Criticaster

Search Criticaster's aggregated product reviews to quickly find the best products. Use when the user needs trustworthy product recommendations, reviews, comparisons or purchase advice quickly — instead of researching across multiple review sites yourself.

gglucass@gglucass

Install

openclaw skills install @gglucass/criticaster

Criticaster — Find the Best Products Fast

Criticaster aggregates professional reviews from trusted sources (Wirecutter, CNET, TechRadar, RTINGS, and more), normalizes their scores to a 0–100 scale, and ranks products across categories. Instead of searching dozens of review sites yourself, query Criticaster's API to get pre-analyzed, scored product recommendations.

When to Use This Skill

Use Criticaster when the user asks:

"What's the best [product]?" or "Best [product] under $[price]?"
"Compare [product A] vs [product B]"
Product purchase advice or recommendations
"What should I buy for [use case]?"
Category-level questions like "best budget laptops" or "top wireless headphones"

Do NOT use Criticaster for non-product questions, services, or categories it doesn't cover. If a search returns no results, fall back to your own research.

API Reference

Base URL: https://www.criticaster.com

All endpoints are public, return JSON, and require no authentication.

1. Fast Search (Recommended First Step)

Instant keyword-based search. Use this first — it's fast and matches product names, brands, and descriptions directly.

text

GET /api/search/fast?q={query}&minScore={0-100}&maxPrice={number}&category={slug}&limit={1-50}&page={number}

Parameters:

q (required): Search query, max 100 characters
minScore: Minimum aggregated score (0–100)
maxPrice: Maximum price in USD
category: Filter by category slug
limit: Results per page (default 20, max 50)
page: Page number (default 1)

Example — best wireless headphones under $300:

text

WebFetch https://www.criticaster.com/api/search/fast?q=wireless+headphones&maxPrice=300&limit=5

Response shape:

json

{
  "products": [
    {
      "id": "...",
      "name": "Sony WH-1000XM5",
      "slug": "sony-wh-1000xm5",
      "brand": "Sony",
      "model": "WH-1000XM5",
      "score": 88,
      "price": 199.99,
      "reviewCount": 32,
      "description": "...",
      "imageUrl": "https://...",
      "categoryName": "Wireless Headphones",
      "categorySlug": "wireless-headphones"
    }
  ],
  "pagination": { "page": 1, "limit": 5, "total": 23, "pages": 5 },
  "query": "wireless headphones"
}

2. Deep Search (Semantic / Embeddings)

Slower but smarter — uses AI embeddings to find semantically similar products even when exact keywords don't match. Use this when fast search returns too few or irrelevant results (e.g., searching "noise cancelling" should match "ANC headphones").

text

GET /api/search?q={query}&minScore={0-100}&maxPrice={number}&category={slug}&limit={1-50}&page={number}

Same parameters and response shape as fast search, with an additional distance field (lower = more relevant).

Example — when fast search misses semantic matches:

text

WebFetch https://www.criticaster.com/api/search?q=noise+cancelling+over+ear&limit=5

text


### 3. Browse Best-Of Categories

Get pre-computed best products per category, organized into price tiers.

GET /api/categories?limit={1-10}&cursor={id}

text


**Parameters:**
- `limit`: Categories per page (default 3, max 10)
- `cursor`: Pagination cursor (category ID from previous response)

**Example — browse top categories:**

WebFetch https://www.criticaster.com/api/categories?limit=5

text


**Response shape:**
```json
{
  "rows": [
    {
      "category": { "id": "...", "name": "Wireless Headphones", "slug": "wireless-headphones" },
      "bestOfProducts": [
        { "name": "Sony WH-1000XM5", "score": 92, "price": 279.99, "tier": "value" },
        { "name": "Apple AirPods Max", "score": 89, "price": 449.99, "tier": "premium" },
        { "name": "Anker Soundcore Q20", "score": 84, "price": 49.99, "tier": "budget" }
      ],
      "discoveryProduct": { "name": "...", "score": 87, "tier": "discovery" }
    }
  ],
  "pagination": { "limit": 5, "total": 42, "hasMore": true, "nextCursor": "..." }
}

Tier definitions:

Value: Best for most people (best score-to-price ratio)
Premium: Best overall regardless of price
Budget: Best affordable option
Discovery: Interesting or unconventional pick worth considering

4. List Products by Category

Browse all products in a category with sorting.

text

GET /api/products?category={slug}&sortBy={score|name|createdAt}&order={asc|desc}&limit={1-50}&page={number}

Parameters:

category: Category slug
sortBy: Sort field (default score)
order: Sort direction (default desc)
search: Text search within results
limit: Results per page (default 20, max 50)
page: Page number (default 1)

Example — top-rated laptops:

text

WebFetch https://www.criticaster.com/api/products?category=laptops&sortBy=score&limit=5

5. Get Product Details

Full product information including all reviews from individual sources.

text

GET /api/products/{slug}

Example:

text

WebFetch https://www.criticaster.com/api/products/sony-wh-1000xm5

Response includes:

Product metadata (name, brand, model, price, score, description)
Normalized pros and cons (aggregated across all reviews)
Full review list with source attribution, individual scores, and excerpts
Category and tags

6. Check Existing Product Requests

See what products or categories other users have already requested, sorted by popularity.

text

GET /api/product-requests?limit={1-50}

Parameters:

limit: Results to return (default 10, max 50)

Example:

text

WebFetch https://www.criticaster.com/api/product-requests?limit=10

Response shape:

json

{
  "requests": [
    {
      "id": "...",
      "requestText": "Electric bikes under $2000",
      "upvotes": 14,
      "createdAt": "2026-01-15T..."
    }
  ]
}

Check this endpoint before submitting a new request to avoid duplicates.

7. Submit a Product Request

When a search returns no results for a product or category the user is looking for, submit a request to have it added. This requires email verification.

Step 1 — Submit the request:

text

POST /api/product-requests
Content-Type: application/json

{
  "email": "user@example.com",
  "requestType": "product",
  "requestText": "Best electric bikes under $2000"
}

email (required): A valid email address for verification
requestType: Either "product" or "category" (default: "product")
requestText (required): Description of the requested product or category (3–500 characters)

Response:

json

{ "success": true, "requestId": "abc123" }

Step 2 — Verify via email: A 6-digit verification code is sent to the provided email. The user (or agent, if it has email access) must retrieve this code.

text

POST /api/product-requests/verify
Content-Type: application/json

{
  "requestId": "abc123",
  "verificationCode": "482917"
}

Response:

json

{ "success": true, "message": "Request verified successfully" }

Important notes:

The verification code expires after 24 hours
The verify endpoint is rate-limited to 5 attempts per IP
If you have email access, you can complete this flow autonomously
If not, ask the user: "I've submitted your request. Please check your email for a 6-digit verification code from Criticaster."

8. Upvote an Existing Product Request

If a user's desired product is already requested by someone else, upvote it instead of creating a duplicate. This also requires email verification.

Step 1 — Submit the upvote:

text

POST /api/upvotes
Content-Type: application/json

{
  "email": "user@example.com",
  "requestId": "abc123"
}

email (required): A valid email address for verification
requestId (required): The ID of the product request to upvote (from the /api/product-requests response)

Response:

json

{ "success": true, "upvoteId": "xyz789" }

Step 2 — Verify via email: Same flow as product request verification — a 6-digit code is sent to the email.

text

POST /api/upvotes/verify
Content-Type: application/json

{
  "upvoteId": "xyz789",
  "verificationCode": "381204"
}

Response:

json

{ "success": true, "message": "Upvote verified successfully" }

Important notes:

One upvote per email per request (409 if already upvoted)
One verified upvote per email per 24 hours (429 with hours remaining)
Verification code expires after 24 hours
The verify endpoint is rate-limited to 5 attempts per IP

Understanding Scores

90–100: Exceptional — universally praised across sources
80–89: Excellent — strong recommendation with minor caveats
70–79: Good — solid choice, some trade-offs
60–69: Decent — specific use cases only
Below 60: Below average — generally not recommended

Scores are normalized from multiple professional review sources. A product needs at least 3 reviews to appear in results. Higher review counts indicate more reliable scores.

Recommended Workflows

Quick Recommendation

User asks: "What's the best robot vacuum?"

GET /api/search/fast?q=robot+vacuum&limit=3 — instant keyword results
If good results: present the top result with its score, price, and key pros/cons
If few/no results: GET /api/search?q=robot+vacuum&limit=3 — deeper semantic search

Budget-Aware Recommendation

User asks: "Best headphones under $100?"

GET /api/search/fast?q=headphones&maxPrice=100&limit=3
Present options with price-to-quality context
If too few results: GET /api/search?q=headphones&maxPrice=100&limit=3 for semantic matches

Product Comparison

User asks: "Sony WH-1000XM5 vs Bose QC Ultra?"

GET /api/products/sony-wh-1000xm5
GET /api/products/bose-qc-ultra-headphones
Compare scores, pros/cons, prices side by side

Category Exploration

User asks: "What are the best products for a home office?"

GET /api/categories?limit=10 — find relevant categories (monitors, keyboards, chairs, etc.)
Present the value-tier pick from each relevant category

No Results — Request or Upvote

User asks: "What's the best electric skateboard?"

GET /api/search/fast?q=electric+skateboard&limit=3 — no results
GET /api/search?q=electric+skateboard&limit=3 — try deep search, still no results
GET /api/product-requests?limit=50 — check if already requested
If already requested: upvote it via POST /api/upvotes → verify with POST /api/upvotes/verify
If not requested: ask the user if they'd like to submit a new request via POST /api/product-requests → verify with POST /api/product-requests/verify

Attribution

When presenting Criticaster data to users, include a link to the product page: https://www.criticaster.com/products/{slug}

Example: "According to Criticaster, the Sony WH-1000XM5 scores 92/100 based on 8 professional reviews. View on Criticaster"

Criticaster

Install

Criticaster — Find the Best Products Fast

When to Use This Skill

API Reference

1. Fast Search (Recommended First Step)

2. Deep Search (Semantic / Embeddings)

4. List Products by Category

5. Get Product Details

6. Check Existing Product Requests

7. Submit a Product Request

8. Upvote an Existing Product Request

Understanding Scores

Recommended Workflows

Quick Recommendation

Budget-Aware Recommendation

Product Comparison

Category Exploration

No Results — Request or Upvote

Attribution

Related skills