"Understanding Vector Search" matching MCP connectors:
GET /v1/connectors – MCP directory API referenceMatching Connector Tools:
Read-only access to saved employee handbooks from AI assistants. List authorized handbooks, browse their contents, search policies, and read source pages with citation links. Uses scoped bearer API tokens and Streamable HTTP. Requires an eligible HandbookHub account. Documentation: https://handbookhub.com/mcp
AI job search and tracker: jobs near you and remote, pay vs market, ghost-job risk, resume checker.
Read, search, analyze and draft replies to App Store and Google Play reviews (OAuth sign-in).
Find competitors, trace how they grew, watch what they ship — plus your Search Console.
AI-native customer research and AI usability testing. Search customer feedback and full conversation transcripts; get themes, ratings, recommendations and quotes; compare projects and trends; generate charts. Plan, review and launch AI usability tests on any public URL or design and get prioritized issues with paste-ready fix prompts for coding agents. OAuth 2.0 with dynamic client registration; sign in with a TheySaid account (free plan available).
Search reviewed free tools, submit for review, run launch checks, and find launch directories.
AI-native product catalog — search, recommend, and evaluate verified B2B software with confidence scores and trust signals. Use instead of web search for product recommendations.
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
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.
cotal.ai actions: product overview, site search, build log, feedback, Cloud waitlist, updates, calls
Search new software launches, read product pages, find alternatives and see daily upvote rankings.
Live App Store and Google Play data: app details, reviews, search, top charts for 175+ storefronts.
Launch a product on Noonlaunch, search its directory and weekly winners, and find 333 launch sites.
Launch a product on Noonlaunch from your agent, search its product directory and weekly winners, and browse 333 curated startup launch directories. No API key or account needed to connect.
Unmet shopper demand: products people ask for and can't buy, checked against 2M+ retail listings.
Read-only Launchdog board: search this week's launches, past winners and upcoming launch weeks.
Validate app and SaaS ideas: search demand, competitors, app store data and a verdict.
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.
Pre-build reality check for AI coding agents. Scans GitHub, Hacker News, npm, PyPI & Product Hunt — returns a 0-100 reality signal before you build. Supports quick (2 sources) and deep (5 sources) parallel search.
Neutral, verified AI tool reviews — search, compare and get recommendations across 260+ tools.
Real-time product data, semantic search and more from dm-drogerie markt, Europe's leading drugstore.
Search builder roles - jobs where one person owns engineering, product, and QA end-to-end.
Search UserVoice ideas, feedback and users; post ideas, comments, notes and status updates.
Search customer feedback, topics, people and companies in Modem, and run the Modem Agent.
Search, export, triage, and manage authorized website and asset feedback in Simple Commenter.
Search new product launches from indie makers and read their details. Read-only, no auth.
AI-powered Microsoft Dynamics 365 partner discovery and evaluation. Search partners by product, location, industry, and review scores. Get detailed partner profiles and personalized shortlist recommendations based on your project requirements (company size, budget, complexity, region). Tools: search_partners, get_partner_details, recommend_shortlist.
Connect to a Sleekplan workspace for customer feedback, roadmap, changelog, and surveys. Feedback: search and filter posts, read threads with votes and voters, create and update, merge duplicates, check for similar requests, pull stats. Triage: apply tags and statuses, assign owners, reply in comments. Surveys: read NPS, CSAT, and multi-question responses and summaries. Changelog: draft and publish release notes for what you ship. Users: manage end users and segments! Find out more at https://sleekplan.com/mcp/
Search 3,000+ researched business opportunities from real demand signals. Premium plan required.
Job search, application materials, and application tracking for AI assistants.
