"A system like ChatGPT with memory to provide past query context in conversations" matching MCP connectors:

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

Sales-agent MCP for Demand Discovery AI. Validate startup ideas with behavioral signals.

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.

An agent-friendly API for product changelogs. A unified registry via CLI, API, or MCP.

AI BVF: score AI portfolios Stop/Fix/Accelerate with decision confidence and pace-layer drag.

Venture Insights' free Concept Diagnostic, requested by an AI assistant for a founder.

Query Mixpanel events, funnels, retention, segmentation and insights (JQL).

Gantt chart SaaS with server-side critical path and dependency-aware shift-impact tools, plus CRUD.

Obsolescence-risk screening: predicts if a product gets absorbed into core LLM-platform features.

B2B competitive-intelligence reports and head-to-head competitor comparisons from IndustryLens.

Generate MantleKit setup plans and launch-ready SaaS blueprints from a product idea.

Query DezignWorks reverse engineering software: features, compatibility, and pricing.

Search builder roles - jobs where one person owns engineering, product, and QA end-to-end.

AI-powered startup due diligence. Screen any startup across 7 IMPACT-X dimensions, get a Sieve Score (0-140) with evidence-typed findings and a clear meeting recommendation. Built for VCs, solo GPs, and angel investors.

Score, validate, and pressure-test startup ideas with AI from Claude or any MCP agent.

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.

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.

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.

Connect Claude, ChatGPT, Cursor, Gemini, and GitHub Copilot to your Onplana project portfolio. 27 tools (14 read, 13 write), OAuth 2.0 with Dynamic Client Registration, full audit trail.

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.