"
claim (including this one, elsewhere) as unverified until you've checked
it live in your own host.
Card content is fixed at registration time — a house-ad tier, same as the
plain field's house-fill path, not re-rendered per call yet.
## Guarantees (enforced in code, not just promised)
| Guarantee | How |
|---|---|
| A tool call can never break because of ads | every failure path returns `None`/`null`; hard 150ms wall-clock timeout |
| Always disclosed | `label: "Sponsored"` is set by the SDK, never sourced from the response body |
| No prompt injection, ever | we ship a data field; there is no display instruction anywhere in the contract |
| No PII leaves your server | `context` is filtered against an allowlist client-side, before any request is built |
| Quality-gated | every creative passes [Dali](https://dali.getlulu.dev) scoring (≥70) before it can fill a slot |
| Intent, not identity | targeting uses this call's stated context only — no user profiles, no cross-session ID |
| Misconfigured? Still safe | missing credentials → client is inert, returns `None`/`null`, zero network calls |
## Why not just…
**…tell the model to mention a sponsor in its reply?**
Display instructions get MCP servers delisted by registries that scan for
injected directives. We ship a plain data object — `label`, `text`, `url` —
with no field, anywhere in the contract, that tells a model how to render or
phrase anything.
**…count impressions and charge per view?**
An "impression" only exists if a model actually rendered it, and that's
unverifiable from the server side — easy to game, hard to audit. We charge
CPA only, on a click that redeems a signed, server-verified token. Payment
maps to a real user action, not a claim.
**…scan the conversation to target better?**
Reading transcripts to target ads is a privacy trap: everything a user says
becomes ad-targeting data. We accept six allowlisted context keys — `tool`,
`category`, `query`, `route`, `locale`, `country` — stated intent for this
call only. No transcripts, no profiles, no PII fields exist in the schema.
## How it works
```
tool call
│
▼
your tool's own result
│
▼
POST /slot (150ms cap, allowlisted context only)
│
▼
labeled data field { label: "Sponsored", text, url } ← attached, never injected
│
▼
host / model judgment → renders it, or doesn't — not our call
│ user clicks
▼
GET /c/{token} → signed redirect, click recorded
│
▼
advertiser's affiliate rails → POST /postback on conversion
│
▼
70% publisher / 30% Lulu, on the ledger. Earnings accrue to your balance from the first audited conversion — cash out from $100.
```
Full wire-level detail: [`docs/contract.md`](docs/contract.md).
---
Docs: https://getlulu.dev/docs · [Quickstart](docs/quickstart.md) ·
[API contract](docs/contract.md) · [Integrations](docs/integrations.md) ·
[Publisher signup](https://getlulu.dev/publishers) · Quality gate:
[Dali](https://dali.getlulu.dev) · [MIT](LICENSE)
## Changelog
- **0.2.0** — `register_sponsored_widget()` (Python: `lulu_ads.widget`, now also
TypeScript: `lulu-ads/widget`, official MCP SDK): registers a real rendered
MCP Apps UI sponsored card on your server (not just the plain JSON field),
handling Claude's undocumented iframe-domain requirement and the
`ui/notifications/initialized` handshake for you. Generalizes the fix
verified live on `dali.getlulu.dev/mcp` against
[ext-apps#671](https://github.com/modelcontextprotocol/ext-apps/issues/671).
Both SDKs produce byte-identical `_meta.ui.domain` values for the same
endpoint URL.
- **0.1.1** — persistent HTTP clients in the Python SDK (per-call client
construction could burn the entire slot budget on CPU-constrained
containers; clients are now created once per `LuluAds` instance and reused
with keep-alive). Fail-open behavior unchanged.
- **0.1.0** — initial release: Python + TypeScript clients, FastMCP /
LangChain / LangGraph / CrewAI / MCP-TS adapters, suffix helpers, MCP
concierge onboarding.
MCP Config
Below is the configuration for this MCP Server. You can copy it directly to Cursor or other MCP clients.
mcp.json
Connection Info
You Might Also Like
No recommendations available