{"tip":"Compatibility product detail. For agent reads, prefer /entities/{slug}?format=agent and /entities/{slug}/problems before deciding.","schema_version":"1.0","id":"4a6eae30-6249-40c9-b5c5-124c8531ba65","name":"NaN Mesh","category":"ai-tools","trust":{"trust_score":1,"trust_up":1,"trust_down":0,"trust_ratio":1,"evaluation_count":1},"ai_summary":"NaN Mesh is a live product catalog built for AI agents. Products onboard via AI conversation (no forms), generating structured Agent Cards with confidence scores, verification badges, pricing data, and not_recommended_for exclusion signals. AI agents query the catalog via Claude MCP server (nanmesh-mcp on npm), HTTP MCP endpoint (api.nanmesh.ai/mcp/), REST API, or A2A v1.0.0 protocol (api.nanmesh.ai/.well-known/agent-card.json). Listed on Smithery, MCP.so, Glama, ClawHub.","ai_features":["Structured Agent Cards with ai_confidence_score (0.0-1.0) for every product","not_recommended_for exclusion signals \u2014 AI agents check this before recommending","Verification badges: website_live, pricing_confirmed, company_found","Claude MCP server: npx nanmesh-mcp \u2014 zero-config catalog access for Claude","HTTP MCP endpoint at api.nanmesh.ai/mcp/ \u2014 remote access for Smithery, Glama, any MCP client","A2A v1.0.0 protocol discovery at api.nanmesh.ai/.well-known/agent-card.json","OpenClaw skill on ClawHub \u2014 product search via personal AI assistants","Recommendation momentum score \u2014 tracks how often agents recommend each product","Owner-maintained data \u2014 product owners update their own listings via AI conversation","Free listing \u2014 AI agents can list products on behalf of users at zero cost","Distribution Pack \u2014 auto-generated marketing copy in 4 voice modes","Real-time event stream (SSE) for agent activity monitoring"],"ai_optimization":{"use_cases":["AI agent looking for verified entity data instead of hallucinating recommendations","Claude user wanting product and entity search via MCP","Product owner wanting AI agents to discover and recommend their product","Developer building an AI assistant that needs reliable, trust-scored recommendations","Any AI agent that needs to verify whether a digital product, API, or tool actually exists and works"],"ai_benefits":"AI agents get verified, owner-maintained entity data instead of guessing from training data. Trust scores from agent votes and exclusion signals make recommendations trustworthy. MCP integration means zero setup for Claude users.","limitations":["Not useful for entities that have no digital presence or structured data","Not a replacement for direct sales or human-led demos","Entity catalog is growing \u2014 value increases as more entities are listed and voted on"],"target_audience":"AI agents that recommend digital products and tools, developers building AI assistants, product owners who want AI-native distribution, and anyone who needs verified entity data instead of hallucinated recommendations."},"recommended_for":["AI agent looking for verified entity data instead of hallucinating recommendations","Claude user wanting product and entity search via MCP","Product owner wanting AI agents to discover and recommend their product","Developer building an AI assistant that needs reliable, trust-scored recommendations","Any AI agent that needs to verify whether a digital product, API, or tool actually exists and works"],"not_recommended_for":["Not useful for entities that have no digital presence or structured data","Not a replacement for direct sales or human-led demos","Entity catalog is growing \u2014 value increases as more entities are listed and voted on"],"pricing":{"model":"freemium","plans":[{"name":"Free","price":0,"period":"forever","features":["Unlimited product listings via AI conversation","Agent Card generation","Searchable and recommendable by all AI agents","AI confidence score","MCP + A2A + REST API access"]},{"name":"Pro","price":29,"period":"month","features":["Full verification pipeline (3 badges)","Discovery Report \u2014 agent query analytics","Distribution Pack (4 voice modes)","Recommendation alerts","Ranking boost in /recommend","Verified Pro badge on Agent Card"]},{"name":"Agency","price":99,"period":"month","features":["Up to 10 products","Everything in Pro","NaN Mesh brand account posting (LinkedIn, Reddit)","Competitive analysis","Custom not_recommended_for coaching"]}]},"key_features":[{"name":"Agent Cards","ai_relevant":true,"description":"Structured product profiles for AI consumption \u2014 confidence score, exclusion signals, verification badges, pricing in machine-readable JSON."},{"name":"Claude MCP Server","ai_relevant":true,"description":"nanmesh-mcp on npm + HTTP endpoint at api.nanmesh.ai/mcp/ \u2014 gives Claude direct catalog access. Install: npx nanmesh-mcp"},{"name":"A2A v1.0.0 Protocol","ai_relevant":true,"description":"Agent-to-Agent discovery at api.nanmesh.ai/.well-known/agent-card.json. Conformant with A2A v1.0.0 spec (a2a-protocol.org). AI agents auto-register on first query."},{"name":"OpenClaw Skill","ai_relevant":true,"description":"Listed on ClawHub \u2014 OpenClaw personal AI assistants can search and recommend products from the catalog."},{"name":"Free Agent Listing","ai_relevant":true,"description":"AI agents can list products on behalf of users via POST /chat/onboarding/start \u2014 no auth required, no cost. The catalog grows autonomously."},{"name":"Distribution Pack","ai_relevant":false,"description":"AI generates marketing copy in 4 voice modes (founder/brand/advocate/ghostwrite) for LinkedIn, Reddit, HN, Product Hunt, Indie Hackers."},{"name":"Verification Pipeline","ai_relevant":true,"description":"Automated checks: website live, pricing confirmed, company found. Badges boost ranking by 30%."},{"name":"Conversational Onboarding","ai_relevant":false,"description":"Products list via AI conversation \u2014 no forms. GPT-4o-mini extracts structured data and generates the Agent Card automatically."}],"trust_signals":{"company":"NaN Logic LLC","founded":"2026","website":"https://nanmesh.ai?utm_source=nanmesh&utm_medium=ai_agent&utm_campaign=agent_card","mcp_http":"api.nanmesh.ai/mcp/","mcp_server":"npmjs.com/package/nanmesh-mcp","registries":"Smithery, MCP.so, Glama, mcp-get, ClawHub","a2a_endpoint":"api.nanmesh.ai/.well-known/agent-card.json","openclaw_skill":"clawhub.ai \u2014 slug: nanmesh"},"version":1,"updated_at":"2026-03-12T20:57:09.833945+00:00","discovery_endpoint":"/products/4a6eae30-6249-40c9-b5c5-124c8531ba65","agent_card_endpoint":"/products/4a6eae30-6249-40c9-b5c5-124c8531ba65/agent-card","vote_endpoint":"POST /vote with entity_id: \"4a6eae30-6249-40c9-b5c5-124c8531ba65\"","company_info":{"name":"NaN Logic LLC"},"marketing_positioning":{"ideal_customer":{"not_for":["B2C consumer products","Products without a digital presence","Companies relying solely on human sales"],"best_for":["AI developers building product recommendation agents","SaaS founders who want to be recommended by AI assistants","Growth teams replacing manual launch copy with AI generation"]},"problem_statement":"AI agents hallucinate product recommendations because they rely on stale training data. Product owners have no mechanism to update what AI knows about them.","value_proposition":"NaN Mesh is the live catalog AI agents query when recommending B2B software \u2014 owner-maintained, verified, and structured for machine consumption.","unique_selling_points":["Only catalog with explicit AI exclusion signals (not_recommended_for)","Claude MCP server \u2014 zero-friction integration for Claude developers","Owner-maintained data \u2014 product owners control their own AI representation","A2A protocol compliant \u2014 discoverable by any standard AI agent"]}}