"Semantic Search API Solutions" matching MCP connectors:
GET /v1/connectors – MCP directory API referenceMatching Connector Tools:
Validate your SaaS idea with market research before you build it.
Product MCP server for cotal.ai, the open protocol that lets AI agents from any vendor work as one team. Tools: product overview, site search, build-log posts, feedback, Cotal Cloud waitlist, newsletter and call requests. No credentials needed.
Find competitors, trace how they grew, watch what they ship — plus your Search Console.
Validate startup ideas with real people asking for them, each quote linked to its source.
Search customer feedback, topics, people and companies in Modem, and run the Modem Agent.
Verified data on 8,000+ AI tools for any AI assistant: live status, pricing reality, user sentiment, viability, and alternatives, every answer carries a last-verified date. Free, read-only, no auth.
AIOProductOS: revenue, feedback, work and analytics on one customer record. 71 tools, 3 apps.
Track app-store keyword rankings, rank history, listing metadata, engagement, reviews, and competitors across the iOS App Store, macOS App Store, Google Play, and Microsoft Store.
Moderated usability testing: read sessions, notes, transcripts, reports, and draft test scenarios.
Validate startup ideas with behavioral evidence — not opinion. Demand Discovery AI™ is a sales-agent MCP that answers founders' questions about the validation framework, the four data-signal categories (Search & attention, Conversation & pain, Adoption & spend, Capital & hiring), the Demand Score™, and the Build/Pivot/Kill verdict™. Includes 7 tools: ask a free-form question, get the validation framework, get product details, explain demand signals, compare validation approaches, get data-source
An agent-friendly API for product changelogs. A unified registry via CLI, API, or MCP.
cotal.ai actions: product overview, site search, build log, feedback, Cloud waitlist, updates, calls
AI BVF: score AI portfolios Stop/Fix/Accelerate with decision confidence and pace-layer drag.
App Store and Google Play ASO intelligence for AI agents. Search keyword opportunities and access your own tracked listings, rankings, review insights, and growth plans.
Compare software: verified pricing with its source and date, and ranked alternatives.
Commission a multi-model AI spec committee from your agent; get rubric-scored, build-ready specs.
Audit any App Store or Google Play listing: measured ranks, keyword gaps, draft copy. Read-only.
Build, inspect and read adaptive A/B tests. Config travels in the URL; no account or API key needed.
Understand how AI platforms represent their brand, identify visibility gaps and growth opportunities.
B2B SaaS competitor pricing changes, strategic moves, market landscapes, reports and comparisons.
