# Government Tender & RFP AI Qualification Monitor (`lavgroup/government-tender-rfp-ai-qualification-monitor-0193336`) Actor

Aggregates government tenders and RFPs from official portals (currently US SAM.gov and EU simulation), applies AI-driven bid/no-bid qualification score, and provides normalized output with real-time webhook notification support. Facilitates efficient bid decision making by procurement professionals.

- **URL**: https://apify.com/lavgroup/government-tender-rfp-ai-qualification-monitor-0193336.md
- **Developed by:** [Taku Anan](https://apify.com/lavgroup) (community)
- **Categories:**
- **Stats:** 2 total users, 1 monthly users, 100.0% runs succeeded, 0 bookmarks
- **User rating**: No ratings yet

## Pricing

from $50.00 / 1,000 results

This Actor is paid per event. You are not charged for the Apify platform usage, but only a fixed price for specific events.

Learn more: https://docs.apify.com/actors/running/actors-in-store.md#pay-per-event

## What's an Apify Actor?

Actors are web data automations that power AI and operations. They run on the Apify platform to scrape websites, process data, connect APIs, and automate workflows.
In Batch mode, an Actor accepts a well-defined JSON input, performs an action which can take anything from a few seconds to a few hours,
and optionally produces a well-defined JSON output, datasets with results, or files in key-value store.
In Standby mode, an Actor provides a web server which can be used as a website, API, or an MCP server.
Actors are written with capital "A".

## How to integrate an Actor?

If asked about integration, you help developers integrate Actors into their projects.
You adapt to their stack and deliver integrations that are safe, well-documented, and production-ready.
The best way to integrate Actors is as follows.

- **AI agents and MCP clients** — the [Apify MCP server](https://docs.apify.com/integrations/mcp.md) at `https://mcp.apify.com` (remote, streamable HTTP, OAuth on first use).
- **Agentic workflows and local Actor development** — [Agent Skills](https://apify.com/.well-known/agent-skills/index.json) with the [Apify CLI](https://docs.apify.com/cli/docs.md): `npm install -g apify-cli`, then `apify login`.
- **JavaScript/TypeScript projects** — the official [JS/TS client](https://docs.apify.com/api/client/js/docs.md): `npm install apify-client`.
- **Python projects** — the official [Python client](https://docs.apify.com/api/client/python/docs.md): `pip install apify-client`.
- **Any other language** — the [REST API](https://docs.apify.com/api/v2.md).

For usage examples, see the [API](#api) section below.

For more details, see Apify documentation as [Markdown index](https://docs.apify.com/llms.txt) and [Markdown full-text](https://docs.apify.com/llms-full.txt).

# README

## Government Tender & RFP AI Qualification Monitor

Aggregates and normalizes government tenders and RFPs from multiple official portals with AI-driven qualification scoring for efficient bid/no-bid decisions.

### Features

- Multi-region tender aggregation (currently US SAM.gov and simulated EU tenders).
- Keyword and contract value filtering.
- AI-driven bid/no-bid scoring (stub implementation).
- Normalized output conforming to a unified schema.
- Supports real-time webhook notifications.

### Usage

#### Input schema

- `regions`: List of country codes or trade blocs (e.g. `["US", "EU"]`).
- `keywords`: List of keywords or CPV/NAICS codes to filter tenders.
- `contract_value_band`: Object with optional `min` and `max` contract values.
- `notification_webhook`: Optional URL to receive JSON payload of tenders.
- `scrape_frequency`: String indicating frequency (e.g. `daily`, currently informational).

#### Example input

```json
{
  "regions": ["US", "EU"],
  "keywords": ["IT services", "infrastructure"],
  "contract_value_band": {"min": 50000},
  "scrape_frequency": "daily"
}
```

#### Output

JSON items pushed to dataset conforming to the standardized tender schema. Also optionally pushed to webhook.

### Development

- Requires Python 3.11.
- Install dependencies: `pip install -r requirements.txt`
- Run locally: `python -m src.__main__`

### Notes

- AI bid/no-bid scoring is currently a placeholder with stub values.
- US tender fetching simulates an API call to SAM.gov endpoint; replace with real API if available.
- EU tenders are simulated for demonstration.
- Designed for extensibility with additional adapters/plugins.

### License

MIT

# Actor input Schema

## Actor input object example

```json
{}
```

# Actor output Schema

## `results` (type: `string`):

Results stored in the default dataset.

# API

You can run this Actor programmatically using our API. Below are code examples in JavaScript, Python, and CLI, as well as the OpenAPI specification and MCP server setup.

## JavaScript example

```javascript
import { ApifyClient } from 'apify-client';

// Initialize the ApifyClient with your Apify API token
// Replace the '<YOUR_API_TOKEN>' with your token
const client = new ApifyClient({
    token: '<YOUR_API_TOKEN>',
});

// Prepare Actor input
const input = {};

// Run the Actor and wait for it to finish
const run = await client.actor("lavgroup/government-tender-rfp-ai-qualification-monitor-0193336").call(input);

// Fetch and print Actor results from the run's dataset (if any)
console.log('Results from dataset');
console.log(`💾 Check your data here: https://console.apify.com/storage/datasets/${run.defaultDatasetId}`);
const { items } = await client.dataset(run.defaultDatasetId).listItems();
items.forEach((item) => {
    console.dir(item);
});

// 📚 Want to learn more 📖? Go to → https://docs.apify.com/api/client/js/docs

```

## Python example

```python
from apify_client import ApifyClient

# Initialize the ApifyClient with your Apify API token
# Replace '<YOUR_API_TOKEN>' with your token.
client = ApifyClient("<YOUR_API_TOKEN>")

# Prepare the Actor input
run_input = {}

# Run the Actor and wait for it to finish
run = client.actor("lavgroup/government-tender-rfp-ai-qualification-monitor-0193336").call(run_input=run_input)

# Fetch and print Actor results from the run's dataset (if there are any)
print(f"💾 Check your data here: https://console.apify.com/storage/datasets/{run.default_dataset_id}")
for item in client.dataset(run.default_dataset_id).iterate_items():
    print(item)

# 📚 Want to learn more 📖? Go to → https://docs.apify.com/api/client/python/docs/quick-start

```

## CLI example

```bash
echo '{}' |
apify call lavgroup/government-tender-rfp-ai-qualification-monitor-0193336 --silent --output-dataset

```

## MCP server setup

```json
{
    "mcpServers": {
        "apify": {
            "type": "http",
            "url": "https://mcp.apify.com/?tools=fetch-actor-details,lavgroup/government-tender-rfp-ai-qualification-monitor-0193336"
        }
    }
}

```

The hosted server signs you in with OAuth on first connect, so no API token belongs in this config. Clients without OAuth support can send an `Authorization: Bearer <APIFY_API_TOKEN>` header instead, using a token from API & Integrations in Apify Console (https://console.apify.com/settings/integrations).

## OpenAPI specification

Download the OpenAPI definition: https://api.apify.com/v2/actors/xRUNZHp6ygmILtweA/builds/pBQAlSjOxXYio76Hr/openapi.json