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Ned AI MCP Server

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Connect your Shopify store to Claude, Cursor, or Windsurf and get 100+ pre-calculated ecommerce metrics like net profit, blended CAC, per-channel ROAS, and customer LTV segments.

๐Ÿ”ฅ๐Ÿ”ฅ๐Ÿ”ฅFreeQuick setup

CompetLab MCP Server โ€” Competitive Intelligence for AI Agents

CompetLab MCP Server

Glama

Competitive intelligence for AI agents โ€” see how LLMs rank your brand.

More B2B buyers are asking AI before they Google. CompetLab monitors competitors across 5 dimensions โ€” including AI Visibility, which tracks how ChatGPT, Claude, and Gemini mention and rank brands. This MCP server gives your AI agent access to all of it: dashboards, historical data, alerts, and strategic briefings. No other CI platform does this.

Supported Clients

Works with any MCP-compatible client:

What is CompetLab?

Competitive intelligence for the AI era. One platform, 5 dimensions, monitored automatically:

DimensionWhat It Tracks
Tech & TrustTech stacks, security headers (grade A-F), trust signals (24 signals in 4 categories), robots.txt AI bot blocking
ContentSitemap analysis, content categorization (11 categories), URL changelog, content gaps
PositioningHomepage messaging, value props, CTAs, target audience, differentiators
PricingPlans, billing models, free tiers, enterprise pricing, gap analysis
AI VisibilityHow ChatGPT, Claude, and Gemini rank your brand vs competitors (AI Visibility Score 0-100)

AI Visibility is what makes CompetLab unique โ€” no other CI platform tracks how LLMs recommend brands in real time.

Start free trial (14 days, no credit card) | Learn more

Available Tools

11 groups. 33 tools. 30 are read-only; 3 are async-scan starters that create a scan record (start_tech_stack_scan, start_trust_signals_scan, start_agent_adoption_scan).

Projects & Competitors

ToolDescription
list_projectsList all projects with status, competitor count, and last monitored timestamp
get_projectGet project details with per-dimension monitoring freshness
list_competitorsList all monitored competitors (includes your own domain for comparison)
get_competitorGet competitor details including monitored page URLs

Tech & Trust Profile

ToolDescription
get_tech_trust_dashboardLatest security headers, trust signals, tech stacks, DNS, robots.txt analysis
get_tech_trust_historyPaginated history of monitoring runs
get_tech_trust_run_detailFull competitor-by-competitor data for a specific run

Content Intelligence

ToolDescription
get_content_dashboardLatest sitemap analysis, content categorization, strategic URLs, gap analysis
get_content_historyPaginated history of monitoring runs
get_content_run_detailFull data for a specific content run
get_content_changelogDetected URL changes over time (new, removed, moved) โ€” filterable by competitor and category

Positioning

ToolDescription
get_positioning_dashboardLatest homepage messaging, value props, CTAs, target audience analysis
get_positioning_historyPaginated history of monitoring runs
get_positioning_run_detailFull data for a specific positioning run

Pricing Intelligence

ToolDescription
get_pricing_dashboardLatest pricing plans, billing options, market statistics, gap analysis
get_pricing_historyPaginated history of monitoring runs
get_pricing_run_detailFull data for a specific pricing run

AI Visibility

ToolDescription
get_ai_visibility_dashboardAI Visibility Scores, mention rates, per-provider breakdowns (OpenAI, Claude, Gemini)
get_ai_visibility_historyPaginated history of AI visibility checks
get_ai_visibility_check_detailFull detail for a specific check with per-competitor rankings
get_ai_visibility_trendTrack how LLM brand perception changes over time (up to 200 data points, filterable by provider)

Strategic Briefing, Alerts & Schedules

ToolDescription
get_briefingSynthesized competitive briefing across all dimensions โ€” what changed, what it means, what to do. Defaults to the hub digest; pass sections to drill into deep-<dimension> slots
list_alertsCompetitive change alerts โ€” filterable by dimension, severity, and competitor
list_schedulesMonitoring schedules for all dimensions with enabled/disabled status and intervals

Free Tools (no project setup required)

Run these against any public domain โ€” no projectId needed. The sync tools return immediately; the async scans return a scanId you poll every 5โ€“10 seconds.

ToolDescription
check_sitemapLive sitemap analysis โ€” URL discovery, categorization by section, content gaps and depth
check_ai_crawlersLive AI-crawler access check via robots.txt + meta tags โ€” GPTBot, ClaudeBot, Google-Extended, PerplexityBot, and others
start_tech_stack_scanStart async tech-stack detection (117 rules: tech / growth / engagement). Returns scanId
get_tech_stack_scanPoll a tech-stack scan by scanId โ€” returns detected technologies with confidence scores when complete
start_trust_signals_scanStart async trust-signals analysis (34 signals across enterprise readiness, validation, social proof, authority, risk). Returns scanId
get_trust_signals_scanPoll a trust-signals scan by scanId โ€” returns per-signal verdicts and tier verdict when complete
start_agent_adoption_scanStart async Agent-Adoption Check (25 checks: discoverability, access, readability, agent endpoints). Returns scanId
get_agent_adoption_scanPoll an Agent-Adoption Check by scanId โ€” returns complete results when finished
fetch_urlFetch any URL with JS rendering and bot-protection handling. Returns body, headers, cleanStats. Optional cleanHtml strips noise for LLM token-cost savings. 60 req/min per API key

All paginated tools accept page and limit parameters. Check pagination.hasMore in the response to fetch more pages.

Example Prompts

Once connected, try asking your AI agent:

  • "What changed on my competitors' pricing pages this week?"
  • "How does ChatGPT rank my brand vs competitors for [industry query]?"
  • "Show me the strategic briefing โ€” what should I fix first?"
  • "Compare content strategies across all my tracked competitors"
  • "What critical alerts fired in the last 7 days?"
  • "Track how my AI visibility score changed over the last 3 months"
  • "Which competitors have better security headers than us?"
  • "Run a tech-stack scan on stripe.com โ€” what are they using?"
  • "Check if openai.com blocks AI crawlers in their robots.txt"
  • "Fetch g2.com/some-listing with cleanHtml and summarize the page"

See examples/prompts.md for more prompts organized by use case.

Authentication

Getting an API key

  1. Sign up at app.competlab.com/register (free 14-day trial, no credit card)
  2. Go to Organization Settings > API Keys
  3. Create a new key โ€” it starts with cl_live_

Two authentication methods

MethodWhen to useExample
CL-API-Key headerClaude Code, Cursor, VS Code, Windsurf, ClineCL-API-Key: cl_live_...
api_key query parameterClaude Desktop, Claude Web, clients without custom header support?api_key=cl_live_...

One API key covers your entire organization. Most tools are read-only; the three start_*_scan tools create scan records under your account (no edits to existing data). The fetch_url tool is rate-limited at 60 req/min per API key (tighter than the 1000/min default for other free tools).

Pricing

MCP access is included with every CompetLab subscription ($99/mo). Free trial includes full MCP access.

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