MCP Tools

19 tools available through the MCP server, plus 1 resource.

Discovery & Analysis #

Tool Description
discover-opportunities Full opportunity scan across all dimensions. Start here.
find-category-gaps Categories that are strong in one ecosystem but missing in another.
analyze-integrations Missing integrations and cross-ecosystem bridges.
find-disruption-targets Apps with lots of reviews but low ratings. Flags first-party defaults and shows the nearest real competitors, so a weak leader under a strong rival is not mistaken for a gap.
find-negative-space Workflows users need but no app addresses well. Coverage is scored by meaning (embeddings), so workflows already served by good apps are filtered out.
find-cross-ecosystem-patterns Categories or developers thriving in one ecosystem but missing in another, plus developer-migration signals.
find-price-gaps Expensive categories where a cheaper alternative could win.
find-developer-whitespace Developers active in one ecosystem but absent from another.
find-keyword-opportunities Low-saturation keywords and tags with few competing apps.
find-combination-gaps Popular integration pairs that few apps support together.
category-overview Per-category app counts, ratings, reviews-per-app, and pricing within one ecosystem — a marketplace dashboard.
compare-ecosystems Side-by-side stats and category overlap for multiple ecosystems.
search-apps Full-text search across all apps in all ecosystems.
find-nascent-ecosystems Small, emerging ecosystems with fewer than 100 apps.
Most discovery tools follow the guided prompt pattern: call without a focus first to get options, then call again with your choice. See the Discovery Guide for details.

Pipeline Management #

Tool Description
save-opportunity Save or update an opportunity. Supports status, type, and build complexity.
save-market-reality Save the validate cross-check: whether real demand shows up and whether the gap is already covered by tools outside the marketplace.
list-opportunities Browse saved opportunities. Filter by status, type, or ecosystem. Pass a slug for full details.
save-research Save deep research for an opportunity. Includes verdict, analysis, and recommendations.
delete-opportunity Permanently remove an opportunity from your pipeline.

Resources #

Resource Description
ecosystem-list All available ecosystems with slugs and app counts. Auto-loaded by Claude Code.