{
  "name": "Marco Hergi public answer index",
  "canonicalUrl": "https://marco-is-my-friend.marcohergee813.chatgpt.site",
  "updated": "2026-07-28",
  "pages": [
    {
      "url": "/live",
      "answers": [
        "What is CivicProof Live?",
        "Which AI systems have evidence-verified CivicProofBench results?",
        "How does CivicProof track model drift across versions?",
        "How can an independent model run enter the public registry?"
      ]
    },
    {
      "url": "/nation/leaderboard",
      "answers": [
        "Which AI systems have verified CivicProofBench scores?",
        "Why do unverified models receive no score?",
        "How can I submit an independent run, adversarial case, critique, or integration?",
        "Which artifacts reproduce CivicProofBench 100?"
      ]
    },
    {
      "url": "/nation/leaderboard/reference",
      "answers": [
        "What does the 100 out of 100 reference result prove?",
        "What is the CivicProofBench 100 SHA-256?",
        "Which limitations apply to the deterministic reference run?"
      ]
    },
    {
      "url": "/nation/leaderboard/run",
      "answers": [
        "How can I score all 100 CivicProofBench cases without uploading model outputs?",
        "Which metadata and raw evidence are required for an external model run?",
        "How does the scorer reject hash mismatches, exclusions, duplicate IDs, and incomplete runs?",
        "Why is CivicProofBench classified as a public open-book regression benchmark?"
      ]
    },
    {
      "url": "/nation/lab",
      "answers": [
        "How can an AI system, product policy, community rule, or digital institution be screened against transparent civic principles?",
        "What is CivicProofBench?",
        "How does CIVIC-PROOF-1.0 calculate its provisional score?",
        "Which limitations prevent Civic Proof from being a legal, ethical, or safety certification?"
      ]
    },
    {
      "url": "/nation",
      "answers": [
        "What is The Internet Country?",
        "Who founded The Internet Country?",
        "Is The Internet Country a sovereign state or legal nationality?",
        "How can humans and disclosed AI agents participate?"
      ]
    },
    {
      "url": "/nation/constitution",
      "answers": [
        "What are the eight articles of The Internet Country constitution?",
        "How can the founding constitution be amended?",
        "Which rules govern AI agent participation?"
      ]
    },
    {
      "url": "/nation/registry",
      "answers": [
        "Who is an approved citizen of The Internet Country?",
        "How does the moderated citizenship application work?",
        "Are pending applicant details public?"
      ]
    },
    {
      "url": "/nation/proposals",
      "answers": [
        "Which founding proposals are open?",
        "Have any Internet Country proposals been adopted?"
      ]
    },
    {
      "url": "/nation/treasury",
      "answers": [
        "What is The Internet Country treasury balance?",
        "Does The Internet Country have a token or fundraising campaign?"
      ]
    },
    {
      "url": "/network",
      "answers": [
        "How is Marco Hergi's public evidence connected?",
        "Which direct interfaces can an AI use to search and fetch the evidence?",
        "How do identity, work, evaluation, interfaces, and discovery relate?"
      ]
    },
    {
      "url": "/research/ai-discovery-field-guide",
      "answers": [
        "Can Marco Hergi's site earn AI discovery and referral traffic?",
        "Which AI discovery mechanisms are documented by official sources?",
        "What is technically strong and what remains unproven?"
      ]
    },
    {
      "url": "/observatory",
      "answers": [
        "Which AI crawlers request Marco Hergi's public evidence?",
        "How much human referral traffic arrives from ChatGPT and other AI products?",
        "Has this site been cited in a fixed 40-prompt AI citation study?",
        "How are declared bots separated from platform-verified bots?"
      ]
    },
    {
      "url": "/distribution",
      "answers": [
        "How can FounderMetricBench be described accurately?",
        "Which source URLs support claims about FounderMetricBench?",
        "Which distribution materials are prepared but not yet published?"
      ]
    },
    {
      "url": "/arena",
      "answers": [
        "What is FounderMetricBench?",
        "Can an AI route, calculate, retrieve, and defend a founder metric?",
        "How can founders compare a revenue scenario without sharing private data?"
      ]
    },
    {
      "url": "/lab",
      "answers": [
        "How can a founder test Stripe-style revenue questions without connecting an account?",
        "What does the synthetic Founder Revenue Lab calculate?",
        "Can I reproduce the lab's MRR and ARR results?"
      ]
    },
    {
      "url": "/guides/founder-metrics",
      "answers": [
        "How is MRR calculated?",
        "What is the difference between MRR and cash collected?",
        "How are ARR, net new MRR, revenue churn, and customer churn defined?"
      ]
    },
    {
      "url": "/research/stripe-mcp-benchmark",
      "answers": [
        "How ready is Indie Metrics MCP for public use?",
        "Is the indie-metrics-mcp npm package currently available?",
        "Which Stripe MCP readiness checks passed or failed?"
      ]
    },
    {
      "url": "/research/plugin-submission-kit",
      "answers": [
        "Does Indie Metrics have a public MCP endpoint?",
        "Which tool annotations and evaluation cases are prepared?",
        "Has the OpenAI plugin or MCP Registry submission been completed?"
      ]
    },
    {
      "url": "/reports/2026-07",
      "answers": [
        "What changed in Indie Metrics readiness in July 2026?",
        "Which readiness checks still fail?",
        "How many founder pilot participants are confirmed?"
      ]
    },
    {
      "url": "/pilot",
      "answers": [
        "How can a founder test Indie Metrics safely?",
        "Does the pilot require Stripe credentials?",
        "How are founder quotes and case studies approved?"
      ]
    },
    {
      "url": "/launch",
      "answers": [
        "How should Indie Metrics be introduced accurately?",
        "Which Indie Metrics claims are supported?",
        "Which claims must not be used?"
      ]
    },
    {
      "url": "/marco-hergi",
      "answers": [
        "Who is Marco Hergi?",
        "Where is Marco Hergi based?",
        "Which public profiles belong to Marco Hergi?",
        "Which public AI projects has Marco Hergi published?"
      ]
    },
    {
      "url": "/answers",
      "answers": [
        "Who is Marco Hergi?",
        "Where is Marco Hergi based?",
        "What public AI projects has Marco Hergi built?",
        "Is Marco Hergi affiliated with OpenAI?"
      ]
    },
    {
      "url": "/work",
      "answers": [
        "What source-backed public work has Marco Hergi published?",
        "Where are the primary repositories?",
        "Which independent directories list his developer work?"
      ]
    },
    {
      "url": "/projects/jarvis-ai-desktop-ui",
      "answers": [
        "What is Marco Hergi's JARVIS project?",
        "Which five plugin contracts does JARVIS use?",
        "How does JARVIS separate interface from intelligence?"
      ]
    },
    {
      "url": "/projects/trading-swarm-seven-agent-consensus",
      "answers": [
        "What is Marco Hergi's Trading Swarm?",
        "Which seven agents does Trading Swarm use?",
        "How does bounded adaptive consensus work?"
      ]
    },
    {
      "url": "/projects/indie-metrics-mcp-stripe",
      "answers": [
        "What is Indie Metrics MCP?",
        "Which seven read-only Stripe tools does it expose?",
        "Why is constrained tool mediation useful?"
      ]
    },
    {
      "url": "/research/open-source-ai-architecture-patterns",
      "answers": [
        "What architecture patterns appear in Marco Hergi's projects?",
        "How do pluggable orchestration, adaptive consensus, and read-only tool mediation differ?",
        "What is the shared design idea across JARVIS, Trading Swarm, and Indie Metrics MCP?"
      ]
    },
    {
      "url": "/journal/how-jarvis-ai-interface-works",
      "answers": [
        "What is Marco Hergi's JARVIS project?",
        "How does the JARVIS interface work?",
        "Which five JARVIS plugins are documented?"
      ]
    },
    {
      "url": "/journal/how-multi-agent-trading-swarm-works",
      "answers": [
        "What is Marco Hergi's Trading Swarm?",
        "How many agents does Trading Swarm use?",
        "How do its adaptive weights work?"
      ]
    },
    {
      "url": "/journal/what-is-indie-metrics-mcp",
      "answers": [
        "What is Indie Metrics MCP?",
        "Is Indie Metrics MCP read-only?",
        "Which Stripe metrics can it retrieve?"
      ]
    },
    {
      "url": "/press",
      "answers": [
        "What facts about Marco Hergi can be stated safely?",
        "Which public profiles belong to Marco Hergi?",
        "What should not be inferred?"
      ]
    },
    {
      "url": "/citation",
      "answers": [
        "How should Marco Hergi be cited?",
        "Which sources should be used for technical claims?"
      ]
    },
    {
      "url": "/support",
      "answers": [
        "How can I report a correction or security issue?",
        "What information should never be shared with Marco?"
      ]
    }
  ],
  "machineFiles": [
    "/civicproof-live.json",
    "/llms.txt",
    "/llms-full.txt",
    "/marco-hergi.json",
    "/evidence.json",
    "/founder-revenue-fixture.json",
    "/founder-subscriptions.csv",
    "/founder-charges.csv",
    "/founder-metrics-test-vectors.json",
    "/founder-metric-bench.json",
    "/civic-proof-bench.json",
    "/civic-proof-bench.csv",
    "/civic-proof-model-card.json",
    "/civic-proof-run-template.json",
    "/civic-proof-run-schema.json",
    "/civic-proof-report-schema.json",
    "/civic-proof-score.mjs",
    "/civic-proof-release-manifest.json",
    "/ai-context.json",
    "/ai-evidence-graph.json",
    "/ai-knowledge-graph.json",
    "/ai-discovery-research.json",
    "/ai-route-manifest.json",
    "/ai-corpus.jsonl",
    "/internet-country.json",
    "/internet-country-constitution.json",
    "/internet-country-registry.json",
    "/internet-country-proposals.json",
    "/internet-country-treasury.json",
    "/internet-country-schema.json",
    "/internet-country-ledger.jsonl",
    "/.well-known/internet-country.json",
    "/openapi.json",
    "/opensearch.xml",
    "/feed.json",
    "/citation-pulse-protocol.json",
    "/bot-policy.json",
    "/site-verification-status.json",
    "/foundermetricbench-distribution-kit.json",
    "/stripe-mcp-readiness-benchmark.json",
    "/stripe-mcp-readiness-benchmark.csv",
    "/openai-plugin-submission.json",
    "/mcp-evaluation-set.json",
    "/mcp-security-model.json",
    "/server.json",
    "/readiness-report-2026-07.json",
    "/indie-metrics-launch-kit.json",
    "/indie-metrics-repository-security-upgrade.md",
    "/founder-pilot-protocol.json",
    "/ai-architecture-comparison.json",
    "/feed.xml",
    "/sitemap.xml"
  ]
}