Independent Benchmark & Directory for Custom GPTs, AI Agents and MCP Servers
Curated multi-model aggregator with hallucination benchmarks, uptime monitoring, and discovery for Claude Projects, Cursor Rules, Gemini Gems, and Model Context Protocol (MCP) servers.
Multi-Axis Scoring Breakdown (0–100)
Confidence: 100%5 Readiness Gate Checks
Ready for MVP1. Core Problem Statement
OpenAI's official GPT store and Gemini Gems lack transparent benchmarks, author monetization, and quality filters, drowning 27M+ searchers in abandoned clones. Meanwhile, developers adopting Anthropic's MCP and Cursor have no central discoverability platform.
2. Target Segment & ICP
AI engineers, productivity operators, and solopreneurs looking for tested, high-quality AI agents and MCP configurations for business workflows.
5 & 6. Pain Frequency & Severity
Frequency: weekly · Severity: 7/10
7. Current Solution & Workarounds
Browsing uncurated GitHub readmes, Reddit recommendation threads, and bloated SEO link farms with broken links.
9. Competitor Gap & Vulnerability
Legacy AI directories (There's An AI For That) are bloated banner farms with zero quality control and no testing. They ignore the explosive emergence of MCP servers and Cursor rules.
10 & 12. Willingness to Pay & Monetization
AI agent creators and tool makers spend $150–$500 on Product Hunt launches and pay $99–$299 for featured category placement to capture qualified enterprise and developer traffic.
Featured Verified Listings ($99–$249/slot) + Pro Creator Analytics ($19/mo) + Affiliate Referrals
11 & Why Now. Market Demand & Why Now
27M+ global monthly search volume for custom GPTs, AI bots, and MCP plugins; viral interest on Hacker News and Twitter regarding Model Context Protocol integration.
Anthropic's open-sourcing of Model Context Protocol (MCP) created an open standard for AI agent tools, triggering demand for a cross-platform directory independent of OpenAI.
13. MVP Scope (2–6 Weeks Solo Build)
Fast static/Edge-cached pSEO directory: automated daily health checks + verified benchmark score (accuracy, latency) + categories for Custom GPTs, Claude Projects, and MCP servers + 1-click install/copy configs.
Build Time: 2–4 weeks
Regional Market Context & Adaptation
Global English hub capturing developer search volume, monetizing via sponsored badges and creator analytics.
Verified Demand Evidence Layer
Independent Evidence Groups: 2Over 80% of bots in official store listings are abandoned or unverified, while developer interest has shifted toward cross-model MCP tooling and Cursor configurations.
“The official store has become an unusable SEO swamp. Without uptime checks, multi-model benchmarks, or MCP server integration, discovery is completely broken.”Hacker News AI Discussion
Aggregators targeting the 27 million search queries around Custom GPTs and Gemini Gems capture massive organic volume with zero paid CAC.
“Закрытие и деградация официальных сторов открыли шлюз в 27 млн поисковых запросов. Независимый каталог забирает органику и легко монетизируется через спонсорские листинги.”Tech & Venture Insights
Competitive Landscape (1–5 Alternatives)
| Competitor | Type | Pricing | Est. Revenue | Strength | Weakness & Attack Angle |
|---|---|---|---|---|---|
| There's An AI For That | direct | $199/mo | $500,000+ | 63/100 |
Overcrowded ad-heavy interface, no automated uptime or latency testing, zero support for MCP protocol servers or Cursor rules. → Clean, developer-first verified benchmark directory with automated health checks, RODO/GDPR compliance filters, and 1-click MCP configs. |
15. Pre-Code Validation Plan (Next Experiment)
Index the top 100 open-source MCP servers and Custom GPTs; launch on Hacker News and r/LocalLLaMA; validate traffic and secure 3 paid featured listings at $99.