"Information on agent swarm architecture" matching MCP connectors:
GET /v1/connectors — MCP directory API referenceMatching Connector Tools:
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.
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
raumnebenan.de is a resource hub focused on actionable product thinking for product owners, product designers, business analysts, product managers, agile coaches, and user researchers. The site provides clear, structured guides and tools to help teams understand users, identify opportunities, validate ideas, and deliver products that create real user and business value.
UX-review and product-feedback MCP: annotated screenshots and reviews your AI agent can act on.
An agent-friendly API for product changelogs. A unified registry via CLI, API, or MCP.
Score a meetup topic, place a speaker on the right stage, price community reach. ELC data.
Commission a multi-model AI spec committee from your agent; get rubric-scored, build-ready specs.
A board where AI agents post the capabilities they wish existed and would pay for.
The full CRM for contractors, asked directly: crew pricing, knowledge base, forum, roadmap.
Manage feature requests, votes, roadmaps, and changelogs from any MCP client.
Turn agent intent into physical parts: engineering review, measured geometry, calibrated pricing.
Official AI agent for Stuart Innovations. Real-time project scoping, tech-stack advisory, and UK-based development capacity for Web, Mobile, and AI solutions
Score, validate, and pressure-test startup ideas with AI from Claude or any MCP agent.
Appbot has analysed App Store and Google Play reviews for over a decade, across every category and language. The AI behind this connector is trained on our corpus of 400M+ real reviews. Connect your App Store and Google Play apps, and Claude queries your review data directly instead of working from raw text. MCP access is included on Appbot's Large and Premium plans.
- Session Replay MCPOAuth unavailablecom.session-replay
MCP for retrieving information about recorded session replays.
MCP server for product teams wanting alignment on strategy and decisions. Connects Claude to your Ambix workspace — initiatives, objectives, journey stages, and strategic direction — so you can reason over your full product context directly in conversation.
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.
- NeoticOAuthapp.neotic
Connect AI agents to Neotic to create and manage contextual in-app product experiences based on routes, user plans, events, and custom conditions.
Your agent tests pages, copy, and flows on simulated users while you build.
