Pricing pages and tech stacks are tracked by plenty of tools. AI visibility — asking the major assistants an industry question and recording which brands they name and in what order — is the reason to look here, and the trend tool is what makes it more than a snapshot. Note that 30 of the 33 tools only read; the three that write just start a scan.
A hosted competitive-intelligence service with 33 tools. Five dimensions are monitored on a schedule — tech and trust, content, positioning, pricing, and AI visibility — and each has a current dashboard, a paginated history, and the full detail of any single run.
- get_pricing_dashboard, get_positioning_dashboard, get_content_dashboard and get_tech_trust_dashboard — the current state of each dimension
- The matching history and run-detail tools, so a change can be traced to the run that found it
- get_ai_visibility_dashboard and get_ai_visibility_trend — how the major models mention and rank brands, over time and by provider
- get_content_changelog for URLs that appeared, moved or disappeared on a competitor's site
- get_briefing, which synthesises all five dimensions into what changed, what it means and what to do
- list_alerts and list_schedules for what fired and what is being watched
- check_sitemap and check_ai_crawlers against any public domain, with no project set up
- start_tech_stack_scan, start_trust_signals_scan and start_agent_adoption_scan — the three tools that write anything; each returns a scan id you poll
- fetch_url with JS rendering and bot-protection handling, and an option to strip page noise before it reaches the model
A CompetLab account and an API key from Organization Settings. The hosted endpoint is the normal path and needs no install — the key travels in the CL-API-Key header, or as a query parameter for clients that cannot set headers. There is a stdio build for clients that prefer it, which reads the key from COMPETLAB_API_KEY. The free tools run against any public domain without a project.
One command plus a key — claude mcp add --transport http --header "CL-API-Key: YOUR_COMPETLAB_API_KEY" competlab https://mcp.competlab.com/mcp, then supply credentials