# AI Filter & Rank Any Dataset (`oscar.smith-owner/chevet-semantic-filter-ranker`) Actor

Semantic filtering and ranking with source-grounded AI evidence. ChevetAI Qwen is primary, with a DeepSeek fallback when needed; unsupported or incomplete required AI work fails without success output.

- **URL**: https://apify.com/oscar.smith-owner/chevet-semantic-filter-ranker.md
- **Developed by:** [Oscar Smith](https://apify.com/oscar.smith-owner) (community)
- **Stats:** 2 total users, 1 monthly users, 66.7% runs succeeded, 0 bookmarks
- **User rating**: No ratings yet

## Pricing

from $4.00 / 1,000 record analyseds

This Actor is paid per event and usage. You are charged both the fixed price for specific events and for Apify platform usage.
Since this Actor supports Apify Store discounts, the price gets lower the higher subscription plan you have.

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

## AI Filter & Rank Any Dataset

> **Find the records that actually match what you mean.** Semantic filtering and ranking with source-grounded AI evidence.

Filter and rank any Apify dataset by meaning using natural language. No complex regular expressions, no fragile keyword search, and no external AI API keys required.

```
┌─────────────────┐     ┌──────────────────────┐     ┌────────────────────┐
│  Apify Dataset  │ ──► │ Natural Language     │ ──► │  Filtered & Ranked │
│  (Read-Only)    │     │ What you actually want│    │  with Source Proof │
└─────────────────┘     └──────────────────────┘     └────────────────────┘
```

***

### Why Use This Actor?

Keyword search fails on real data:

- Searching for *"independent dentist"* still matches large corporate chains and dental drill suppliers.
- Searching for *"backend engineer"* matches generic full-stack roles where someone mentioned a backend framework once.
- Searching for *"EV battery degradation"* matches thousands of social posts that merely mention electric cars.

This Actor acts as an intelligent decision engine:

1. **Understands Meaning**: Compiles your instructions into an objective, calibrated scoring rubric with hard exclusions, mandatory requirements, and preference signals.
2. **Grounds Every Judgment**: Mechanically validates every AI citation against verbatim quotes in your source records. If the text does not say it, it is rejected.
3. **Separates Facts from Inferences**: Clearly distinguishes between observed source facts and analytical AI inferences.
4. **Globally Calibrated & Reranked**: High Quality mode evaluates records consistently across batches and performs required comparative listwise reranking over top candidates. If that required stage fails, the run fails without success output.
5. **AI Included**: Powered by self-hosted high-speed Chevet AI inference with automated reliability fallback to DeepSeek V4 Flash. You never need an external AI key.

***

### Quick Start in 3 Steps

1. **Select Dataset**: Pick any existing Apify dataset (e.g. from Google Maps, LinkedIn, Twitter/X, Amazon, Web Scraper, or custom data).
2. **Describe What You Want**: Write instructions in plain English specifying your criteria, exclusions, and what to prioritize.
3. **Run**: Get a new clean dataset sorted with best matches first, complete with semantic scores (0–100) and verified source evidence.

***

### Real-World Use Cases & Examples

#### 1. B2B Lead Generation & Local Services

**Dataset**: Google Maps Scraper or Business Directory\
**Criteria**:

> *"Find independent dental practices that appear to be real clinics rather than dental suppliers or national chains. Prioritize businesses where the available information suggests their website could benefit from modernization or lacks online booking."*

#### 2. Recruitment & Labour Market Intelligence

**Dataset**: Job Board or LinkedIn Scraper\
**Criteria**:

> *"Find backend engineering jobs substantially focused on distributed systems, Go, Rust, or cloud infrastructure. Exclude generic full-stack positions, agency dev shops, or roles primarily focused on UI frameworks."*

#### 3. Social Media & Content Research

**Dataset**: TikTok, Instagram, or Twitter Scraper\
**Criteria**:

> *"Find social media posts that genuinely discuss electric vehicle battery degradation, warranty claims, or long-term capacity loss. Exclude generic EV enthusiasm, unboxing videos, or posts merely mentioning Tesla or cars."*

#### 4. RAG & AI Knowledge Ingestion

**Dataset**: Scraped Web Pages or Documentation\
**Criteria**:

> *"Keep only pages containing concrete architectural implementation details for OAuth token refresh flows, token rotation, and refresh token revocation. Exclude generic high-level marketing pages or basic introductory overviews."*

#### 5. Ecommerce & Product Fit Analysis

**Dataset**: Amazon or E-commerce Product Scraper\
**Criteria**:

> *"Find portable camping power stations that explicitly support pass-through charging and LiFePO4 battery chemistry. Prioritize units weighing under 15 lbs with USB-C PD 100W output."*

***

### Output Contract & Transparency

Every record in the output dataset includes structured provenance and evidence:

```json
{
  "rank": 1,
  "score": 94,
  "decision": "match",
  "modelConfidence": 0.91,
  "reason": "Independent family-run dental practice established in 1994, operating as a standalone local surgery.",
  "evidence": [
    {
      "path": "$.description",
      "kind": "quote",
      "quote": "Independent family-run dental practice established in 1994",
      "verified": true
    }
  ],
  "inferences": [
    {
      "statement": "The business appears to operate independently rather than as a corporate healthcare chain.",
      "support": ["e1"]
    }
  ],
  "analysis": {
    "provider": "chevet",
    "reviewed": true,
    "rankingMethod": "global_rerank",
    "contentCoverage": "full"
  },
  "source": {
    "datasetId": "w3K9m...2L",
    "itemIndex": 42,
    "recordId": "w3K9m...2L:42"
  },
  "item": {
    "name": "Oakfield Family Dental Care",
    "category": "Dental Clinic",
    "description": "Independent family-run dental practice established in 1994 by Dr. Sarah Jenkins...",
    "website": "http://oakfield-dentistry.co.uk"
  }
}
```

***

### Security, Permissions & Privacy

- **Limited Permissions**: This Actor strictly requests `READ` permission on your source dataset. It never modifies, deletes, or mutates your original data.
- **Prompt-Injection Resistance**: Dataset records are treated strictly as inert data. Hostile instructions inside records (such as *"IGNORE ALL PREVIOUS INSTRUCTIONS"*) are inert and cannot hijack the scoring rubric.
- **Privacy Safe**: Zero user records, personal emails, or scraped content are ever logged. Provider error bodies are not logged.
- **Provider processing**: The selected source fields are sent to ChevetAI Qwen for analysis and, only when necessary, to the disclosed OpenRouter DeepSeek fallback. Do not submit data you are not authorized to process.
- **Original-record option**: `includeOriginalRecord` copies the full source item into each output row. Disable it when the AI evidence and score are sufficient.

***

### Pay-Per-Event (PPE) Monetization

This Actor is monetized fairly via Pay-Per-Event:

- **Event**: `record-analyzed`
- **Fair Billing**: You are charged strictly per successfully evaluated and validated source record.
- **No Waste**: Unread records, provider retries, internal repairs, or budget-halted records are never charged.
- **Spending Limit Protection**: If you set an Apify run spending limit, the Actor checks its budget and terminates cleanly when your limit is reached.
- **AI work limits**: `maxAiCalls` and `maxAiTokens` bound total provider work across evaluation, repair, review, adjudication, and reranking. A run with valid but incomplete coverage is explicitly labelled partial.
- **Coverage transparency**: `SUMMARY.json` reports requested, evaluated, failed, skipped, valid, full-content, and partial-content counts. A partial-content record is never presented as if its entire source record was evaluated.

# Actor input Schema

## `sourceDataset` (type: `string`):

Existing Apify dataset ID or name to filter and rank. The Actor reads the selected dataset only.

## `criteria` (type: `string`):

Describe what you want to filter and rank in plain English. Include target attributes, hard exclusions, and preference ranking signals.

## `minScore` (type: `integer`):

Minimum semantic score required to classify a record as a match.

## `topK` (type: `integer`):

Optional maximum number of top-ranking matches to return. If omitted, returns all records matching minScore.

## `inlineItems` (type: `array`):

Optional array of JSON objects (up to 100 items) to filter and rank directly without needing an Apify dataset ID. The 20-record prefilled example is a runnable Store health-check sample; replace it with your own records or clear this field and provide a Source Dataset.

## `fields` (type: `array`):

Optional list of JSON paths (e.g. \['$.name', '$.description', '$.website']) to focus analysis on. Leave empty for automatic relevant-field selection.

## `includeOriginalRecord` (type: `boolean`):

When enabled, the full original source JSON object is preserved under the 'item' property of each output result.

## `includeRejected` (type: `boolean`):

When enabled, rejected (non-match) and uncertain items are also written to the dataset for diagnostic and audit purposes.

## `maxItems` (type: `integer`):

Maximum number of source dataset items to read and evaluate.

## `startOffset` (type: `integer`):

Number of source items to skip from the beginning of the dataset.

## `qualityMode` (type: `string`):

High quality enables two-pass ambiguity reviews and global listwise candidate reranking. Fast mode runs single-pass evaluation.

## `concurrency` (type: `integer`):

Number of parallel AI evaluation requests (default: 8, max: 16).

## `maxAiCalls` (type: `integer`):

Maximum total Chevet and OpenRouter calls for this run, including reviews, repairs, adjudication, and reranking.

## `maxAiTokens` (type: `integer`):

Maximum combined provider input and output tokens for this run. Reaching this limit returns a clearly labelled partial result when valid records exist.

## Actor input object example

```json
{
  "criteria": "Find independent dental practices that appear to be real clinics rather than chains or suppliers. Prioritize practices whose website indicates potential need for modernization.",
  "minScore": 65,
  "inlineItems": [
    {
      "name": "Oakfield Family Dental Care",
      "category": "Dental Clinic",
      "description": "Example independent family-run dental practice in Bristol. Its website was last refreshed in 2014 and asks patients to call to book appointments."
    },
    {
      "name": "Harbour Street Dentistry",
      "category": "Dental Clinic",
      "description": "Example owner-operated general dental clinic in Portsmouth. The practice has no online booking and an outdated mobile website."
    },
    {
      "name": "Willow Grove Dental",
      "category": "Dental Clinic",
      "description": "Example independent two-dentist practice serving local families. Its site advertises paper forms and telephone-only appointment requests."
    },
    {
      "name": "Apex Dental Supplies",
      "category": "Medical Equipment Supplier",
      "description": "Example wholesale distributor of dental instruments and sterilization equipment."
    },
    {
      "name": "SmileCo UK",
      "category": "Dental Chain",
      "description": "Example national chain of dental practices with centralised branding and online booking."
    },
    {
      "name": "BrightLab Prosthetics",
      "category": "Dental Laboratory",
      "description": "Example dental laboratory manufacturing crowns and dentures for clinics."
    },
    {
      "name": "Northside Orthodontics Group",
      "category": "Dental Chain",
      "description": "Example multi-site orthodontic group operated by a regional healthcare company."
    },
    {
      "name": "Cedar Veterinary Surgery",
      "category": "Veterinary Clinic",
      "description": "Example independent veterinary practice for companion animals."
    },
    {
      "name": "Pearl Dental Marketing",
      "category": "Marketing Agency",
      "description": "Example agency that builds websites and advertising campaigns for dentists."
    },
    {
      "name": "City Centre Dental School",
      "category": "University Clinic",
      "description": "Example teaching clinic operated by a university dental school."
    },
    {
      "name": "Moorland Dental Practice",
      "category": "Dental Clinic",
      "description": "Example local private dental clinic that uses current online booking, a modern responsive site, and automated reminders."
    },
    {
      "name": "DentalPlan Insurance",
      "category": "Insurance Provider",
      "description": "Example provider of dental insurance and membership plans."
    },
    {
      "name": "Riverside Oral Health",
      "category": "Dental Clinic",
      "description": "Example independent oral-health clinic with a recently redesigned website and online patient portal."
    },
    {
      "name": "Precision Imaging Centre",
      "category": "Diagnostic Imaging",
      "description": "Example radiology provider offering CBCT scans to dental practices."
    },
    {
      "name": "Greenhill Family Dentistry",
      "category": "Dental Clinic",
      "description": "Example locally owned family dental practice. The website has broken contact forms and says new patients must download and post a PDF form."
    },
    {
      "name": "National Dental Association",
      "category": "Professional Association",
      "description": "Example membership body for dental professionals."
    },
    {
      "name": "Whitebridge Implant Centre",
      "category": "Dental Clinic",
      "description": "Example specialist implant clinic owned by a national healthcare group with a modern booking system."
    },
    {
      "name": "ClinicOS Software",
      "category": "Software Vendor",
      "description": "Example provider of practice-management software for dentists."
    },
    {
      "name": "Old Mill Dental Care",
      "category": "Dental Clinic",
      "description": "Example independent rural dental practice. Its website lists fax as the preferred contact method and has no mobile layout or online appointments."
    },
    {
      "name": "Bristol Dental Recruitment",
      "category": "Recruitment Agency",
      "description": "Example recruiter specialising in dental nurses and hygienists."
    }
  ],
  "includeOriginalRecord": true,
  "includeRejected": false,
  "maxItems": 10000,
  "startOffset": 0,
  "qualityMode": "fast",
  "concurrency": 8,
  "maxAiCalls": 500,
  "maxAiTokens": 2000000
}
```

# Actor output Schema

## `dataset` (type: `string`):

Default dataset containing filtered records sorted by semantic rank, with grounded evidence and confidence scores.

## `summary` (type: `string`):

Comprehensive run metrics including compiled scoring rubric, item coverage, provider telemetry, and billing verification.

# 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 = {
    "criteria": "Find independent dental practices that appear to be real clinics rather than chains or suppliers. Prioritize practices whose website indicates potential need for modernization.",
    "inlineItems": [
        {
            "name": "Oakfield Family Dental Care",
            "category": "Dental Clinic",
            "description": "Example independent family-run dental practice in Bristol. Its website was last refreshed in 2014 and asks patients to call to book appointments."
        },
        {
            "name": "Harbour Street Dentistry",
            "category": "Dental Clinic",
            "description": "Example owner-operated general dental clinic in Portsmouth. The practice has no online booking and an outdated mobile website."
        },
        {
            "name": "Willow Grove Dental",
            "category": "Dental Clinic",
            "description": "Example independent two-dentist practice serving local families. Its site advertises paper forms and telephone-only appointment requests."
        },
        {
            "name": "Apex Dental Supplies",
            "category": "Medical Equipment Supplier",
            "description": "Example wholesale distributor of dental instruments and sterilization equipment."
        },
        {
            "name": "SmileCo UK",
            "category": "Dental Chain",
            "description": "Example national chain of dental practices with centralised branding and online booking."
        },
        {
            "name": "BrightLab Prosthetics",
            "category": "Dental Laboratory",
            "description": "Example dental laboratory manufacturing crowns and dentures for clinics."
        },
        {
            "name": "Northside Orthodontics Group",
            "category": "Dental Chain",
            "description": "Example multi-site orthodontic group operated by a regional healthcare company."
        },
        {
            "name": "Cedar Veterinary Surgery",
            "category": "Veterinary Clinic",
            "description": "Example independent veterinary practice for companion animals."
        },
        {
            "name": "Pearl Dental Marketing",
            "category": "Marketing Agency",
            "description": "Example agency that builds websites and advertising campaigns for dentists."
        },
        {
            "name": "City Centre Dental School",
            "category": "University Clinic",
            "description": "Example teaching clinic operated by a university dental school."
        },
        {
            "name": "Moorland Dental Practice",
            "category": "Dental Clinic",
            "description": "Example local private dental clinic that uses current online booking, a modern responsive site, and automated reminders."
        },
        {
            "name": "DentalPlan Insurance",
            "category": "Insurance Provider",
            "description": "Example provider of dental insurance and membership plans."
        },
        {
            "name": "Riverside Oral Health",
            "category": "Dental Clinic",
            "description": "Example independent oral-health clinic with a recently redesigned website and online patient portal."
        },
        {
            "name": "Precision Imaging Centre",
            "category": "Diagnostic Imaging",
            "description": "Example radiology provider offering CBCT scans to dental practices."
        },
        {
            "name": "Greenhill Family Dentistry",
            "category": "Dental Clinic",
            "description": "Example locally owned family dental practice. The website has broken contact forms and says new patients must download and post a PDF form."
        },
        {
            "name": "National Dental Association",
            "category": "Professional Association",
            "description": "Example membership body for dental professionals."
        },
        {
            "name": "Whitebridge Implant Centre",
            "category": "Dental Clinic",
            "description": "Example specialist implant clinic owned by a national healthcare group with a modern booking system."
        },
        {
            "name": "ClinicOS Software",
            "category": "Software Vendor",
            "description": "Example provider of practice-management software for dentists."
        },
        {
            "name": "Old Mill Dental Care",
            "category": "Dental Clinic",
            "description": "Example independent rural dental practice. Its website lists fax as the preferred contact method and has no mobile layout or online appointments."
        },
        {
            "name": "Bristol Dental Recruitment",
            "category": "Recruitment Agency",
            "description": "Example recruiter specialising in dental nurses and hygienists."
        }
    ]
};

// Run the Actor and wait for it to finish
const run = await client.actor("oscar.smith-owner/chevet-semantic-filter-ranker").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 = {
    "criteria": "Find independent dental practices that appear to be real clinics rather than chains or suppliers. Prioritize practices whose website indicates potential need for modernization.",
    "inlineItems": [
        {
            "name": "Oakfield Family Dental Care",
            "category": "Dental Clinic",
            "description": "Example independent family-run dental practice in Bristol. Its website was last refreshed in 2014 and asks patients to call to book appointments.",
        },
        {
            "name": "Harbour Street Dentistry",
            "category": "Dental Clinic",
            "description": "Example owner-operated general dental clinic in Portsmouth. The practice has no online booking and an outdated mobile website.",
        },
        {
            "name": "Willow Grove Dental",
            "category": "Dental Clinic",
            "description": "Example independent two-dentist practice serving local families. Its site advertises paper forms and telephone-only appointment requests.",
        },
        {
            "name": "Apex Dental Supplies",
            "category": "Medical Equipment Supplier",
            "description": "Example wholesale distributor of dental instruments and sterilization equipment.",
        },
        {
            "name": "SmileCo UK",
            "category": "Dental Chain",
            "description": "Example national chain of dental practices with centralised branding and online booking.",
        },
        {
            "name": "BrightLab Prosthetics",
            "category": "Dental Laboratory",
            "description": "Example dental laboratory manufacturing crowns and dentures for clinics.",
        },
        {
            "name": "Northside Orthodontics Group",
            "category": "Dental Chain",
            "description": "Example multi-site orthodontic group operated by a regional healthcare company.",
        },
        {
            "name": "Cedar Veterinary Surgery",
            "category": "Veterinary Clinic",
            "description": "Example independent veterinary practice for companion animals.",
        },
        {
            "name": "Pearl Dental Marketing",
            "category": "Marketing Agency",
            "description": "Example agency that builds websites and advertising campaigns for dentists.",
        },
        {
            "name": "City Centre Dental School",
            "category": "University Clinic",
            "description": "Example teaching clinic operated by a university dental school.",
        },
        {
            "name": "Moorland Dental Practice",
            "category": "Dental Clinic",
            "description": "Example local private dental clinic that uses current online booking, a modern responsive site, and automated reminders.",
        },
        {
            "name": "DentalPlan Insurance",
            "category": "Insurance Provider",
            "description": "Example provider of dental insurance and membership plans.",
        },
        {
            "name": "Riverside Oral Health",
            "category": "Dental Clinic",
            "description": "Example independent oral-health clinic with a recently redesigned website and online patient portal.",
        },
        {
            "name": "Precision Imaging Centre",
            "category": "Diagnostic Imaging",
            "description": "Example radiology provider offering CBCT scans to dental practices.",
        },
        {
            "name": "Greenhill Family Dentistry",
            "category": "Dental Clinic",
            "description": "Example locally owned family dental practice. The website has broken contact forms and says new patients must download and post a PDF form.",
        },
        {
            "name": "National Dental Association",
            "category": "Professional Association",
            "description": "Example membership body for dental professionals.",
        },
        {
            "name": "Whitebridge Implant Centre",
            "category": "Dental Clinic",
            "description": "Example specialist implant clinic owned by a national healthcare group with a modern booking system.",
        },
        {
            "name": "ClinicOS Software",
            "category": "Software Vendor",
            "description": "Example provider of practice-management software for dentists.",
        },
        {
            "name": "Old Mill Dental Care",
            "category": "Dental Clinic",
            "description": "Example independent rural dental practice. Its website lists fax as the preferred contact method and has no mobile layout or online appointments.",
        },
        {
            "name": "Bristol Dental Recruitment",
            "category": "Recruitment Agency",
            "description": "Example recruiter specialising in dental nurses and hygienists.",
        },
    ],
}

# Run the Actor and wait for it to finish
run = client.actor("oscar.smith-owner/chevet-semantic-filter-ranker").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 '{
  "criteria": "Find independent dental practices that appear to be real clinics rather than chains or suppliers. Prioritize practices whose website indicates potential need for modernization.",
  "inlineItems": [
    {
      "name": "Oakfield Family Dental Care",
      "category": "Dental Clinic",
      "description": "Example independent family-run dental practice in Bristol. Its website was last refreshed in 2014 and asks patients to call to book appointments."
    },
    {
      "name": "Harbour Street Dentistry",
      "category": "Dental Clinic",
      "description": "Example owner-operated general dental clinic in Portsmouth. The practice has no online booking and an outdated mobile website."
    },
    {
      "name": "Willow Grove Dental",
      "category": "Dental Clinic",
      "description": "Example independent two-dentist practice serving local families. Its site advertises paper forms and telephone-only appointment requests."
    },
    {
      "name": "Apex Dental Supplies",
      "category": "Medical Equipment Supplier",
      "description": "Example wholesale distributor of dental instruments and sterilization equipment."
    },
    {
      "name": "SmileCo UK",
      "category": "Dental Chain",
      "description": "Example national chain of dental practices with centralised branding and online booking."
    },
    {
      "name": "BrightLab Prosthetics",
      "category": "Dental Laboratory",
      "description": "Example dental laboratory manufacturing crowns and dentures for clinics."
    },
    {
      "name": "Northside Orthodontics Group",
      "category": "Dental Chain",
      "description": "Example multi-site orthodontic group operated by a regional healthcare company."
    },
    {
      "name": "Cedar Veterinary Surgery",
      "category": "Veterinary Clinic",
      "description": "Example independent veterinary practice for companion animals."
    },
    {
      "name": "Pearl Dental Marketing",
      "category": "Marketing Agency",
      "description": "Example agency that builds websites and advertising campaigns for dentists."
    },
    {
      "name": "City Centre Dental School",
      "category": "University Clinic",
      "description": "Example teaching clinic operated by a university dental school."
    },
    {
      "name": "Moorland Dental Practice",
      "category": "Dental Clinic",
      "description": "Example local private dental clinic that uses current online booking, a modern responsive site, and automated reminders."
    },
    {
      "name": "DentalPlan Insurance",
      "category": "Insurance Provider",
      "description": "Example provider of dental insurance and membership plans."
    },
    {
      "name": "Riverside Oral Health",
      "category": "Dental Clinic",
      "description": "Example independent oral-health clinic with a recently redesigned website and online patient portal."
    },
    {
      "name": "Precision Imaging Centre",
      "category": "Diagnostic Imaging",
      "description": "Example radiology provider offering CBCT scans to dental practices."
    },
    {
      "name": "Greenhill Family Dentistry",
      "category": "Dental Clinic",
      "description": "Example locally owned family dental practice. The website has broken contact forms and says new patients must download and post a PDF form."
    },
    {
      "name": "National Dental Association",
      "category": "Professional Association",
      "description": "Example membership body for dental professionals."
    },
    {
      "name": "Whitebridge Implant Centre",
      "category": "Dental Clinic",
      "description": "Example specialist implant clinic owned by a national healthcare group with a modern booking system."
    },
    {
      "name": "ClinicOS Software",
      "category": "Software Vendor",
      "description": "Example provider of practice-management software for dentists."
    },
    {
      "name": "Old Mill Dental Care",
      "category": "Dental Clinic",
      "description": "Example independent rural dental practice. Its website lists fax as the preferred contact method and has no mobile layout or online appointments."
    },
    {
      "name": "Bristol Dental Recruitment",
      "category": "Recruitment Agency",
      "description": "Example recruiter specialising in dental nurses and hygienists."
    }
  ]
}' |
apify call oscar.smith-owner/chevet-semantic-filter-ranker --silent --output-dataset

```

## MCP server setup

```json
{
    "mcpServers": {
        "apify": {
            "type": "http",
            "url": "https://mcp.apify.com/?tools=fetch-actor-details,oscar.smith-owner/chevet-semantic-filter-ranker"
        }
    }
}
```

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/ae1bK86JUCxZPfOdj/builds/PsmHucXaGaDsntDIt/openapi.json