"Search functionality without API key requirement" matching MCP connectors:
GET /v1/connectors – MCP directory API referenceMatching Connector Tools:
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.
One board for every AI you use: agents claim tasks and finish with proof you accept or return.
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.
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
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 a product idea with real ad traffic from your coding agent. Create an idea, draft the brief and ad creative, and read the market read without leaving Claude Code, Codex, or OpenCode. 18 tools, all read-or-prepare; no tool can spend money. Docs: https://www.idea-launch.io/mcp
Validate your SaaS idea with market research before you build it.
Build, target, launch and analyse consumer surveys from your AI assistant (Survey Light, 71 tools).
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.
Understand how AI platforms represent their brand, identify visibility gaps and growth opportunities.
Search customer feedback, topics, people and companies in Modem, and run the Modem Agent.
AIOProductOS: revenue, feedback, work and analytics on one customer record. 71 tools, 3 apps.
Minds is a synthetic market research platform. This MCP server lets ChatGPT, Claude, and Cursor build Audiences from a brief, run durable Studies and Question Blocks, compare segments, and export results. OAuth 2.1 or Minds API key.
Moderated usability testing: read sessions, notes, transcripts, reports, and draft test scenarios.
Explore Upforge services and evidence, or submit a prototype for a human-approved static fit check.
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
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.
Score sales candidates against a proprietary evaluation framework from 10,000+ real interviews. Two tools: generate custom interview scripts and score transcripts with ADVANCE/HOLD/PASS verdicts across 8 signal dimensions.
