Data & Analytics · Context.dev + Claude
Context.dev MCP with Claude: Turn Public Web Pages into Clean, AI-Ready Data
The short answer
Claude works with Context.dev through the Model Context Protocol (MCP), an open standard that acts as a secure adapter between the two. Once connected with an API key, Claude can ask Context.dev to fetch public web pages, pull out structured fields, check brand information and monitor mentions, all through plain-English requests that your team controls.
What is Context.dev?
Context.dev is a web data API platform. It collects information from public web pages, cleans it and returns it in a structured form that software and AI systems can use. Typical users include market researchers, marketing teams, product teams, competitive intelligence analysts and developers building data-driven tools. It replaces the need to write and maintain custom scrapers that break whenever a website changes its layout.
How Claude connects to Context.dev through MCP
The Model Context Protocol (MCP) is an open standard that lets Claude use other software securely, with permissions your organisation controls. Think of it as a universal adapter between Claude and the tool. Through Context.dev's MCP server, or its direct API where that suits your setup, Claude gains a defined set of abilities rather than open access to your systems.
Once connected, Claude can typically request a web page, extract the fields you care about such as prices, product details or company information, look up brand data, and set up monitoring for mentions. You describe what you need in ordinary language, and Claude turns that into the right requests to Context.dev and returns tidy results.
Permissions and approvals keep people in charge. Access is granted with a single API key and limited to the functions your workflow needs. Where a step has consequences, such as saving data into a shared database or sending an alert to customers, we design it so a person reviews and approves before it happens.
What you can automate
Competitor price tracking
A retail operations manager asks Claude to check competitor product pages each week and extract prices, stock status and promotions. Claude returns a clean table that highlights changes since the last check, so the pricing team can respond quickly without anyone copying figures by hand.
Brand mention monitoring
A communications lead wants to know where the company is being discussed on public sites. Claude uses Context.dev to gather relevant pages, summarises the tone and context of each mention, and flags items that may need a response, so the team spends time on decisions rather than searching.
Market intelligence for sales
A business development team needs background on prospective customers before calls. Claude gathers public company information from their websites, such as what they sell, where they operate and recent announcements, and prepares a short briefing note that the account executive reviews before outreach.
Supplier and vendor verification
A procurement officer needs to confirm basic details about new suppliers. Claude collects public information from their web presence, checks it against the details submitted in the onboarding form, and lists any mismatches for a human reviewer to investigate.
Product catalogue enrichment
An e-commerce team holds product lists with missing descriptions and attributes. Claude extracts structured specifications from manufacturer pages and proposes draft entries that the catalogue team checks before publishing, saving many hours of manual data entry.
An end-to-end workflow: Weekly competitor pricing report
TriggerEvery Monday at 7:00 a.m., a scheduled request is sent to Claude with the list of competitor product URLs.
Claude requests each competitor page through Context.dev and extracts product name, price, currency and availability.
Claude compares the results with last week's figures stored in the company's Microsoft 365 spreadsheet.
Claude writes a summary of price changes above an agreed threshold and drafts a note for the category manager.
The draft and the comparison table are posted to the pricing team's Microsoft Teams channel for review.
After approval, the updated figures are written to the spreadsheet and the CRM opportunity notes for affected accounts are refreshed.
OutcomeThe pricing team receives a reviewed weekly report in minutes instead of spending most of a day gathering data, allowing faster and better-informed pricing decisions.
How we set it up
Free automation audit
We review your current research, monitoring and data entry work to identify the web data workflows worth automating with Context.dev and Claude.
Secure API key connection
We connect Claude to Context.dev using an API key, stored securely and scoped to the functions your workflow needs. Where you prefer, we can also use the direct API alongside the MCP server.
Workflow design with approvals
We map the end-to-end process across Context.dev and your other systems, such as Microsoft 365, CRM or ticketing, and decide which steps need a person to approve before action is taken.
Testing on real cases
We run the workflow against past examples from your business, compare results with what your team produced manually, and refine extraction rules and prompts until outputs meet your standard.
Launch, monitoring and training
We launch with audit logs and monitoring in place, then train your team on running, checking and improving the workflow so it becomes part of everyday operations.
Who benefits
- Marketing and brand managers
- Track mentions and brand information across public sites without manual searching.
- Pricing and category managers
- Receive regular competitor price and availability reports that are ready to review.
- Business development and sales leaders
- Prepare well-researched account briefings in a fraction of the usual time.
- Developers and data teams
- Replace fragile custom scrapers with a maintained data source that Claude can query in plain language.
Security and control
- Access is limited to a single API key with only the functions your workflow requires, and we recommend rotating keys on a regular schedule.
- Consequential actions, such as publishing data or contacting customers, always pass through a named human approver.
- Audit logs record each request and output so that results can be traced and reviewed.
- We respect website terms and robots rules in the sources you choose to collect from, and we advise on what is appropriate for your use case.
- Outputs are tested against real examples before launch and monitored afterwards to catch errors early.
For teams in the US, UK, India and the Middle East
Organisations in the United States and the United Kingdom can choose hosting regions that align with their internal data policies and sector rules. Businesses in India must consider the Digital Personal Data Protection Act, 2023, when collecting or processing personal information found on web pages. Companies in the UAE and Saudi Arabia must follow their local data protection laws, and we select hosting for Claude-based applications to meet those requirements and your own governance standards.
Learn more about Claude and MCP
Anthropic's AI model and assistant.
Secure links between Claude and business tools.
How engineers build and change software with Claude.
Hosted agents that run multi-step work.
The open standard Claude uses to connect to tools.
Frequently asked questions
What does the Context.dev MCP server do?
The Context.dev MCP server gives Claude a defined set of tools to request web pages, extract structured data, look up brand information and monitor mentions. Claude uses these tools when you ask for web data in plain English. The server acts as a secure adapter, so Claude can use Context.dev's capabilities without receiving unrestricted access to your systems or the wider internet.
Is connecting Context.dev to Claude secure?
Security depends on how the connection is configured. We use a single API key with the narrowest practical permissions, store it securely and rotate it regularly. Audit logs record activity, and consequential actions require human approval. We also review which websites are being accessed so the workflow respects site terms and your own compliance policies.
What can Claude actually do with Context.dev?
Once connected, Claude can typically fetch public web pages, extract specified fields into clean structured output, retrieve brand and company information, and support ongoing monitoring of mentions or changes. It can then summarise results, compare them with earlier data and pass them to your other tools, such as spreadsheets, CRM records or team chat, for review.
How long does setup take?
A focused single workflow often takes a few weeks from the free audit to launch, including testing against real cases and team training. Broader programmes spanning several sources and systems take longer. We agree the timeline during the audit so you know what to expect before committing.
Which plan or permissions do I need?
Generally, you need an active Context.dev account that can issue an API key with access to the functions your workflow uses. The exact plan and usage limits depend on your volume and the features you need. During the audit we confirm what your account supports and recommend the most suitable setup for your goals.