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Clutch.co Scraper — Agencies, Reviews, Emails + AI Insights

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Clutch.co scraper for B2B lead gen: agency profiles with 30+ fields, reviews, hourly rates, employee counts, contact emails and buyer leads with budgets. AI pain-point analysis clusters client complaints into ranked themes. From $0.0029/agency, 97% success, no caps. JSON/CSV.

Pricing

from $2.90 / 1,000 results

Rating

4.6

(11)

Developer

Muhamed Didovic

Actor stats

Bookmarked

601

Total users

101

Monthly active users

7.7 hours

Issues response

12 hours ago

Last modified

Categories

Lead generation

Agents

MCP servers

You can access the Clutch.co Scraper — Agencies, Reviews, Emails + AI Insights programmatically from your own applications by using the Apify API. You can also choose the language preference from below. To use the Apify API, you’ll need an Apify account and your API token, found in Integrations settings in Apify Console.

Python

JavaScript

CLI

OpenAPI

HTTP

MCP

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      "inputSchema": {
        "type": "object",
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          "startUrls": {
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            "type": "array",
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            "items": {
              "type": "object",
              "required": [
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              ],
              "properties": {
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                  "type": "string",
                  "title": "URL of a web page",
                  "format": "uri"
                }
              }
            }
          },
          "includeCompanyReviews": {
            "title": "Include Company Reviews",
            "type": "boolean",
            "description": "Include company reviews in the output. Adds a full `reviews` array (reviewer, rating, project details, quotes) to each company row. Default: false. Required by the 'Review insights' and 'AI Pain-Point Analysis' options.",
            "default": false
          },
          "enrichEmails": {
            "title": "Enrich with contact emails (experimental, billed per email)",
            "type": "boolean",
            "description": "If enabled, finds a contact email for each result from its own website (or by discovering it from the name). Adds contactEmail + contactWebsite columns plus a detailed emailEnrichment object. Billed per contact email found; only charged when an email is returned, never for misses.",
            "default": false
          },
          "qualifyByPayment": {
            "title": "💳 Qualify by payment (flag businesses that take money online)",
            "type": "boolean",
            "description": "Requires \"Enrich with contact emails\". Scans each business's website — reusing the pages already fetched for email discovery, so no extra cost or time — for payment processors and e-commerce platforms (Stripe, Shopify, PayPal, Paddle, Lemon Squeezy, WooCommerce, Square, Chargebee and more). Adds takesPayments (is this a real paying business?), paymentProcessors (which stack), stripeLiveKey (the public key if exposed) and paymentConfidence. Turn raw contacts into monetization-qualified leads. No extra charge — included with each enriched company.",
            "default": false
          },
          "extractBuyerLeads": {
            "title": "Extract buyer leads from reviews (billed per lead)",
            "type": "boolean",
            "description": "Turn each review into a structured B2B lead for the CLIENT that hired the agency: their company, role, industry, company size, location, plus the project's budget, category and length. Adds a `buyerLeads` array to each result — a ready-made list of companies that provably paid for a service, with budgets. Works with or without 'Include Company Reviews'. Billed per buyer lead returned.",
            "default": false
          },
          "reviewInsights": {
            "title": "📊 Review insights — instant digest per company (no AI, billed per company)",
            "type": "boolean",
            "description": "Requires 'Include Company Reviews'. Adds a nested `reviewInsights` object to each agency's result: rating breakdown & sentiment split, the recurring B2B service complaint themes (communication, deadlines, quality, budget, project management…), top negative-review terms, and request snippets. Deterministic — instant, no AI credits or keys. Billed per company analyzed.",
            "default": false
          },
          "painPointAnalysis": {
            "title": "Run AI pain-point analysis (one report per company)",
            "type": "boolean",
            "description": "Adds a nested `painPointAnalysis` object to each company's result: top client-complaint themes (each with severity + how often it recurs), standout strengths, dealbreaker signals, quick wins, overall sentiment and a short summary — straight from real Clutch client reviews. Requires 'Include Company Reviews' and a paid Apify plan; billed per company analyzed.",
            "default": false
          },
          "maxItems": {
            "title": "Max Items",
            "type": "integer",
            "description": "Maximum companies to scrape per start URL (each listing URL gets its own limit).",
            "default": 10000
          },
          "maxCostUsd": {
            "title": "Hard budget cap (USD)",
            "minimum": 0,
            "type": "integer",
            "description": "Stop before spending more than this many US dollars on results in this run (0 = no cap). The cap is converted into a company limit using your per-result price and split across start URLs. Optional add-ons (emails, buyer leads, insights) are billed on top — for an all-in ceiling also set the platform's 'Maximum total charge' run option.",
            "default": 0
          },
          "maxConcurrency": {
            "title": "Max Concurrency",
            "type": "integer",
            "description": "Maximum number of pages that can be processed at the same time.",
            "default": 100
          },
          "minConcurrency": {
            "title": "Min Concurrency",
            "type": "integer",
            "description": "Minimum number of pages that will be processed at the same time.",
            "default": 1
          },
          "maxRequestRetries": {
            "title": "Max Request Retries",
            "type": "integer",
            "description": "Number of times the crawler will retry a failed request before giving up.",
            "default": 100
          },
          "proxy": {
            "title": "Proxy configuration",
            "type": "object",
            "description": "Specifies proxy servers that will be used by the scraper in order to hide its origin.<br><br>For details, see <a href='https://apify.com/apify/web-scraper#proxy-configuration' target='_blank' rel='noopener'>Proxy configuration</a> in README.",
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                "type": "string"
              },
              "userId": {
                "type": "string"
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                "type": "string",
                "format": "date-time",
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                "type": "string",
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                "example": "READY"
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                "type": "object",
                "properties": {
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                    "type": "string",
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                  "userAgent": {
                    "type": "string"
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                }
              },
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                  "timeoutSecs": {
                    "type": "integer",
                    "example": 300
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                    "type": "integer",
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                  "diskMbytes": {
                    "type": "integer",
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              "defaultKeyValueStoreId": {
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              "defaultDatasetId": {
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                "type": "string",
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              "containerUrl": {
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              "usage": {
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Clutch.co Scraper — Export Agencies, Reviews & Emails OpenAPI definition

OpenAPI is a standard for designing and describing RESTful APIs, allowing developers to define API structure, endpoints, and data formats in a machine-readable way. It simplifies API development, integration, and documentation.

OpenAPI is effective when used with AI agents and GPTs by standardizing how these systems interact with various APIs, for reliable integrations and efficient communication.

By defining machine-readable API specifications, OpenAPI allows AI models like GPTs to understand and use varied data sources, improving accuracy. This accelerates development, reduces errors, and provides context-aware responses, making OpenAPI a core component for AI applications.

You can download the OpenAPI definitions for Clutch.co Scraper — Agencies, Reviews, Emails + AI Insights from the options below:

OpenAPI.json

If you’d like to learn more about how OpenAPI powers GPTs, read our blog post.

You can also check out our other API clients:

Clutch.co Scraper — Agencies, Reviews, Emails + AI Insights API in Python

Clutch.co Scraper — Agencies, Reviews, Emails + AI Insights API in JavaScript

Clutch.co Scraper — Agencies, Reviews, Emails + AI Insights API through CLI

Clutch.co Scraper — Agencies, Reviews, Emails + AI Insights API

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Clutch.co Agency Scraper — B2B Leads with Emails

samstorm/clutch-agency-scraper

Scrape agency listings from Clutch.co by service category. Get company details, ratings, hourly rates, and verified contact emails. The only Clutch scraper with built-in email enrichment and verification.