Clutch Agency API MCP server

Clutch.co Agency API: B2B Company Data, Directory & Reviews

A company data API for Clutch.co, the B2B directory of agencies and service providers. Walk any category directory, pull full company profiles, and paginate every verified client review, returned as JSON and as LLM-ready markdown. This repo shows two ways to use it: a Python quick start, and Model Context Protocol (MCP) install steps for Claude, Cursor, and ChatGPT.

Actor on Apify Store: Clutch.co Agency API

Get a free Apify API key: https://apify.com?fpr=9n7kx3

Text walkthrough

This is a company data API for Clutch.co. Pick a mode, give it a URL or a keyword, and it returns clean rows. In directory mode you pass a Clutch category page such as https://clutch.co/web-developers and get one row per company: name, rating, review count, minimum project size, hourly rate, team size, location, and the profile link, which is how you build a marketing agency database or a list of digital marketing agencies for a location. In profiles mode you pass company profile URLs (or bare slugs) and get the full record: description, founding year, service mix with percentages, industries, client sizes, pricing bands, and every verified client review as its own row. Every profile can also carry Clutch's own LLM-ready markdown at no extra cost, which makes this a good source for shortlisting B2B service providers or feeding a RAG pipeline. In search mode you pass a keyword and it collects the matching company profiles for you.

What you get

verification badges, minimum project size, hourly rate, employees, location, profile URL.

• Directory listings (listing rows): name, rating, review count,

founding year, all office locations, languages, service lines, focus areas, industries, client-size split, cost rating, pricing by service, and packages.

• Company profiles (profile rows): everything above plus description,

cost, and willing-to-refer breakdown, project services, budget, duration, reviewer role and industry, and Clutch's own summaries.

• Client reviews (review rows): title, rating, the quality, schedule,

• Markdown on any profile row (default), and raw HTML on request.

Quick start (Python)

This example uses Python with uv. It never uses pip.

1. Install uv (if you do not have it):

curl -LsSf https://astral.sh/uv/install.sh | sh

1. Clone this repo and enter it:

git clone https://github.com/johnisanerd/Apify-Clutch-Agency-API.git
cd Apify-Clutch-Agency-API

(get one free at https://apify.com?fpr=9n7kx3):

1. Add your Apify API token. Copy .env.example to .env and paste your token

cp .env.example .env

1. Run it. The default run stays cheap (one directory page, 10 rows):

uv run python clutch-agency-api-example.py

1. Try the other modes:

uv run python clutch-agency-api-example.py --example directory
uv run python clutch-agency-api-example.py --example profiles
uv run python clutch-agency-api-example.py --example search

Input parameters

Shortened. The full README is on GitHub.