
Boolsai Directory
Query a pre-indexed global ecommerce directory for vendor stacks, market presence, and founder-linked brands while researching niches or prospects.
Overview
Boolsai Directory is a MCP server for the Idea phase that exposes 10 tools to search an indexed ecommerce directory by vendor, city, market, founder, and site similarity.
What is this MCP server?
- 10 public MCP tools on directory.boolsai.ai/mcp with no-auth access
- Pre-indexed directory of tens of thousands of ecommerce sites with stack and vendor metadata
- Vendor-centric queries: sites_using_vendor, stack_archetype, compare_sites, similar_sites
- Geographic and market filters: brands_in_city, brands_in_market, brands_by_founder
- Deep single-site views via summary, site_dossier, and lookup_id for due diligence
- 10 MCP tools on Boolsai Directory server
- Pre-indexed corpus described as tens of thousands of ecommerce sites
- Connect URL: https://directory.boolsai.ai/mcp (public no-auth)
Community signal: 1 GitHub stars.
What problem does it solve?
Ecommerce competitive research means hours of manual store visits and stack guessing when you need who uses Klaviyo, Shopify apps, or who dominates a city.
Who is it for?
Indie founders, agencies, and analysts doing ecommerce niche research, lead lists, or due diligence on public storefronts.
Skip if: Non-commerce products, private storefronts behind login, or builders who only need a one-off live tech scan without directory context.
What do I get? / Deliverables
Your agent can dossier brands, list sites on a vendor, compare stacks, and find similar merchants from a indexed directory in one MCP session.
- Site dossiers and summaries from the indexed commerce corpus
- Vendor- and geography-filtered brand lists plus compare_sites and similar_sites results
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Journey fit
Competitive and market discovery before you commit to a store or agency offer belongs in Idea; Boolsai Directory is built for that intel pass. The competitors subphase covers who already plays in a niche—tools like sites_using_vendor, compare_sites, and brands_in_market answer that directly.
How it compares
Indexed ecommerce directory MCP with 10 lookup tools—not a payment MCP or a generic web scraper skill.
Common Questions / FAQ
Who is Boolsai Directory MCP for?
AI-assisted researchers and solo builders who need structured ecommerce competitive data—vendors, markets, founders, and site comparisons—inside their agent.
When should I use Boolsai Directory MCP?
Use it in Idea or Validate when choosing a niche, sizing competitors, or building prospect lists before you implement a store or outreach campaign.
How do I add Boolsai Directory to my agent?
Point your MCP client at https://directory.boolsai.ai/mcp (Streamable HTTP, public no-auth per Boolsai docs) and invoke the ten directory tools from the registry manifest.