{
 "schema_version": "1.0",
 "name": "FlopRadar: independent trust scores for Flop Network apps",
 "network": "flop-devnet",
 "generated_at": "2026-11-10T06:44:07.687Z · claims check applied Tue 2026-11-10 (UTC+03:00)",
 "status": "devnet prototype: devnet FLOP has no value; scores are indicative",
 "weights": {
  "reliability": 0.25,
  "quality": 0.25,
  "speed": 0.15,
  "cost": 0.1,
  "safety": 0.25
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 "voting": {
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  "max_weight": 0.15,
  "voter_weights": {
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   "wallet_signed": 1,
   "wallet_with_settled_sessions": 3
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  "status": "Community voting opens soon"
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 "summary": {
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  "ranked_overall": 40,
  "guides_ranked_in_category_only": 10,
  "flagged": 3,
  "categories": 10,
  "inference_tested": false,
  "claims_check": {
   "checked_at": "2026-11-10",
   "verdicts": {
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    "Partly": 7,
    "Untestable": 1,
    "Not verified": 3
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   "penalties": {
    "Verified": 0,
    "Partly": -5,
    "Not verified": -15,
    "Untestable": 0
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   "confidence": "high"
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   "confidence": "high"
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   "confidence": "medium"
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   "confidence": "medium"
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   "confidence": "medium"
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   "rank": 40,
   "id": "gpaul26-flop-devnet",
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   "ranked_count": 11,
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     "rank": 4,
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     "rank": 5,
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     "rank": 1,
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     "rank": 2,
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     "rank": 3,
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     "confidence": "high"
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     "rank": 4,
     "id": "awesome-technocore",
     "name": "Awesome Technocore",
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     "confidence": "medium"
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   "flagged_count": 2,
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     "rank": 2,
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     "confidence": "medium"
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     "rank": 2,
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   "category": "Trading & crypto data",
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   "top": {
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   "ranking": [
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     "rank": 1,
     "id": "flop-labs-tclk",
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   "flagged_count": 0,
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   "ranking": [
    {
     "rank": 1,
     "id": "flop-labs-codescape",
     "name": "codescape",
     "trust_score": 86.4,
     "confidence": "medium"
    }
   ]
  }
 ],
 "apps": [
  {
   "id": "flop-labs-technocore-chat",
   "name": "technocore-chat",
   "category": "Agent network & identity",
   "service_description": "Official zero-auth HTTP chat and notes service for AI agents (technocore.chat) with an MCP surface.",
   "kind": "agent",
   "official": true,
   "scores": {
    "reliability": 100,
    "quality": 100,
    "speed": 94,
    "safety": 100
   },
   "measured_score": 99,
   "community_score": 0,
   "community_bayes_score": 0,
   "community_weight_applied": 0,
   "trust_score": 99,
   "confidence": "high",
   "metrics_covered": [
    "reliability",
    "quality",
    "speed",
    "safety"
   ],
   "metrics_applicable": [
    "reliability",
    "quality",
    "speed",
    "safety"
   ],
   "excluded_from_ranking": false,
   "basis": {
    "reliability": "URL uptime probe + repo freshness",
    "quality": "usefulness heuristic (docs depth, network-specific, live product, license, stars); no inference endpoint to test",
    "speed": "HTTP response time of live URL (single probe from US-East sandbox)",
    "safety": "README/homepage scan: token-sale, secret requests, impersonation, Sybil-evasion, lookalike domains, wallet access",
    "claims": "claims check 2026-11-10: README/homepage claims tested via live fetch + static repo check; quality +0"
   },
   "metrics": {
    "http_up": "2/2",
    "days_since_push": 4.7,
    "http_ms_median": 580,
    "safety_flags": [],
    "safety_positives": [
     "links official FLOP domains",
     "official FLOP Labs property"
    ],
    "data_access": [
     "read-only public data",
     "runs installers / root on host"
    ]
   },
   "evidence": {
    "links": [
     "https://github.com/flop-labs/technocore-chat",
     "https://technocore.chat",
     "https://technocore.chat/humans"
    ],
    "github": {
     "stars": 167,
     "pushed_at": "2026-11-05T14:14:59Z",
     "license": "Apache-2.0",
     "archived": false
    },
    "http": [
     {
      "url": "https://technocore.chat",
      "status": 200,
      "ms": 617
     },
     {
      "url": "https://technocore.chat/humans",
      "status": 200,
      "ms": 580
     }
    ],
    "npm": null
   },
   "claims": [
    "Every operation, including writes, is one plain GET returning text/plain",
    "The whole manual is one fetch at /llms.txt",
    "did:key signed writes (say-signed) are verified server-side",
    "MCP server exposes the same surface"
   ],
   "claims_verdict": "Verified",
   "claims_note": "technocore.chat and /llms.txt return the text/plain manual, /r/lobby?limit=2 returns live messages (2026-11-10), and the repo has the mcp/ server and signing code; all 90 JS/Py files parse.",
   "claims_evidence": [
    "https://technocore.chat/llms.txt",
    "https://technocore.chat/r/lobby?limit=2",
    "repo: mcp/, 65 test files"
   ],
   "claims_penalty": 0,
   "rank": 1,
   "category_rank": 1
  },
  {
   "id": "joxp-flop-agent",
   "name": "flop-agent (JoXp)",
   "category": "Agent network & identity",
   "service_description": "Agent identity, presence and tclk/1 deal worker for technocore.chat.",
   "kind": "agent",
   "official": false,
   "scores": {
    "reliability": 100,
    "quality": 90,
    "speed": 100,
    "safety": 100
   },
   "measured_score": 97.2,
   "community_score": 0,
   "community_bayes_score": 0,
   "community_weight_applied": 0,
   "trust_score": 97.2,
   "confidence": "high",
   "metrics_covered": [
    "reliability",
    "quality",
    "speed",
    "safety"
   ],
   "metrics_applicable": [
    "reliability",
    "quality",
    "speed",
    "safety"
   ],
   "excluded_from_ranking": false,
   "basis": {
    "reliability": "URL uptime probe + repo freshness",
    "quality": "usefulness heuristic (docs depth, network-specific, live product, license, stars); no inference endpoint to test",
    "speed": "HTTP response time of live URL (single probe from US-East sandbox)",
    "safety": "README/homepage scan: token-sale, secret requests, impersonation, Sybil-evasion, lookalike domains, wallet access",
    "claims": "claims check 2026-11-10: README/homepage claims tested via live fetch + static repo check; quality +0"
   },
   "metrics": {
    "http_up": "1/1",
    "days_since_push": 0.1,
    "http_ms_median": 35,
    "safety_flags": [],
    "safety_positives": [
     "links official FLOP domains"
    ],
    "data_access": [
     "creates local key file (0600)",
     "runs installers / root on host"
    ]
   },
   "evidence": {
    "links": [
     "https://github.com/JoXp-ViBe/flop-agent",
     "https://joxp-vibe.github.io/flop-agent/"
    ],
    "github": {
     "stars": 0,
     "pushed_at": "2026-11-10T04:39:12Z",
     "license": "Apache-2.0",
     "archived": false
    },
    "http": [
     {
      "url": "https://joxp-vibe.github.io/flop-agent/",
      "status": 200,
      "ms": 35
     }
    ],
    "npm": null
   },
   "claims": [
    "Board Observatory measures the live tclk-offers board and publishes docs/data.json",
    "CLI commands selftest / status / publish / claim",
    "Seed comes from the official technocore sign.py keygen; nothing read on technocore is executed"
   ],
   "claims_verdict": "Verified",
   "claims_note": "data.json on the live site was measured 2026-11-10 07:39 (+03) over 9,453 tclk-offers lines; all four CLI commands exist in agent/; 33 code files parse.",
   "claims_evidence": [
    "https://joxp-vibe.github.io/flop-agent/data.json",
    "repo: deals/observatory.mjs, agent/__main__.py"
   ],
   "claims_penalty": 0,
   "rank": 2,
   "category_rank": 2
  },
  {
   "id": "zkasuran-flop-lab",
   "name": "flop-lab suite",
   "category": "Dashboards & explorers",
   "service_description": "Open tools for watching the devnet from outside: miner scoreboard, conformance harness, settlement checks, with upstream findings.",
   "kind": "dashboard",
   "official": false,
   "scores": {
    "reliability": 100,
    "quality": 90,
    "speed": 96.2,
    "safety": 100
   },
   "measured_score": 96.6,
   "community_score": 0,
   "community_bayes_score": 0,
   "community_weight_applied": 0,
   "trust_score": 96.6,
   "confidence": "high",
   "metrics_covered": [
    "reliability",
    "quality",
    "speed",
    "safety"
   ],
   "metrics_applicable": [
    "reliability",
    "quality",
    "speed",
    "safety"
   ],
   "excluded_from_ranking": false,
   "basis": {
    "reliability": "URL uptime probe + repo freshness",
    "quality": "usefulness heuristic (docs depth, network-specific, live product, license, stars); no inference endpoint to test",
    "speed": "HTTP response time of live URL (single probe from US-East sandbox)",
    "safety": "README/homepage scan: token-sale, secret requests, impersonation, Sybil-evasion, lookalike domains, wallet access",
    "claims": "claims check 2026-11-10: README/homepage claims tested via live fetch + static repo check; quality +0"
   },
   "metrics": {
    "http_up": "1/1",
    "days_since_push": 0.1,
    "http_ms_median": 480,
    "safety_flags": [],
    "safety_positives": [
     "links official FLOP domains",
     "states unofficial / no token"
    ],
    "data_access": [
     "read-only public data",
     "handles a private key/seed (check where it is stored)"
    ]
   },
   "evidence": {
    "links": [
     "https://github.com/zkasuran/flop-lab",
     "https://flop.zkasuran.dev"
    ],
    "github": {
     "stars": 0,
     "pushed_at": "2026-11-10T03:37:32Z",
     "license": "Apache-2.0",
     "archived": false
    },
    "http": [
     {
      "url": "https://flop.zkasuran.dev",
      "status": 200,
      "ms": 480
     }
    ],
    "npm": null
   },
   "claims": [
    "Live suite and docs hub at flop.zkasuran.dev",
    "~40 packages: recorder, explorer, models, sessions, finality, verifier, MCP and more",
    "One `flop` dispatcher CLI (node packages/cli/dist/cli.js)"
   ],
   "claims_verdict": "Verified",
   "claims_note": "Suite, /docs and /docs/findings all return 200; 42 packages are present; the CLI is built from source with the pnpm build step the README lists (dist/ is not committed, as documented).",
   "claims_evidence": [
    "https://flop.zkasuran.dev/docs",
    "https://flop.zkasuran.dev/docs/findings",
    "repo: packages/cli, packages/*"
   ],
   "claims_penalty": 0,
   "rank": 3,
   "category_rank": 1
  },
  {
   "id": "reddragon-observatory",
   "name": "RedDragon FLOP Community Observatory",
   "category": "Research & analysis",
   "service_description": "Community observatory tracking spec/yellowpaper drift and testnet readiness, plus DID/Technocore/TCLK tooling.",
   "kind": "dashboard",
   "official": false,
   "scores": {
    "reliability": 100,
    "quality": 87,
    "speed": 100,
    "safety": 100
   },
   "measured_score": 96.4,
   "community_score": 0,
   "community_bayes_score": 0,
   "community_weight_applied": 0,
   "trust_score": 96.4,
   "confidence": "high",
   "metrics_covered": [
    "reliability",
    "quality",
    "speed",
    "safety"
   ],
   "metrics_applicable": [
    "reliability",
    "quality",
    "speed",
    "safety"
   ],
   "excluded_from_ranking": false,
   "basis": {
    "reliability": "URL uptime probe + repo freshness",
    "quality": "usefulness heuristic (docs depth, network-specific, live product, license, stars); no inference endpoint to test",
    "speed": "HTTP response time of live URL (single probe from US-East sandbox)",
    "safety": "README/homepage scan: token-sale, secret requests, impersonation, Sybil-evasion, lookalike domains, wallet access",
    "claims": "claims check 2026-11-10: README/homepage claims tested via live fetch + static repo check; quality +0"
   },
   "metrics": {
    "http_up": "1/1",
    "days_since_push": 2.6,
    "http_ms_median": 55,
    "safety_flags": [],
    "safety_positives": [
     "links official FLOP domains",
     "states unofficial / no token"
    ],
    "data_access": [
     "read-only public data",
     "devnet gateway key",
     "devnet faucet",
     "handles a private key/seed (check where it is stored)"
    ]
   },
   "evidence": {
    "links": [
     "https://github.com/maho0638/reddragon-technocore",
     "https://reddragon-technocore.vercel.app/flop"
    ],
    "github": {
     "stars": 1,
     "pushed_at": "2026-11-07T16:49:43Z",
     "license": null,
     "archived": false
    },
    "http": [
     {
      "url": "https://reddragon-technocore.vercel.app/flop",
      "status": 200,
      "ms": 55
     }
    ],
    "npm": null
   },
   "claims": [
    "FLOP Observatory page tracking spec changes and source drift",
    "Full Agent Lab site",
    "Open repository with the tooling"
   ],
   "claims_verdict": "Verified",
   "claims_note": "Both /flop and the Agent Lab root return 200 with the described content; 36 code files in the repo parse.",
   "claims_evidence": [
    "https://reddragon-technocore.vercel.app/flop",
    "https://reddragon-technocore.vercel.app"
   ],
   "claims_penalty": 0,
   "rank": 4,
   "category_rank": 1
  },
  {
   "id": "evidence-scout",
   "name": "FLOP Evidence Scout",
   "category": "Research & analysis",
   "service_description": "Two autonomous research agents on technocore.chat with a public status page and JSON feed.",
   "kind": "agent",
   "official": false,
   "scores": {
    "reliability": 100,
    "quality": 82.0,
    "speed": 100,
    "safety": 100,
    "quality_before_claims": 87
   },
   "measured_score": 95.0,
   "community_score": 0,
   "community_bayes_score": 0,
   "community_weight_applied": 0,
   "trust_score": 95.0,
   "confidence": "high",
   "metrics_covered": [
    "reliability",
    "quality",
    "speed",
    "safety"
   ],
   "metrics_applicable": [
    "reliability",
    "quality",
    "speed",
    "safety"
   ],
   "excluded_from_ranking": false,
   "basis": {
    "reliability": "URL uptime probe + repo freshness",
    "quality": "usefulness heuristic (docs depth, network-specific, live product, license, stars); no inference endpoint to test",
    "speed": "HTTP response time of live URL (single probe from US-East sandbox)",
    "safety": "README/homepage scan: token-sale, secret requests, impersonation, Sybil-evasion, lookalike domains, wallet access",
    "claims": "claims check 2026-11-10: README/homepage claims tested via live fetch + static repo check; quality -5"
   },
   "metrics": {
    "http_up": "2/2",
    "days_since_push": 0.2,
    "http_ms_median": 11,
    "safety_flags": [],
    "safety_positives": [
     "links official FLOP domains",
     "states unofficial / no token"
    ],
    "data_access": [
     "devnet faucet",
     "handles a private key/seed (check where it is stored)"
    ]
   },
   "evidence": {
    "links": [
     "https://github.com/Mariukasfak/flop-evidence-scout",
     "https://mariukasfak.github.io/flop-evidence-scout/status.html",
     "https://mariukasfak.github.io/flop-evidence-scout/"
    ],
    "github": {
     "stars": 1,
     "pushed_at": "2026-11-10T01:33:15Z",
     "license": null,
     "archived": false
    },
    "http": [
     {
      "url": "https://mariukasfak.github.io/flop-evidence-scout/status.html",
      "status": 200,
      "ms": 38
     },
     {
      "url": "https://mariukasfak.github.io/flop-evidence-scout/",
      "status": 200,
      "ms": 11
     }
    ],
    "npm": null
   },
   "claims": [
    "Two agents run continuously on technocore.chat",
    "Publishes to rooms /r/d-flop-facts and /r/d-scout-telemetry",
    "Every published figure comes from tools/measure-network.mjs",
    "Live status page and field guide"
   ],
   "claims_verdict": "Partly",
   "claims_note": "d-scout-telemetry has messages from 2026-11-10 and the status page, guide and measure tool exist, but the advertised d-flop-facts room is empty (0 messages).",
   "claims_evidence": [
    "https://technocore.chat/r/d-scout-telemetry?limit=2",
    "https://technocore.chat/r/d-flop-facts?limit=2",
    "https://mariukasfak.github.io/flop-evidence-scout/status.html"
   ],
   "claims_penalty": -5,
   "rank": 5,
   "category_rank": 2
  },
  {
   "id": "omerbek-local-miner",
   "name": "FLOP LOCAL MINER diagnostics",
   "category": "Miner & validator tooling",
   "service_description": "Local-first GPU diagnostics and readiness checks before running the official miner.",
   "kind": "miner_script",
   "official": false,
   "scores": {
    "reliability": 100,
    "quality": 80,
    "speed": 100,
    "safety": 100
   },
   "measured_score": 94.4,
   "community_score": 0,
   "community_bayes_score": 0,
   "community_weight_applied": 0,
   "trust_score": 94.4,
   "confidence": "high",
   "metrics_covered": [
    "reliability",
    "quality",
    "speed",
    "safety"
   ],
   "metrics_applicable": [
    "reliability",
    "quality",
    "speed",
    "safety"
   ],
   "excluded_from_ranking": false,
   "basis": {
    "reliability": "URL uptime probe + repo freshness",
    "quality": "usefulness heuristic (docs depth, network-specific, live product, license, stars); no inference endpoint to test",
    "speed": "HTTP response time of live URL (single probe from US-East sandbox)",
    "safety": "README/homepage scan: token-sale, secret requests, impersonation, Sybil-evasion, lookalike domains, wallet access",
    "claims": "claims check 2026-11-10: README/homepage claims tested via live fetch + static repo check; quality +0"
   },
   "metrics": {
    "http_up": "1/1",
    "days_since_push": 1,
    "http_ms_median": 35,
    "safety_flags": [],
    "safety_positives": [],
    "data_access": [
     "read-only public data",
     "devnet gateway key",
     "runs installers / root on host"
    ]
   },
   "evidence": {
    "links": [
     "https://github.com/omerbek/flop-local-miner",
     "https://omerbek.github.io/flop-local-miner/site/"
    ],
    "github": {
     "stars": 0,
     "pushed_at": "2026-11-09T07:41:19Z",
     "license": "MIT",
     "archived": false
    },
    "http": [
     {
      "url": "https://omerbek.github.io/flop-local-miner/site/",
      "status": 200,
      "ms": 35
     }
    ],
    "npm": null
   },
   "claims": [
    "GPU-first diagnostics scripts for a local Windows/WSL2 miner",
    "Bilingual animated miner + validator guide site",
    "Validator guide verifies the official package by SHA-256"
   ],
   "claims_verdict": "Verified",
   "claims_note": "Site and validator page return 200; the docs check validator-cs-be91fe83 against a pinned SHA-256 and SHA256SUMS; all 12 scripts parse (GPU results themselves not reproducible here).",
   "claims_evidence": [
    "https://omerbek.github.io/flop-local-miner/site/validator.html",
    "repo: docs/VALIDATOR-SETUP.en.md"
   ],
   "claims_penalty": 0,
   "rank": 6,
   "category_rank": 1
  },
  {
   "id": "dizcorvus-airdrop-skill",
   "name": "FLOP Airdrop Skill (dizcorvus)",
   "category": "Guides & docs",
   "service_description": "Community agent skill restating official airdrop/testnet rules for agents; links official pages.",
   "kind": "agent",
   "official": false,
   "scores": {
    "reliability": 85,
    "quality": 100,
    "speed": 100,
    "safety": 95
   },
   "measured_score": 94.4,
   "community_score": 0,
   "community_bayes_score": 0,
   "community_weight_applied": 0,
   "trust_score": 94.4,
   "confidence": "high",
   "metrics_covered": [
    "reliability",
    "quality",
    "speed",
    "safety"
   ],
   "metrics_applicable": [
    "reliability",
    "quality",
    "speed",
    "safety"
   ],
   "excluded_from_ranking": false,
   "basis": {
    "reliability": "URL uptime probe + repo freshness",
    "quality": "usefulness heuristic (docs depth, network-specific, live product, license, stars); no inference endpoint to test",
    "speed": "HTTP response time of live URL (single probe from US-East sandbox)",
    "safety": "README/homepage scan: token-sale, secret requests, impersonation, Sybil-evasion, lookalike domains, wallet access",
    "claims": "claims check 2026-11-10: README/homepage claims tested via live fetch + static repo check; quality +0"
   },
   "metrics": {
    "http_up": "1/1",
    "days_since_push": 19.9,
    "http_ms_median": 79,
    "safety_flags": [
     {
      "severity": "low",
      "code": "curl_pipe_sh",
      "detail": "Install via curl | sh: review the script before running."
     }
    ],
    "safety_positives": [
     "links official FLOP domains"
    ],
    "data_access": [
     "devnet faucet",
     "runs installers / root on host"
    ]
   },
   "evidence": {
    "links": [
     "https://github.com/dizcorvus/flop-airdrop-skill",
     "https://flop.finance/"
    ],
    "github": {
     "stars": 9,
     "pushed_at": "2026-10-21T08:43:26Z",
     "license": "MIT",
     "archived": false
    },
    "http": [
     {
      "url": "https://flop.finance/",
      "status": 200,
      "ms": 79
     }
    ],
    "npm": null
   },
   "claims": [
    "Agent skill (SKILL.md + AGENTS.md) summarising what earns in the draft airdrop",
    "Figures sourced from flop.finance/airdrop (draft)",
    "One-line installer (curl | bash)"
   ],
   "claims_verdict": "Verified",
   "claims_note": "SKILL.md, AGENTS.md and install.sh exist and parse, and flop.finance/airdrop is live; the curl | bash install is already counted in safety.",
   "claims_evidence": [
    "https://flop.finance/airdrop/",
    "repo: SKILL.md, install.sh"
   ],
   "claims_penalty": 0,
   "rank": 7,
   "category_rank": 3
  },
  {
   "id": "loferbart-broker-readiness",
   "name": "FLOP Broker Readiness Lab",
   "category": "Research & analysis",
   "service_description": "Client-side broker economics simulator and research page.",
   "kind": "tool",
   "official": false,
   "scores": {
    "reliability": 85,
    "quality": 90,
    "speed": 100,
    "safety": 100
   },
   "measured_score": 93.1,
   "community_score": 0,
   "community_bayes_score": 0,
   "community_weight_applied": 0,
   "trust_score": 93.1,
   "confidence": "high",
   "metrics_covered": [
    "reliability",
    "quality",
    "speed",
    "safety"
   ],
   "metrics_applicable": [
    "reliability",
    "quality",
    "speed",
    "safety"
   ],
   "excluded_from_ranking": false,
   "basis": {
    "reliability": "URL uptime probe + repo freshness",
    "quality": "usefulness heuristic (docs depth, network-specific, live product, license, stars); no inference endpoint to test",
    "speed": "HTTP response time of live URL (single probe from US-East sandbox)",
    "safety": "README/homepage scan: token-sale, secret requests, impersonation, Sybil-evasion, lookalike domains, wallet access",
    "claims": "claims check 2026-11-10: README/homepage claims tested via live fetch + static repo check; quality +0"
   },
   "metrics": {
    "http_up": "1/1",
    "days_since_push": 20.4,
    "http_ms_median": 41,
    "safety_flags": [],
    "safety_positives": [
     "links official FLOP domains"
    ],
    "data_access": [
     "read-only public data",
     "handles a private key/seed (check where it is stored)"
    ]
   },
   "evidence": {
    "links": [
     "https://github.com/loferbart/flop-broker-readiness",
     "https://loferbart.github.io/flop-broker-readiness/"
    ],
    "github": {
     "stars": 0,
     "pushed_at": "2026-10-20T20:51:31Z",
     "license": "MIT",
     "archived": false
    },
    "http": [
     {
      "url": "https://loferbart.github.io/flop-broker-readiness/",
      "status": 200,
      "ms": 41
     }
    ],
    "npm": null
   },
   "claims": [
    "Live client-side broker economics simulator",
    "index.html runs offline and sends nothing to a server",
    "Signed Technocore announcements archived in technocore-contributions.json"
   ],
   "claims_verdict": "Verified",
   "claims_note": "GitHub Pages site returns 200; index.html and technocore-contributions.json are in the repo.",
   "claims_evidence": [
    "https://loferbart.github.io/flop-broker-readiness/"
   ],
   "claims_penalty": 0,
   "rank": 8,
   "category_rank": 3
  },
  {
   "id": "flop-mcp",
   "name": "FLOP hosted MCP (mcp.flop.network)",
   "category": "Developer SDKs & APIs",
   "service_description": "Official read-only MCP server: chain stats, settlements, model pricing, knowledge catalog and yellowpaper explainer tools for agents.",
   "kind": "official_service",
   "official": true,
   "scores": {
    "reliability": 100,
    "quality": 70,
    "speed": 100,
    "safety": 100
   },
   "measured_score": 91.7,
   "community_score": 0,
   "community_bayes_score": 0,
   "community_weight_applied": 0,
   "trust_score": 91.7,
   "confidence": "high",
   "metrics_covered": [
    "reliability",
    "quality",
    "speed",
    "safety"
   ],
   "metrics_applicable": [
    "reliability",
    "quality",
    "speed",
    "safety"
   ],
   "excluded_from_ranking": false,
   "basis": {
    "reliability": "endpoint health",
    "quality": "usefulness heuristic (docs depth, network-specific, live product, license, stars); no inference endpoint to test",
    "speed": "HTTP response time of live URL (single probe from US-East sandbox)",
    "safety": "README/homepage scan: token-sale, secret requests, impersonation, Sybil-evasion, lookalike domains, wallet access",
    "claims": "claims check 2026-11-10: README/homepage claims tested via live fetch + static repo check; quality +0"
   },
   "metrics": {
    "http_up": "2/2",
    "http_ms_median": 206,
    "safety_flags": [],
    "safety_positives": [
     "official FLOP Labs property"
    ],
    "data_access": []
   },
   "evidence": {
    "links": [
     "https://mcp.flop.network/health",
     "https://flop.network/mcp-config.json"
    ],
    "github": null,
    "http": [
     {
      "url": "https://mcp.flop.network/health",
      "status": 200,
      "ms": 571
     },
     {
      "url": "https://flop.network/mcp-config.json",
      "status": 200,
      "ms": 206
     }
    ],
    "npm": null
   },
   "claims": [
    "Public hosted MCP endpoint is read-only",
    "Streamable HTTP transport at mcp.flop.network/mcp",
    "Tools for balance, HTLC status, trust root, settlements"
   ],
   "claims_verdict": "Verified",
   "claims_note": "/health reports readOnly=true, transport streamable-http, all dependencies ok; a tools/list call returned flop_health, flop_get_balance, flop_check_htlc, flop_trust_root and more, all readOnlyHint.",
   "claims_evidence": [
    "https://mcp.flop.network/health",
    "POST https://mcp.flop.network/mcp tools/list"
   ],
   "claims_penalty": 0,
   "rank": 9,
   "category_rank": 1
  },
  {
   "id": "flop-faucet",
   "name": "FLOP devnet faucet",
   "category": "Developer SDKs & APIs",
   "service_description": "Official devnet faucet: test FLOP grants (25 anonymous / 2 agent per day) and miner/validator stake sponsorship lanes.",
   "kind": "official_service",
   "official": true,
   "scores": {
    "reliability": 100,
    "quality": 70,
    "speed": 100,
    "safety": 100
   },
   "measured_score": 91.7,
   "community_score": 0,
   "community_bayes_score": 0,
   "community_weight_applied": 0,
   "trust_score": 91.7,
   "confidence": "high",
   "metrics_covered": [
    "reliability",
    "quality",
    "speed",
    "safety"
   ],
   "metrics_applicable": [
    "reliability",
    "quality",
    "speed",
    "safety"
   ],
   "excluded_from_ranking": false,
   "basis": {
    "reliability": "endpoint health",
    "quality": "usefulness heuristic (docs depth, network-specific, live product, license, stars); no inference endpoint to test",
    "speed": "HTTP response time of live URL (single probe from US-East sandbox)",
    "safety": "README/homepage scan: token-sale, secret requests, impersonation, Sybil-evasion, lookalike domains, wallet access",
    "claims": "claims check 2026-11-10: README/homepage claims tested via live fetch + static repo check; quality +0"
   },
   "metrics": {
    "http_up": "2/2",
    "http_ms_median": 279,
    "safety_flags": [],
    "safety_positives": [
     "official FLOP Labs property"
    ],
    "data_access": []
   },
   "evidence": {
    "links": [
     "https://faucet.flop.network/health",
     "https://faucet.flop.network/limits"
    ],
    "github": null,
    "http": [
     {
      "url": "https://faucet.flop.network/health",
      "status": 200,
      "ms": 850
     },
     {
      "url": "https://faucet.flop.network/limits",
      "status": 200,
      "ms": 279
     }
    ],
    "npm": null
   },
   "claims": [
    "Devnet faucet with published grant limits",
    "Anonymous and agent grant tiers with cooldowns",
    "Health endpoint"
   ],
   "claims_verdict": "Verified",
   "claims_note": "/limits shows status open, 25 FLOP anonymous / 2 FLOP agent grants and a 10M daily cap; /health answers but reports status 'degraded'.",
   "claims_evidence": [
    "https://faucet.flop.network/limits",
    "https://faucet.flop.network/health"
   ],
   "claims_penalty": 0,
   "rank": 10,
   "category_rank": 2
  },
  {
   "id": "flop-labs-sdk",
   "name": "@flop-labs/sdk (npm)",
   "category": "Developer SDKs & APIs",
   "service_description": "Official TypeScript SDK: HTLC workflows, PoUI proofs, account management and runDirectSession for direct compute channels.",
   "kind": "sdk",
   "official": true,
   "scores": {
    "reliability": 100,
    "quality": 70,
    "speed": 100,
    "safety": 100
   },
   "measured_score": 91.7,
   "community_score": 0,
   "community_bayes_score": 0,
   "community_weight_applied": 0,
   "trust_score": 91.7,
   "confidence": "high",
   "metrics_covered": [
    "reliability",
    "quality",
    "speed",
    "safety"
   ],
   "metrics_applicable": [
    "reliability",
    "quality",
    "speed",
    "safety"
   ],
   "excluded_from_ranking": false,
   "basis": {
    "reliability": "endpoint health",
    "quality": "usefulness heuristic (docs depth, network-specific, live product, license, stars); no inference endpoint to test",
    "speed": "HTTP response time of live URL (single probe from US-East sandbox)",
    "safety": "README/homepage scan: token-sale, secret requests, impersonation, Sybil-evasion, lookalike domains, wallet access",
    "claims": "claims check 2026-11-10: README/homepage claims tested via live fetch + static repo check; quality +0"
   },
   "metrics": {
    "http_up": "1/1",
    "http_ms_median": 95,
    "safety_flags": [],
    "safety_positives": [
     "official FLOP Labs property"
    ],
    "data_access": []
   },
   "evidence": {
    "links": [
     "https://registry.npmjs.org/@flop-labs/sdk/latest"
    ],
    "github": null,
    "http": [
     {
      "url": "https://registry.npmjs.org/@flop-labs/sdk/latest",
      "status": 200,
      "ms": 95
     }
    ],
    "npm": {
     "version": "0.5.2",
     "description": "TypeScript SDK for the FLOP Network – HTLC workflows, PoUI proofs, and account management"
    }
   },
   "claims": [
    "TypeScript SDK for HTLC workflows, PoUI proofs and accounts",
    "Published on npm as @flop-labs/sdk",
    "Ships a flop-client-gen CLI"
   ],
   "claims_verdict": "Verified",
   "claims_note": "npm registry lists v0.5.2 with that description, 681 files and the flop-client-gen bin.",
   "claims_evidence": [
    "https://registry.npmjs.org/@flop-labs/sdk/latest"
   ],
   "claims_penalty": 0,
   "rank": 11,
   "category_rank": 3
  },
  {
   "id": "makabeez-devnet-board",
   "name": "FLOP devnet board",
   "category": "Dashboards & explorers",
   "service_description": "Live board of the devnet miner economy: sponsored, registered, calibrated, gateway-quoted and paid miners, refreshed every minute from public sources.",
   "kind": "dashboard",
   "official": false,
   "scores": {
    "reliability": 80,
    "quality": 90,
    "speed": 100,
    "safety": 100
   },
   "measured_score": 91.7,
   "community_score": 0,
   "community_bayes_score": 0,
   "community_weight_applied": 0,
   "trust_score": 91.7,
   "confidence": "high",
   "metrics_covered": [
    "reliability",
    "quality",
    "speed",
    "safety"
   ],
   "metrics_applicable": [
    "reliability",
    "quality",
    "speed",
    "safety"
   ],
   "excluded_from_ranking": false,
   "basis": {
    "reliability": "URL uptime probe + repo freshness",
    "quality": "usefulness heuristic (docs depth, network-specific, live product, license, stars); no inference endpoint to test",
    "speed": "HTTP response time of live URL (single probe from US-East sandbox)",
    "safety": "README/homepage scan: token-sale, secret requests, impersonation, Sybil-evasion, lookalike domains, wallet access",
    "claims": "claims check 2026-11-10: README/homepage claims tested via live fetch + static repo check; quality +0"
   },
   "metrics": {
    "http_up": "1/2",
    "days_since_push": 6.3,
    "http_ms_median": 65,
    "safety_flags": [],
    "safety_positives": [
     "states unofficial / no token"
    ],
    "data_access": [
     "devnet faucet"
    ]
   },
   "evidence": {
    "links": [
     "https://github.com/Makabeez/flop-devnet-board",
     "https://flop-devnet-board.vercel.app",
     "https://flop-devnet-board.vercel.app/api/snapshot"
    ],
    "github": {
     "stars": 0,
     "pushed_at": "2026-11-03T22:35:34Z",
     "license": "MIT",
     "archived": false
    },
    "http": [
     {
      "url": "https://flop-devnet-board.vercel.app",
      "status": 200,
      "ms": 65
     },
     {
      "url": "https://flop-devnet-board.vercel.app/api/snapshot",
      "status": 0,
      "ms": 12001,
      "error": "AbortError"
     }
    ],
    "npm": null
   },
   "claims": [
    "Live board of the devnet miner economy from chain, MCP, gateway and faucet",
    "Public CORS-open JSON at /api/snapshot",
    "Data refreshed about once a minute"
   ],
   "claims_verdict": "Verified",
   "claims_note": "/api/snapshot returned 124 KB of JSON generated at request time with Access-Control-Allow-Origin: *, but a cold build took 38 s (a 20 s probe timed out).",
   "claims_evidence": [
    "https://flop-devnet-board.vercel.app/api/snapshot",
    "https://flop-devnet-board.vercel.app"
   ],
   "claims_penalty": 0,
   "rank": 12,
   "category_rank": 2
  },
  {
   "id": "flop-labs-tclk",
   "name": "tclk (Technocore Lock Protocol)",
   "category": "Trading & crypto data",
   "service_description": "Official convention layer for HTLC/PTLC deals between agents that meet in a technocore.chat room.",
   "kind": "sdk",
   "official": true,
   "scores": {
    "reliability": 100,
    "quality": 85,
    "safety": 100
   },
   "measured_score": 90.9,
   "community_score": 0,
   "community_bayes_score": 0,
   "community_weight_applied": 0,
   "trust_score": 90.9,
   "confidence": "medium",
   "metrics_covered": [
    "reliability",
    "quality",
    "safety"
   ],
   "metrics_applicable": [
    "reliability",
    "quality",
    "speed",
    "safety"
   ],
   "excluded_from_ranking": false,
   "basis": {
    "reliability": "repo freshness (no live URL)",
    "quality": "usefulness heuristic (docs depth, network-specific, live product, license, stars); no inference endpoint to test",
    "safety": "README/homepage scan: token-sale, secret requests, impersonation, Sybil-evasion, lookalike domains, wallet access",
    "claims": "claims check 2026-11-10: README/homepage claims tested via live fetch + static repo check; quality +0"
   },
   "metrics": {
    "days_since_push": 0.1,
    "safety_flags": [],
    "safety_positives": [
     "links official FLOP domains",
     "official FLOP Labs property"
    ],
    "data_access": []
   },
   "evidence": {
    "links": [
     "https://github.com/flop-labs/tclk"
    ],
    "github": {
     "stars": 19,
     "pushed_at": "2026-11-10T04:45:37Z",
     "license": "Apache-2.0",
     "archived": false
    },
    "http": [],
    "npm": null
   },
   "claims": [
    "tclk/1 HTLC/PTLC deal protocol over signed room messages",
    "Packages: core (src/), native FLOP rail (flop/), MCP server (mcp/)",
    "Runnable examples live-deal.mjs and audit-export.mjs"
   ],
   "claims_verdict": "Verified",
   "claims_note": "All three packages and both examples are present with 25 test files; the JS examples parse (TypeScript not compiled here).",
   "claims_evidence": [
    "repo: src/, flop/, mcp/, examples/"
   ],
   "claims_penalty": 0,
   "rank": 13,
   "category_rank": 1
  },
  {
   "id": "makabeez-pc-miner",
   "name": "flop-pc-miner (Windows/WSL)",
   "category": "Miner & validator tooling",
   "service_description": "Runs a devnet miner on a Windows + NVIDIA PC in one WSL distro using official images, with start/stop shortcuts and a desktop widget.",
   "kind": "miner_script",
   "official": false,
   "scores": {
    "reliability": 100,
    "quality": 85,
    "safety": 100
   },
   "measured_score": 90.9,
   "community_score": 0,
   "community_bayes_score": 0,
   "community_weight_applied": 0,
   "trust_score": 90.9,
   "confidence": "medium",
   "metrics_covered": [
    "reliability",
    "quality",
    "safety"
   ],
   "metrics_applicable": [
    "reliability",
    "quality",
    "speed",
    "safety"
   ],
   "excluded_from_ranking": false,
   "basis": {
    "reliability": "repo freshness (no live URL)",
    "quality": "usefulness heuristic (docs depth, network-specific, live product, license, stars); no inference endpoint to test",
    "safety": "README/homepage scan: token-sale, secret requests, impersonation, Sybil-evasion, lookalike domains, wallet access",
    "claims": "claims check 2026-11-10: README/homepage claims tested via live fetch + static repo check; quality +0"
   },
   "metrics": {
    "days_since_push": 1.6,
    "safety_flags": [],
    "safety_positives": [
     "links official FLOP domains",
     "states unofficial / no token"
    ],
    "data_access": [
     "read-only public data",
     "creates local key file (0600)",
     "devnet faucet",
     "runs installers / root on host"
    ]
   },
   "evidence": {
    "links": [
     "https://github.com/Makabeez/flop-pc-miner"
    ],
    "github": {
     "stars": 5,
     "pushed_at": "2026-11-08T17:18:39Z",
     "license": "MIT",
     "archived": false
    },
    "http": [],
    "npm": null
   },
   "claims": [
    "Official images only, pulled by sha256 digest from flop.network/releases.json",
    "One script installs, registers, starts and stops the miner in a dedicated WSL distro",
    "Live local dashboard and widget (flop-dash.py) plus Windows shortcuts"
   ],
   "claims_verdict": "Verified",
   "claims_note": "The script reads releases.json and enforces a ghcr.io/flop-labs …@sha256 pattern; its pinned CLI floor v0.1.290 digest matches GHCR's own digest; flop-dash.py and windows/ exist and parse.",
   "claims_evidence": [
    "https://flop.network/releases.json",
    "ghcr.io/flop-labs/flop-core/cli:v0.1.290 -> sha256:24e32b03…",
    "repo: flop-miner.sh L50, L251"
   ],
   "claims_penalty": 0,
   "rank": 14,
   "category_rank": 2
  },
  {
   "id": "flop-explorer",
   "name": "FLOP devnet explorer",
   "category": "Dashboards & explorers",
   "service_description": "Official block, account, miner and compute-channel explorer with a public JSON API (/api/health, /api/miners, /api/compute-channels, /api/models, /api/validators).",
   "kind": "official_service",
   "official": true,
   "scores": {
    "reliability": 100,
    "quality": 70,
    "speed": 100,
    "safety": 95
   },
   "measured_score": 90.3,
   "community_score": 0,
   "community_bayes_score": 0,
   "community_weight_applied": 0,
   "trust_score": 90.3,
   "confidence": "high",
   "metrics_covered": [
    "reliability",
    "quality",
    "speed",
    "safety"
   ],
   "metrics_applicable": [
    "reliability",
    "quality",
    "speed",
    "safety"
   ],
   "excluded_from_ranking": false,
   "basis": {
    "reliability": "endpoint health",
    "quality": "usefulness heuristic (docs depth, network-specific, live product, license, stars); no inference endpoint to test",
    "speed": "HTTP response time of live URL (single probe from US-East sandbox)",
    "safety": "README/homepage scan: token-sale, secret requests, impersonation, Sybil-evasion, lookalike domains, wallet access",
    "claims": "claims check 2026-11-10: README/homepage claims tested via live fetch + static repo check; quality +0"
   },
   "metrics": {
    "http_up": "2/2",
    "http_ms_median": 229,
    "safety_flags": [
     {
      "severity": "medium",
      "code": "wallet_connect",
      "detail": "Asks to connect a wallet."
     }
    ],
    "safety_positives": [
     "links official FLOP domains",
     "official FLOP Labs property"
    ],
    "data_access": [
     "read-only public data",
     "creates local key file (0600)",
     "devnet gateway key",
     "devnet faucet",
     "wallet connection"
    ]
   },
   "evidence": {
    "links": [
     "https://explorer.devnet.flop.network/api/health",
     "https://explorer.devnet.flop.network/connect"
    ],
    "github": null,
    "http": [
     {
      "url": "https://explorer.devnet.flop.network/api/health",
      "status": 200,
      "ms": 320
     },
     {
      "url": "https://explorer.devnet.flop.network/connect",
      "status": 200,
      "ms": 229
     }
    ],
    "npm": null
   },
   "claims": [
    "Indexes the devnet chain live",
    "Compute-channel API used by the scorer",
    "Connect page for wallets/agents"
   ],
   "claims_verdict": "Verified",
   "claims_note": "/api/health shows phase live with a head lag of 1-4 blocks; /api/compute-channels and /connect return data. The /compute-channel/<id> links the scorer had stored 404; the working path is /channels/<id> (links corrected).",
   "claims_evidence": [
    "https://explorer.devnet.flop.network/api/health",
    "https://explorer.devnet.flop.network/channels/0x76f5c5bf…"
   ],
   "claims_penalty": 0,
   "rank": 15,
   "category_rank": 3
  },
  {
   "id": "syphiliis-flop-key",
   "name": "FLOP key (browser did:key + devnet address)",
   "category": "Agent network & identity",
   "service_description": "Single-file browser generator for an Ed25519 did:key and matching FLOP devnet address, with signing and Technocore publishing.",
   "kind": "tool",
   "official": false,
   "scores": {
    "reliability": 85,
    "quality": 84.1,
    "speed": 90.6,
    "safety": 100
   },
   "measured_score": 89.9,
   "community_score": 0,
   "community_bayes_score": 0,
   "community_weight_applied": 0,
   "trust_score": 89.9,
   "confidence": "high",
   "metrics_covered": [
    "reliability",
    "quality",
    "speed",
    "safety"
   ],
   "metrics_applicable": [
    "reliability",
    "quality",
    "speed",
    "safety"
   ],
   "excluded_from_ranking": false,
   "basis": {
    "reliability": "URL uptime probe + repo freshness",
    "quality": "usefulness heuristic (docs depth, network-specific, live product, license, stars); no inference endpoint to test",
    "speed": "HTTP response time of live URL (single probe from US-East sandbox)",
    "safety": "README/homepage scan: token-sale, secret requests, impersonation, Sybil-evasion, lookalike domains, wallet access",
    "claims": "claims check 2026-11-10: README/homepage claims tested via live fetch + static repo check; quality +0"
   },
   "metrics": {
    "http_up": "1/1",
    "days_since_push": 14.4,
    "http_ms_median": 742,
    "safety_flags": [],
    "safety_positives": [
     "links official FLOP domains",
     "states unofficial / no token"
    ],
    "data_access": [
     "devnet gateway key",
     "devnet faucet"
    ]
   },
   "evidence": {
    "links": [
     "https://github.com/Syphiliis/flop-key",
     "https://breizhnode.com/flop"
    ],
    "github": {
     "stars": 0,
     "pushed_at": "2026-10-26T21:21:31Z",
     "license": "Apache-2.0",
     "archived": false
    },
    "http": [
     {
      "url": "https://breizhnode.com/flop",
      "status": 200,
      "ms": 742
     }
    ],
    "npm": null
   },
   "claims": [
    "One file, zero dependencies, about 200 lines",
    "generate / fromSeed / signMessage / publish / enrollDevnet",
    "Same flow in the browser at breizhnode.com/flop"
   ],
   "claims_verdict": "Verified",
   "claims_note": "flop-key.js is 213 lines with no dependencies in package.json, exports all five functions, and the browser page returns 200.",
   "claims_evidence": [
    "https://breizhnode.com/flop",
    "repo: flop-key.js"
   ],
   "claims_penalty": 0,
   "rank": 16,
   "category_rank": 3
  },
  {
   "id": "oversight-flopstar",
   "name": "Flopstar",
   "category": "Research & analysis",
   "service_description": "Python agent that buys FLOP inference and reports each turn to Oversight's Touchstone verification service (self-hosted, no public endpoint).",
   "kind": "inference_app",
   "official": false,
   "scores": {
    "reliability": 100,
    "quality": 77,
    "safety": 100
   },
   "measured_score": 88.5,
   "community_score": 0,
   "community_bayes_score": 0,
   "community_weight_applied": 0,
   "trust_score": 88.5,
   "confidence": "medium",
   "metrics_covered": [
    "reliability",
    "quality",
    "safety"
   ],
   "metrics_applicable": [
    "reliability",
    "quality",
    "speed",
    "safety"
   ],
   "excluded_from_ranking": false,
   "basis": {
    "reliability": "repo freshness (no live URL)",
    "quality": "usefulness heuristic (docs depth, network-specific, live product, license, stars); no inference endpoint to test",
    "safety": "README/homepage scan: token-sale, secret requests, impersonation, Sybil-evasion, lookalike domains, wallet access",
    "claims": "claims check 2026-11-10: README/homepage claims tested via live fetch + static repo check; quality +0"
   },
   "metrics": {
    "days_since_push": 5.7,
    "safety_flags": [],
    "safety_positives": [
     "links official FLOP domains"
    ],
    "data_access": [
     "read-only public data",
     "devnet gateway key",
     "devnet faucet",
     "handles a private key/seed (check where it is stored)",
     "runs installers / root on host"
    ]
   },
   "evidence": {
    "links": [
     "https://github.com/oversight-markets/flopstar"
    ],
    "github": {
     "stars": 1,
     "pushed_at": "2026-11-04T14:41:45Z",
     "license": "Apache-2.0",
     "archived": false
    },
    "http": [],
    "npm": null
   },
   "claims": [
    "Agent that buys FLOP inference and reports each turn to Touchstone",
    "Every signing/spending command is a dry run until --post",
    "Read-only commands: flop config / status / wallet address / touchstone status"
   ],
   "claims_verdict": "Verified",
   "claims_note": "The commands and dry-run gating exist in src/ with 30 test files and all 54 code files parse; the spend path was not exercised.",
   "claims_evidence": [
    "repo: src/, tests/"
   ],
   "claims_penalty": 0,
   "rank": 17,
   "category_rank": 4
  },
  {
   "id": "volkstiger-technocore-pulse",
   "name": "technocore-pulse",
   "category": "Dashboards & explorers",
   "service_description": "Stdlib-only toolkit and single-page dashboard for technocore.chat room health and activity.",
   "kind": "dashboard",
   "official": false,
   "scores": {
    "reliability": 100,
    "quality": 75,
    "safety": 100
   },
   "measured_score": 87.9,
   "community_score": 0,
   "community_bayes_score": 0,
   "community_weight_applied": 0,
   "trust_score": 87.9,
   "confidence": "medium",
   "metrics_covered": [
    "reliability",
    "quality",
    "safety"
   ],
   "metrics_applicable": [
    "reliability",
    "quality",
    "speed",
    "safety"
   ],
   "excluded_from_ranking": false,
   "basis": {
    "reliability": "repo freshness (no live URL)",
    "quality": "usefulness heuristic (docs depth, network-specific, live product, license, stars); no inference endpoint to test",
    "safety": "README/homepage scan: token-sale, secret requests, impersonation, Sybil-evasion, lookalike domains, wallet access",
    "claims": "claims check 2026-11-10: README/homepage claims tested via live fetch + static repo check; quality +0"
   },
   "metrics": {
    "days_since_push": 0.4,
    "safety_flags": [],
    "safety_positives": [
     "links official FLOP domains"
    ],
    "data_access": [
     "read-only public data",
     "devnet faucet"
    ]
   },
   "evidence": {
    "links": [
     "https://github.com/VolksTiger/technocore-pulse"
    ],
    "github": {
     "stars": 0,
     "pushed_at": "2026-11-09T20:41:52Z",
     "license": "MIT",
     "archived": false
    },
    "http": [],
    "npm": null
   },
   "claims": [
    "pulse.py, recorder.py, authenticity.py, reputation.py, measure_502.py tools",
    "dashboard.html live console and toolkit.html DID inspector",
    "Deterministic Ed25519 signing test vectors"
   ],
   "claims_verdict": "Verified",
   "claims_note": "Every listed tool, both HTML pages and test-vectors.json are present; 56 code files parse.",
   "claims_evidence": [
    "repo: pulse.py, dashboard.html, test-vectors.json"
   ],
   "claims_penalty": 0,
   "rank": 18,
   "category_rank": 4
  },
  {
   "id": "lumi-observatory",
   "name": "LUMI Agentic Observatory",
   "category": "Chat assistants",
   "service_description": "Self-hosted, policy-gated agent runtime over Telegram + web UI with a FLOP worker that enrolls with api.flop.network and buys inference (no public endpoint).",
   "kind": "inference_app",
   "official": false,
   "scores": {
    "reliability": 100,
    "quality": 75,
    "safety": 100
   },
   "measured_score": 87.9,
   "community_score": 0,
   "community_bayes_score": 0,
   "community_weight_applied": 0,
   "trust_score": 87.9,
   "confidence": "medium",
   "metrics_covered": [
    "reliability",
    "quality",
    "safety"
   ],
   "metrics_applicable": [
    "reliability",
    "quality",
    "speed",
    "safety"
   ],
   "excluded_from_ranking": false,
   "basis": {
    "reliability": "repo freshness (no live URL)",
    "quality": "usefulness heuristic (docs depth, network-specific, live product, license, stars); no inference endpoint to test",
    "safety": "README/homepage scan: token-sale, secret requests, impersonation, Sybil-evasion, lookalike domains, wallet access",
    "claims": "claims check 2026-11-10: README/homepage claims tested via live fetch + static repo check; quality +0"
   },
   "metrics": {
    "days_since_push": 6.8,
    "safety_flags": [],
    "safety_positives": [
     "links official FLOP domains"
    ],
    "data_access": [
     "read-only public data",
     "creates local key file (0600)",
     "devnet gateway key",
     "devnet faucet",
     "runs installers / root on host"
    ]
   },
   "evidence": {
    "links": [
     "https://github.com/mstfalisrn/lumi-observatory"
    ],
    "github": {
     "stars": 0,
     "pushed_at": "2026-11-03T12:37:29Z",
     "license": "MIT",
     "archived": false
    },
    "http": [],
    "npm": null
   },
   "claims": [
    "./scripts/setup.sh generates an Ed25519 key, publishes a did:key note and builds the stack",
    "Policy-gated tool execution (ALLOW / REQUIRE_APPROVAL / DENY)",
    "Redis Streams queue with dead-letter handling and a tclk market agent"
   ],
   "claims_verdict": "Verified",
   "claims_note": "setup.sh and quickstart.sh exist, and the policy, queue and agent code is present with 49 test files; all 139 JS/Py files parse (the self-hosted stack was not run).",
   "claims_evidence": [
    "repo: scripts/setup.sh, scripts/quickstart.sh"
   ],
   "claims_penalty": 0,
   "rank": 19,
   "category_rank": 1
  },
  {
   "id": "syphiliis-gpu-miner",
   "name": "flop-gpu-miner (one command)",
   "category": "Miner & validator tooling",
   "service_description": "One-command installer for worker + GPU backend on a rented Ubuntu GPU box, verifying the official pack fingerprint.",
   "kind": "miner_script",
   "official": false,
   "scores": {
    "reliability": 100,
    "quality": 75,
    "safety": 100
   },
   "measured_score": 87.9,
   "community_score": 0,
   "community_bayes_score": 0,
   "community_weight_applied": 0,
   "trust_score": 87.9,
   "confidence": "medium",
   "metrics_covered": [
    "reliability",
    "quality",
    "safety"
   ],
   "metrics_applicable": [
    "reliability",
    "quality",
    "speed",
    "safety"
   ],
   "excluded_from_ranking": false,
   "basis": {
    "reliability": "repo freshness (no live URL)",
    "quality": "usefulness heuristic (docs depth, network-specific, live product, license, stars); no inference endpoint to test",
    "safety": "README/homepage scan: token-sale, secret requests, impersonation, Sybil-evasion, lookalike domains, wallet access",
    "claims": "claims check 2026-11-10: README/homepage claims tested via live fetch + static repo check; quality +0"
   },
   "metrics": {
    "days_since_push": 1.8,
    "safety_flags": [],
    "safety_positives": [
     "links official FLOP domains",
     "states unofficial / no token"
    ],
    "data_access": [
     "creates local key file (0600)",
     "devnet faucet",
     "runs installers / root on host"
    ]
   },
   "evidence": {
    "links": [
     "https://github.com/Syphiliis/flop-gpu-miner"
    ],
    "github": {
     "stars": 0,
     "pushed_at": "2026-11-08T12:00:51Z",
     "license": "MIT",
     "archived": false
    },
    "http": [],
    "npm": null
   },
   "claims": [
    "One command sets up Docker, GPU access, the official miner pack, account, model and HTTPS",
    "Official pack checked by its SHA-256 fingerprint",
    "Images pinned by version and digest"
   ],
   "claims_verdict": "Verified",
   "claims_note": "The installer parses, and its pinned pack fingerprint 35f222f7…b2b514b1 matches the one published in flop.network's miner SKILL.md; images are pinned …@sha256. The installer says itself that it has not yet run on a real GPU.",
   "claims_evidence": [
    "https://flop.network/skills/flop-miner-devnet/SKILL.md",
    "repo: flop-miner L16-24, L494"
   ],
   "claims_penalty": 0,
   "rank": 20,
   "category_rank": 4
  },
  {
   "id": "flop-labs-codescape",
   "name": "codescape",
   "category": "Coding tools",
   "service_description": "Flop Labs' 3D fly-through map of a Git repository's source, built on Makepad (not FLOP-network specific).",
   "kind": "tool",
   "official": true,
   "scores": {
    "reliability": 100,
    "quality": 70,
    "safety": 100
   },
   "measured_score": 86.4,
   "community_score": 0,
   "community_bayes_score": 0,
   "community_weight_applied": 0,
   "trust_score": 86.4,
   "confidence": "medium",
   "metrics_covered": [
    "reliability",
    "quality",
    "safety"
   ],
   "metrics_applicable": [
    "reliability",
    "quality",
    "speed",
    "safety"
   ],
   "excluded_from_ranking": false,
   "basis": {
    "reliability": "repo freshness (no live URL)",
    "quality": "usefulness heuristic (docs depth, network-specific, live product, license, stars); no inference endpoint to test",
    "safety": "README/homepage scan: token-sale, secret requests, impersonation, Sybil-evasion, lookalike domains, wallet access",
    "claims": "claims check 2026-11-10: README/homepage claims tested via live fetch + static repo check; quality +0"
   },
   "metrics": {
    "days_since_push": 4.7,
    "safety_flags": [],
    "safety_positives": [
     "official FLOP Labs property"
    ],
    "data_access": [
     "runs installers / root on host"
    ]
   },
   "evidence": {
    "links": [
     "https://github.com/flop-labs/codescape"
    ],
    "github": {
     "stars": 2,
     "pushed_at": "2026-11-05T13:47:41Z",
     "license": null,
     "archived": false
    },
    "http": [],
    "npm": null
   },
   "claims": [
    "3D fly-through map of a Git repo built on Makepad",
    "codescape binary plus a bench binary",
    "Tour mode (--tour --loop)"
   ],
   "claims_verdict": "Verified",
   "claims_note": "Cargo.toml declares the codescape bin and src/bin/bench.rs exists, along with tour.rs; not compiled here.",
   "claims_evidence": [
    "repo: Cargo.toml, src/main.rs, src/bin/bench.rs, src/tour.rs"
   ],
   "claims_penalty": 0,
   "rank": 21,
   "category_rank": 1
  },
  {
   "id": "makabeez-devnet-starter",
   "name": "flop-devnet-starter",
   "category": "Developer SDKs & APIs",
   "service_description": "One bash script from zero to a settled inference call using the official CLI, gateway and hosted MCP.",
   "kind": "tool",
   "official": false,
   "scores": {
    "reliability": 100,
    "quality": 68.8,
    "safety": 100
   },
   "measured_score": 86,
   "community_score": 0,
   "community_bayes_score": 0,
   "community_weight_applied": 0,
   "trust_score": 86,
   "confidence": "medium",
   "metrics_covered": [
    "reliability",
    "quality",
    "safety"
   ],
   "metrics_applicable": [
    "reliability",
    "quality",
    "speed",
    "safety"
   ],
   "excluded_from_ranking": false,
   "basis": {
    "reliability": "repo freshness (no live URL)",
    "quality": "usefulness heuristic (docs depth, network-specific, live product, license, stars); no inference endpoint to test",
    "safety": "README/homepage scan: token-sale, secret requests, impersonation, Sybil-evasion, lookalike domains, wallet access",
    "claims": "claims check 2026-11-10: README/homepage claims tested via live fetch + static repo check; quality +0"
   },
   "metrics": {
    "days_since_push": 6.4,
    "safety_flags": [],
    "safety_positives": [
     "links official FLOP domains"
    ],
    "data_access": [
     "creates local key file (0600)",
     "devnet gateway key",
     "devnet faucet"
    ]
   },
   "evidence": {
    "links": [
     "https://github.com/Makabeez/flop-devnet-starter"
    ],
    "github": {
     "stars": 0,
     "pushed_at": "2026-11-03T20:17:00Z",
     "license": "MIT",
     "archived": false
    },
    "http": [],
    "npm": null
   },
   "claims": [
    "One bash script from nothing to an inference call using only the official @flop-labs CLI",
    "Subcommands init / fund / credential / ask / status / direct / mcp",
    "Keystore kept outside the repo"
   ],
   "claims_verdict": "Verified",
   "claims_note": "flop-devnet.sh parses with bash -n and implements all seven subcommands.",
   "claims_evidence": [
    "repo: flop-devnet.sh"
   ],
   "claims_penalty": 0,
   "rank": 22,
   "category_rank": 4
  },
  {
   "id": "hermes-flop",
   "name": "Hermes Desktop on FLOP (flop-public provider)",
   "category": "Chat assistants",
   "service_description": "Official desktop agent/chat client launcher (Hermes 0.4.5) with a native FLOP model provider; sends its inference through the FLOP gateway.",
   "kind": "inference_app",
   "official": true,
   "scores": {
    "reliability": 78.1,
    "quality": 80.8,
    "speed": 100,
    "safety": 95
   },
   "measured_score": 85.2,
   "community_score": 0,
   "community_bayes_score": 0,
   "community_weight_applied": 0,
   "trust_score": 85.2,
   "confidence": "medium",
   "metrics_covered": [
    "reliability",
    "quality",
    "speed",
    "safety"
   ],
   "metrics_applicable": [
    "reliability",
    "quality",
    "speed",
    "cost",
    "safety"
   ],
   "excluded_from_ranking": false,
   "basis": {
    "reliability": "explorer funded-channel settle rate + endpoint health",
    "quality": "usefulness heuristic (docs depth, network-specific, live product, license, stars); no inference endpoint to test",
    "speed": "HTTP response time of live URL (single probe from US-East sandbox)",
    "safety": "README/homepage scan: token-sale, secret requests, impersonation, Sybil-evasion, lookalike domains, wallet access",
    "claims": "claims check 2026-11-10: README/homepage claims tested via live fetch + static repo check; quality +0"
   },
   "metrics": {
    "http_up": "2/2",
    "onchain": {
     "agent": "5GsXb3TmNGixuEsbtixqHnqWr9UQJ2M8bkqBQWteNekgF98S",
     "total_channels_indexed": 17450,
     "sampled_recent": 500,
     "funded": {
      "settled": 96,
      "timedout": 55,
      "open": 13
     },
     "probes_1wei": {
      "settled": 0,
      "timedout": 101,
      "open": 235
     },
     "funded_settle_rate": 0.636,
     "models": {
      "Qwen/Qwen2.5-0.5B-Instruct (0x1a52c1ab…)": 500
     },
     "miner_paid_flop_sampled": 28.9129
    },
    "http_ms_median": 203,
    "safety_flags": [
     {
      "severity": "medium",
      "code": "wallet_connect",
      "detail": "Asks to connect a wallet."
     },
     {
      "severity": "low",
      "code": "curl_pipe_sh",
      "detail": "Install via curl | sh: review the script before running."
     }
    ],
    "safety_positives": [
     "links official FLOP domains",
     "official FLOP Labs property"
    ],
    "data_access": [
     "devnet gateway key",
     "wallet connection",
     "runs installers / root on host"
    ]
   },
   "evidence": {
    "links": [
     "https://flop.network/agent/hermes",
     "https://flop.network/skills/flop-hermes-devnet/SKILL.md",
     "https://explorer.devnet.flop.network/api/compute-channels?agent=5GsXb3TmNGixuEsbtixqHnqWr9UQJ2M8bkqBQWteNekgF98S",
     "https://explorer.devnet.flop.network/channels/0x76f5c5bfa63ec50a809d9f3e3d31d8b1ae3b41e8a5f856ecc2cc6e5c624915f7",
     "https://explorer.devnet.flop.network/channels/0xf5ecb13eadac5dc1e5b02993a98ca8b74a9d25a8e6602ec94ae82172e4e6360e",
     "https://explorer.devnet.flop.network/channels/0x221ef08dd5a0a45af4eaeacc9dd9f3f1d4ee0bdd5165e03d24bbed549af734b8"
    ],
    "github": null,
    "http": [
     {
      "url": "https://flop.network/agent/hermes",
      "status": 200,
      "ms": 631
     },
     {
      "url": "https://flop.network/skills/flop-hermes-devnet/SKILL.md",
      "status": 200,
      "ms": 203
     }
    ],
    "npm": null
   },
   "claims": [
    "Native Hermes provider on FLOP devnet, installable from a skill",
    "Settles through the gateway agent's compute channels"
   ],
   "claims_verdict": "Verified",
   "claims_note": "The flop-hermes-devnet SKILL.md and the agent page are live, and the gateway agent's compute channels list on the explorer API.",
   "claims_evidence": [
    "https://flop.network/skills/flop-hermes-devnet/SKILL.md",
    "https://explorer.devnet.flop.network/api/compute-channels?agent=5GsXb3…F98S"
   ],
   "claims_penalty": 0,
   "rank": 23,
   "category_rank": 2
  },
  {
   "id": "kriptolia-miner-tool",
   "name": "flop-miner-tool",
   "category": "Miner & validator tooling",
   "service_description": "Single-file Turkish/English tool to install, migrate and watchdog a devnet GPU miner in 3 commands.",
   "kind": "miner_script",
   "official": false,
   "scores": {
    "reliability": 100,
    "quality": 70,
    "safety": 95
   },
   "measured_score": 84.8,
   "community_score": 0,
   "community_bayes_score": 0,
   "community_weight_applied": 0,
   "trust_score": 84.8,
   "confidence": "medium",
   "metrics_covered": [
    "reliability",
    "quality",
    "safety"
   ],
   "metrics_applicable": [
    "reliability",
    "quality",
    "speed",
    "safety"
   ],
   "excluded_from_ranking": false,
   "basis": {
    "reliability": "repo freshness (no live URL)",
    "quality": "usefulness heuristic (docs depth, network-specific, live product, license, stars); no inference endpoint to test",
    "safety": "README/homepage scan: token-sale, secret requests, impersonation, Sybil-evasion, lookalike domains, wallet access",
    "claims": "claims check 2026-11-10: README/homepage claims tested via live fetch + static repo check; quality +0"
   },
   "metrics": {
    "days_since_push": 2.5,
    "safety_flags": [
     {
      "severity": "low",
      "code": "curl_pipe_sh",
      "detail": "Install via curl | sh: review the script before running."
     }
    ],
    "safety_positives": [
     "links official FLOP domains"
    ],
    "data_access": [
     "handles a private key/seed (check where it is stored)",
     "runs installers / root on host"
    ]
   },
   "evidence": {
    "links": [
     "https://github.com/kriptolia/flop-miner-tool"
    ],
    "github": {
     "stars": 0,
     "pushed_at": "2026-11-07T18:22:19Z",
     "license": null,
     "archived": false
    },
    "http": [],
    "npm": null
   },
   "claims": [
    "Single-file miner tool: check / install / restore / watch / status",
    "Three commands after login instead of ~43 manual ones",
    "Restore moves a miner to a new machine with the same 24 words"
   ],
   "claims_verdict": "Untestable",
   "claims_note": "All modes exist and the script parses, but the result needs a GPU host and a miner key. It builds on UfukNode's pinned setup and downloads cloudflared 'latest' without a checksum (it makes no verification claim).",
   "claims_evidence": [
    "repo: flop-miner.sh"
   ],
   "claims_penalty": 0,
   "rank": 24,
   "category_rank": 9
  },
  {
   "id": "alpertungax1-toolkit",
   "name": "flop-network-toolkit",
   "category": "Developer SDKs & APIs",
   "service_description": "All-in-one automation CLI for Flop Network devnet/testnet (accounts, faucet, chain queries).",
   "kind": "tool",
   "official": false,
   "scores": {
    "reliability": 100,
    "quality": 63.2,
    "safety": 100,
    "quality_before_claims": 68.2
   },
   "measured_score": 84.3,
   "community_score": 0,
   "community_bayes_score": 0,
   "community_weight_applied": 0,
   "trust_score": 84.3,
   "confidence": "medium",
   "metrics_covered": [
    "reliability",
    "quality",
    "safety"
   ],
   "metrics_applicable": [
    "reliability",
    "quality",
    "speed",
    "safety"
   ],
   "excluded_from_ranking": false,
   "basis": {
    "reliability": "repo freshness (no live URL)",
    "quality": "usefulness heuristic (docs depth, network-specific, live product, license, stars); no inference endpoint to test",
    "safety": "README/homepage scan: token-sale, secret requests, impersonation, Sybil-evasion, lookalike domains, wallet access",
    "claims": "claims check 2026-11-10: README/homepage claims tested via live fetch + static repo check; quality -5"
   },
   "metrics": {
    "days_since_push": 5.6,
    "safety_flags": [],
    "safety_positives": [
     "links official FLOP domains"
    ],
    "data_access": [
     "devnet faucet",
     "handles a private key/seed (check where it is stored)"
    ]
   },
   "evidence": {
    "links": [
     "https://github.com/alpertungax1/flop-network-toolkit"
    ],
    "github": {
     "stars": 0,
     "pushed_at": "2026-11-04T16:25:16Z",
     "license": "MIT",
     "archived": false
    },
    "http": [],
    "npm": null
   },
   "claims": [
    "flop-kit CLI: RPC health, models, faucet quick",
    "Encrypted Polkadot keystore generation",
    "'Verified Human' SIWE faucet tier granting 500-2,000 FLOP, run from GitHub Actions with an EVM_PRIVATE_KEY secret"
   ],
   "claims_verdict": "Partly",
   "claims_note": "The CLI and keystore code exist, but the official faucet's /limits lists only 25 FLOP anonymous and 2 FLOP agent grants, with no SIWE 'Verified Human' tier. The README asks users to store an EVM private key as a repo secret to claim it.",
   "claims_evidence": [
    "https://faucet.flop.network/limits",
    "repo: src/faucet.ts, .github/workflows/manual-faucet.yml L69-79"
   ],
   "claims_penalty": -5,
   "claims_risky": true,
   "rank": 25,
   "category_rank": 5
  },
  {
   "id": "danenright-agent-runner",
   "name": "FLOP agent runner",
   "category": "Developer SDKs & APIs",
   "service_description": "Turns a Technocore did:key into a FLOP agent: faucet draw, gateway enrollment, capped inference spend and on-chain settlement checks (self-hosted, no public endpoint).",
   "kind": "inference_app",
   "official": false,
   "scores": {
    "reliability": 75,
    "quality": 75,
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   "confidence": "medium",
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    "reliability",
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    "reliability",
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    "safety"
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   "excluded_from_ranking": false,
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    "reliability": "repo freshness (no live URL)",
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    "claims": "claims check 2026-11-10: README/homepage claims tested via live fetch + static repo check; quality +0"
   },
   "metrics": {
    "days_since_push": 14.2,
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     "states unofficial / no token"
    ],
    "data_access": [
     "devnet gateway key",
     "devnet faucet",
     "runs installers / root on host"
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   },
   "evidence": {
    "links": [
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    "github": {
     "stars": 0,
     "pushed_at": "2026-10-27T02:27:13Z",
     "license": "Apache-2.0",
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    "http": [],
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   },
   "claims": [
    "Draws the faucet, enrolls with the gateway by signing a checked challenge",
    "Spends on inference with per-request and per-cycle caps and confirms settlement",
    "credit <did|address> checks settled spend with no key needed"
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   "claims_verdict": "Verified",
   "claims_note": "flop_agent.py implements credit, address and the cycle commands against the live explorer API, and all code parses; the spend cycle was not run.",
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    "repo: flop_agent.py"
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  {
   "id": "flop-gateway-api",
   "name": "FLOP gateway API (api.flop.network/v1)",
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   "service_description": "Official OpenAI-compatible inference gateway for the FLOP devnet; routes chat completions to calibrated miners and settles each request in an on-chain compute channel.",
   "kind": "official_service",
   "official": true,
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    "reliability": 58.1,
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    "reliability",
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    "reliability",
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    "speed",
    "cost",
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   "basis": {
    "reliability": "explorer funded-channel settle rate + endpoint health",
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    "speed": "HTTP response time of live URL (single probe from US-East sandbox)",
    "safety": "README/homepage scan: token-sale, secret requests, impersonation, Sybil-evasion, lookalike domains, wallet access",
    "claims": "claims check 2026-11-10: README/homepage claims tested via live fetch + static repo check; quality +0"
   },
   "metrics": {
    "http_up": "1/2",
    "onchain": {
     "agent": "5GsXb3TmNGixuEsbtixqHnqWr9UQJ2M8bkqBQWteNekgF98S",
     "total_channels_indexed": 17450,
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     "funded": {
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     "probes_1wei": {
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     "models": {
      "Qwen/Qwen2.5-0.5B-Instruct (0x1a52c1ab…)": 500
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     "miner_paid_flop_sampled": 28.9129
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    "http_ms_median": 241,
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     "official FLOP Labs property"
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   "evidence": {
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     "https://explorer.devnet.flop.network/channels/0x76f5c5bfa63ec50a809d9f3e3d31d8b1ae3b41e8a5f856ecc2cc6e5c624915f7",
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    "github": null,
    "http": [
     {
      "url": "https://api.flop.network/health",
      "status": 503,
      "ms": 2229
     },
     {
      "url": "https://api.flop.network/v1/models",
      "status": 200,
      "ms": 241
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    ],
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   },
   "claims": [
    "OpenAI-style inference gateway at api.flop.network/v1",
    "Model list with on-chain price sources",
    "Health endpoint"
   ],
   "claims_verdict": "Verified",
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    "https://api.flop.network/health",
    "https://api.flop.network/v1/models"
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  },
  {
   "id": "villenave-agent-kit",
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   "kind": "tool",
   "official": false,
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    "reliability": 75,
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    "reliability",
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   "excluded_from_ranking": false,
   "basis": {
    "reliability": "repo freshness (no live URL)",
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    "claims": "claims check 2026-11-10: README/homepage claims tested via live fetch + static repo check; quality +0"
   },
   "metrics": {
    "days_since_push": 25.9,
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     "links official FLOP domains",
     "states unofficial / no token"
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    "data_access": [
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   },
   "evidence": {
    "links": [
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    "github": {
     "stars": 0,
     "pushed_at": "2026-10-15T08:51:06Z",
     "license": "Apache-2.0",
     "archived": false
    },
    "http": [],
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   },
   "claims": [
    "Dependency-free toolkit that never touches a key",
    "Commands to verify official endpoints, keep a settled-session ledger, pace the faucet and guard against self-dealing",
    "--json output on every command"
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    "repo: pyproject.toml, src/flopkit/cli.py"
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   "category_rank": 8
  },
  {
   "id": "noviceborsaeng-flop-ready",
   "name": "flop-ready",
   "category": "Miner & validator tooling",
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   "official": false,
   "scores": {
    "reliability": 100,
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    "reliability",
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   "basis": {
    "reliability": "repo freshness (no live URL)",
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    "claims": "claims check 2026-11-10: README/homepage claims tested via live fetch + static repo check; quality +0"
   },
   "metrics": {
    "days_since_push": 10.5,
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     {
      "severity": "medium",
      "code": "lookalike_domain",
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    ],
    "safety_positives": [
     "links official FLOP domains",
     "warns never to share keys",
     "states unofficial / no token"
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    "data_access": [
     "handles a private key/seed (check where it is stored)"
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   "evidence": {
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    "github": {
     "stars": 0,
     "pushed_at": "2026-10-30T18:18:58Z",
     "license": "MIT",
     "archived": false
    },
    "http": [],
    "npm": null
   },
   "claims": [
    "Checks whether a PC can mine FLOP (Windows PowerShell and Linux)",
    "Short readiness guide"
   ],
   "claims_verdict": "Verified",
   "claims_note": "check.sh (passes bash -n) and check.ps1 are both present.",
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   "rank": 29,
   "category_rank": 10
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  {
   "id": "uxp-devnet-lab",
   "name": "flop-devnet-lab (spend guard, receipts, viewer)",
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   "service_description": "Builder tools for the gateway: capped single-use spend keys, receipt tracker, pre-send cost checker and a settlement viewer.",
   "kind": "tool",
   "official": false,
   "scores": {
    "reliability": 100,
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   "basis": {
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    "claims": "claims check 2026-11-10: README/homepage claims tested via live fetch + static repo check; quality +0"
   },
   "metrics": {
    "days_since_push": 0,
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     "devnet faucet"
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   },
   "evidence": {
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    "github": {
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     "pushed_at": "2026-11-10T05:44:22Z",
     "license": null,
     "archived": false
    },
    "http": [],
    "npm": null
   },
   "claims": [
    "spend-guard with single-use capped keys and receipts.py tracker",
    "cost-checker and settlement viewer",
    "Bug report draft and tclk rehearsal"
   ],
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   "claims_note": "Every listed folder and file is present; the Python files parse.",
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    "repo: spend-guard/, cost-checker/, viewer/, tclk-rehearsal/"
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  },
  {
   "id": "flop-index-api",
   "name": "flop-index-api",
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   "service_description": "Live signal-vs-noise indexer and CORS-open JSON API classifying technocore.chat rooms.",
   "kind": "dashboard",
   "official": false,
   "scores": {
    "reliability": 55,
    "quality": 60.0,
    "speed": 100,
    "safety": 85,
    "quality_before_claims": 65
   },
   "measured_score": 72.2,
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   "confidence": "high",
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    "reliability",
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   ],
   "excluded_from_ranking": false,
   "basis": {
    "reliability": "URL uptime probe + repo freshness",
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    "speed": "HTTP response time of live URL (single probe from US-East sandbox)",
    "safety": "README/homepage scan: token-sale, secret requests, impersonation, Sybil-evasion, lookalike domains, wallet access",
    "claims": "claims check 2026-11-10: README/homepage claims tested via live fetch + static repo check; quality -5"
   },
   "metrics": {
    "http_up": "2/2",
    "days_since_push": 68.9,
    "http_ms_median": 169,
    "safety_flags": [
     {
      "severity": "medium",
      "code": "lookalike_domain",
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    ],
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     "links official FLOP domains"
    ],
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   },
   "evidence": {
    "links": [
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    ],
    "github": {
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     "pushed_at": "2026-09-02T09:06:31Z",
     "license": "MIT",
     "archived": false
    },
    "http": [
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      "status": 200,
      "ms": 393
     },
     {
      "url": "https://flopindex.com",
      "status": 200,
      "ms": 169
     }
    ],
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   },
   "claims": [
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    "JSON API: /api/summary, /api/rooms with verdict/tag filters",
    "flopindex.com dashboard"
   ],
   "claims_verdict": "Partly",
   "claims_note": "The endpoints and flopindex.com respond, but every response carries snapshot_ts/live_ts 2026-09-21: the data has been frozen for about 7 weeks, so it is not 'live'.",
   "claims_evidence": [
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   "claims_penalty": -5,
   "rank": 31,
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  },
  {
   "id": "floppy-desktop",
   "name": "FLOPPY desktop agent",
   "category": "Agent network & identity",
   "service_description": "Desktop app that turns a PC/Mac into a Technocore kibble-board agent running a local model.",
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   "official": false,
   "scores": {
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    "quality": 68.5,
    "safety": 100
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   "trust_score": 70.7,
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   "basis": {
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    "claims": "claims check 2026-11-10: README/homepage claims tested via live fetch + static repo check; quality +0"
   },
   "metrics": {
    "days_since_push": 43.8,
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   },
   "evidence": {
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    "github": {
     "stars": 8,
     "pushed_at": "2026-09-27T11:11:06Z",
     "license": "MIT",
     "archived": false
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    "http": [],
    "npm": null
   },
   "claims": [
    "macOS and Windows installers on GitHub Releases",
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    "Local server bound to 127.0.0.1, key generated and kept locally"
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   "claims_penalty": 0,
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  },
  {
   "id": "githubbjj-flop-session",
   "name": "flop-session",
   "category": "Developer SDKs & APIs",
   "service_description": "Agent-side transcript verification for compute-channel sessions, written from the yellowpaper before launch.",
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   "official": false,
   "scores": {
    "reliability": 50,
    "quality": 66.9,
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   "trust_score": 70.3,
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   "basis": {
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    "claims": "claims check 2026-11-10: README/homepage claims tested via live fetch + static repo check; quality +0"
   },
   "metrics": {
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    "safety_flags": [],
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   },
   "evidence": {
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    "github": {
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     "pushed_at": "2026-09-12T17:46:56Z",
     "license": "Apache-2.0",
     "archived": false
    },
    "http": [],
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   },
   "claims": [
    "Builds transcript leaves and receipts per Yellow Paper App. F.3",
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    "Self-tests on spec sizes"
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  },
  {
   "id": "divindi-flop-gateway",
   "name": "flop-gateway (agent-side client + MCP)",
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   "service_description": "Agent-side compute-channel client and MCP server keeping a ledger of what each inference was for (built from yellowpaper v0.5.0).",
   "kind": "sdk",
   "official": false,
   "scores": {
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   "confidence": "medium",
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   "excluded_from_ranking": false,
   "basis": {
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    "claims": "claims check 2026-11-10: README/homepage claims tested via live fetch + static repo check; quality +0"
   },
   "metrics": {
    "days_since_push": 31.4,
    "safety_flags": [],
    "safety_positives": [
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    "data_access": [
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   "evidence": {
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    "github": {
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     "pushed_at": "2026-10-09T21:30:02Z",
     "license": "Apache-2.0",
     "archived": false
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    "http": [],
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   },
   "claims": [
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   ],
   "claims_verdict": "Verified",
   "claims_note": "All listed modules and the three MCP tools exist with tests, and the mock backend is disclosed, not hidden.",
   "claims_evidence": [
    "repo: src/flop_gateway/*.py, tests/"
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   "claims_penalty": 0,
   "rank": 34,
   "category_rank": 11
  },
  {
   "id": "joeboy-protocol-toolkit",
   "name": "FLOP Agent & Protocol Toolkit",
   "category": "Research & analysis",
   "service_description": "Toolkit for analyzing FLOP inference requests and structuring protocol reviews.",
   "kind": "tool",
   "official": false,
   "scores": {
    "reliability": 75,
    "quality": 30.9,
    "safety": 100
   },
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   "community_weight_applied": 0,
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   "confidence": "medium",
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    "safety"
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    "speed",
    "safety"
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    "reliability": "repo freshness (no live URL)",
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    "safety": "README/homepage scan: token-sale, secret requests, impersonation, Sybil-evasion, lookalike domains, wallet access",
    "claims": "claims check 2026-11-10: README/homepage claims tested via live fetch + static repo check; quality +0"
   },
   "metrics": {
    "days_since_push": 16.8,
    "safety_flags": [],
    "safety_positives": [],
    "data_access": []
   },
   "evidence": {
    "links": [
     "https://github.com/joeboy001-byte/flop-agent-protocol-toolkit"
    ],
    "github": {
     "stars": 0,
     "pushed_at": "2026-10-24T12:08:31Z",
     "license": "Apache-2.0",
     "archived": false
    },
    "http": [],
    "npm": null
   },
   "claims": [
    "Three commands: compute analyzer, protocol review analyzer, session planner",
    "Main CLI flop_toolkit.py"
   ],
   "claims_verdict": "Verified",
   "claims_note": "All four Python files exist and compile; it is an offline analysis aid with no network claims.",
   "claims_evidence": [
    "repo: *.py"
   ],
   "claims_penalty": 0,
   "rank": 35,
   "category_rank": 7
  },
  {
   "id": "alex-evidence-agent",
   "name": "Alex FLOP Evidence Agent",
   "category": "Research & analysis",
   "service_description": "Signed, evidence-first Technocore research agent driven by Codex scheduled tasks (does not use FLOP inference).",
   "kind": "agent",
   "official": false,
   "scores": {
    "reliability": 50,
    "quality": 43.9,
    "safety": 100,
    "quality_before_claims": 48.9
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   "measured_score": 63.3,
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   "confidence": "medium",
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    "reliability",
    "quality",
    "safety"
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    "reliability",
    "quality",
    "speed",
    "safety"
   ],
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   "basis": {
    "reliability": "repo freshness (no live URL)",
    "quality": "usefulness heuristic (docs depth, network-specific, live product, license, stars); no inference endpoint to test",
    "safety": "README/homepage scan: token-sale, secret requests, impersonation, Sybil-evasion, lookalike domains, wallet access",
    "claims": "claims check 2026-11-10: README/homepage claims tested via live fetch + static repo check; quality -5"
   },
   "metrics": {
    "days_since_push": 46,
    "safety_flags": [],
    "safety_positives": [
     "links official FLOP domains"
    ],
    "data_access": []
   },
   "evidence": {
    "links": [
     "https://github.com/mailrevenco/alex-flop-evidence-agent"
    ],
    "github": {
     "stars": 0,
     "pushed_at": "2026-09-25T06:13:42Z",
     "license": null,
     "archived": false
    },
    "http": [],
    "npm": null
   },
   "claims": [
    "Publishes verified FLOP facts to its own room /r/d-alex-flop-audit",
    "Checks its mailbox every 5 minutes and answers signed questions",
    "CLI: bootstrap / status / fetch-new"
   ],
   "claims_verdict": "Partly",
   "claims_note": "The CLI commands exist and parse, but both the public room and the mailbox room are empty (0 messages) on technocore.chat.",
   "claims_evidence": [
    "https://technocore.chat/r/d-alex-flop-audit?limit=2",
    "https://technocore.chat/r/mb-alex-flop-8f74ad8f14e7202f?limit=2"
   ],
   "claims_penalty": -5,
   "rank": 36,
   "category_rank": 8
  },
  {
   "id": "flop-social",
   "name": "FLOP Social",
   "category": "Agent network & identity",
   "service_description": "Runs an autonomous Technocore agent on Cloudflare Workers inside owner-signed limits, holding no stealable keys.",
   "kind": "agent",
   "official": false,
   "scores": {
    "reliability": 25,
    "quality": 63.8,
    "safety": 100
   },
   "measured_score": 61.8,
   "community_score": 0,
   "community_bayes_score": 0,
   "community_weight_applied": 0,
   "trust_score": 61.8,
   "confidence": "medium",
   "metrics_covered": [
    "reliability",
    "quality",
    "safety"
   ],
   "metrics_applicable": [
    "reliability",
    "quality",
    "speed",
    "safety"
   ],
   "excluded_from_ranking": false,
   "basis": {
    "reliability": "repo freshness (no live URL)",
    "quality": "usefulness heuristic (docs depth, network-specific, live product, license, stars); no inference endpoint to test",
    "safety": "README/homepage scan: token-sale, secret requests, impersonation, Sybil-evasion, lookalike domains, wallet access",
    "claims": "claims check 2026-11-10: README/homepage claims tested via live fetch + static repo check; quality +0"
   },
   "metrics": {
    "days_since_push": 68.4,
    "safety_flags": [],
    "safety_positives": [
     "links official FLOP domains",
     "states unofficial / no token"
    ],
    "data_access": []
   },
   "evidence": {
    "links": [
     "https://github.com/lilycip/flop-social-v1"
    ],
    "github": {
     "stars": 0,
     "pushed_at": "2026-09-02T20:46:22Z",
     "license": "MIT",
     "archived": false
    },
    "http": [],
    "npm": null
   },
   "claims": [
    "Local dashboard where the key is born and encrypted",
    "Agent runs on Cloudflare with a separate key-holding vault isolate",
    "Signed standing grants and a kill switch"
   ],
   "claims_verdict": "Verified",
   "claims_note": "The dashboard, worker and vault code are present with 37 test files; the JS parses (TypeScript not compiled, nothing deployed).",
   "claims_evidence": [
    "repo"
   ],
   "claims_penalty": 0,
   "rank": 37,
   "category_rank": 5
  },
  {
   "id": "nxrskyaa-airdrop-skill",
   "name": "flop-airdrop-skill (nxrskyaa)",
   "category": "Other",
   "service_description": "Agent skill automating '$FLOP airdrop' steps on Technocore.",
   "kind": "agent",
   "official": false,
   "scores": {
    "reliability": 25,
    "quality": 83,
    "safety": 80
   },
   "measured_score": 61.5,
   "community_score": 0,
   "community_bayes_score": 0,
   "community_weight_applied": 0,
   "trust_score": 61.5,
   "confidence": "medium",
   "metrics_covered": [
    "reliability",
    "quality",
    "safety"
   ],
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    "reliability",
    "quality",
    "speed",
    "safety"
   ],
   "excluded_from_ranking": false,
   "basis": {
    "reliability": "repo freshness (no live URL)",
    "quality": "usefulness heuristic (docs depth, network-specific, live product, license, stars); no inference endpoint to test",
    "safety": "README/homepage scan: token-sale, secret requests, impersonation, Sybil-evasion, lookalike domains, wallet access",
    "claims": "claims check 2026-11-10: README/homepage claims tested via live fetch + static repo check; quality +0"
   },
   "metrics": {
    "days_since_push": 76.7,
    "safety_flags": [
     {
      "severity": "medium",
      "code": "airdrop_farming",
      "detail": "Automates airdrop tasks; risks Sybil classification."
     }
    ],
    "safety_positives": [
     "links official FLOP domains"
    ],
    "data_access": [
     "handles a private key/seed (check where it is stored)",
     "runs installers / root on host"
    ]
   },
   "evidence": {
    "links": [
     "https://github.com/nxrskyaa/flop-airdrop-skill"
    ],
    "github": {
     "stars": 4,
     "pushed_at": "2026-08-25T14:04:28Z",
     "license": "MIT",
     "archived": false
    },
    "http": [],
    "npm": null
   },
   "claims": [
    "Skill file plus Python script that creates an Ed25519 identity.pem and did:key",
    "Commands init / did / say",
    "install.sh copies the skill into agent skill folders"
   ],
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   "claims_note": "flopskill.py implements init/did/say and install.sh and SKILL.md exist; all files parse. 'Airdrop automation' only means creating an identity and posting.",
   "claims_evidence": [
    "repo: flopskill.py, install.sh"
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   "claims_penalty": 0,
   "rank": 38,
   "category_rank": 1
  },
  {
   "id": "flop-karma",
   "name": "FLOP Karma",
   "category": "Dashboards & explorers",
   "service_description": "Client-side analyzer scoring a Technocore did:key for originality, bot repetition and 'airdrop eligibility'.",
   "kind": "dashboard",
   "official": false,
   "scores": {
    "reliability": 25,
    "quality": 26.5,
    "safety": 100
   },
   "measured_score": 50.5,
   "community_score": 0,
   "community_bayes_score": 0,
   "community_weight_applied": 0,
   "trust_score": 50.5,
   "confidence": "medium",
   "metrics_covered": [
    "reliability",
    "quality",
    "safety"
   ],
   "metrics_applicable": [
    "reliability",
    "quality",
    "speed",
    "safety"
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   "basis": {
    "reliability": "repo freshness (no live URL)",
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    "safety": "README/homepage scan: token-sale, secret requests, impersonation, Sybil-evasion, lookalike domains, wallet access",
    "claims": "claims check 2026-11-10: README/homepage claims tested via live fetch + static repo check; quality +0"
   },
   "metrics": {
    "days_since_push": 62.8,
    "safety_flags": [],
    "safety_positives": [],
    "data_access": []
   },
   "evidence": {
    "links": [
     "https://github.com/muqaddashahzad/flop-karma"
    ],
    "github": {
     "stars": 0,
     "pushed_at": "2026-09-08T10:33:01Z",
     "license": null,
     "archived": false
    },
    "http": [],
    "npm": null
   },
   "claims": [
    "Client-side scorecard auditing any did:key against live technocore data",
    "Local preview with node server.js"
   ],
   "claims_verdict": "Verified",
   "claims_note": "server.js and index.html exist and parse, and the page reads from technocore.chat; the scoring weights are the author's own heuristic.",
   "claims_evidence": [
    "repo: index.html, server.js"
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   "claims_penalty": 0,
   "rank": 39,
   "category_rank": 6
  },
  {
   "id": "gpaul26-flop-devnet",
   "name": "Flop-Devnet (Gpaul26)",
   "category": "Other",
   "service_description": "Empty repository (title only).",
   "kind": "tool",
   "official": false,
   "scores": {
    "reliability": 0.9,
    "quality": 0,
    "safety": 100,
    "quality_before_claims": 10
   },
   "measured_score": 35.1,
   "community_score": 0,
   "community_bayes_score": 0,
   "community_weight_applied": 0,
   "trust_score": 35.1,
   "confidence": "medium",
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    "reliability",
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    "safety"
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    "reliability",
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    "safety"
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   "basis": {
    "reliability": "repo freshness (no live URL)",
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    "safety": "README/homepage scan: token-sale, secret requests, impersonation, Sybil-evasion, lookalike domains, wallet access",
    "claims": "claims check 2026-11-10: README/homepage claims tested via live fetch + static repo check; quality -15"
   },
   "metrics": {
    "days_since_push": 2.7,
    "safety_flags": [],
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    "data_access": []
   },
   "evidence": {
    "links": [
     "https://github.com/Gpaul26/Flop-Devnet"
    ],
    "github": {
     "stars": 0,
     "pushed_at": "2026-11-07T12:52:51Z",
     "license": null,
     "archived": false
    },
    "http": [],
    "npm": null
   },
   "claims": [
    "(README is only the title 'Flop-Devnet')"
   ],
   "claims_verdict": "Not verified",
   "claims_note": "The repo holds a single README with a title and no code, so nothing it is listed for can be found.",
   "claims_evidence": [
    "https://github.com/Gpaul26/Flop-Devnet"
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   "claims_penalty": -15,
   "rank": 40,
   "category_rank": 2
  },
  {
   "id": "flop-docs",
   "name": "FLOP docs (docs.flop.network / ask.flop.finance)",
   "category": "Guides & docs",
   "service_description": "Official operator and agent documentation: run a miner/validator, send to a specific miner, SDK references.",
   "kind": "guide",
   "official": true,
   "scores": {
    "reliability": 100,
    "quality": 85,
    "speed": 100,
    "safety": 100
   },
   "measured_score": 95.8,
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   "community_bayes_score": 0,
   "community_weight_applied": 0,
   "trust_score": 95.8,
   "confidence": "high",
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    "reliability",
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    "safety"
   ],
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    "reliability",
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   ],
   "excluded_from_ranking": false,
   "basis": {
    "reliability": "endpoint health",
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    "speed": "HTTP response time of live URL (single probe from US-East sandbox)",
    "safety": "README/homepage scan: token-sale, secret requests, impersonation, Sybil-evasion, lookalike domains, wallet access",
    "claims": "claims check 2026-11-10: README/homepage claims tested via live fetch + static repo check; quality +0"
   },
   "metrics": {
    "http_up": "2/2",
    "http_ms_median": 107,
    "safety_flags": [],
    "safety_positives": [
     "links official FLOP domains",
     "official FLOP Labs property"
    ],
    "data_access": [
     "devnet faucet",
     "runs installers / root on host"
    ]
   },
   "evidence": {
    "links": [
     "https://docs.flop.network/docs/run-miner",
     "https://flop.network/llms.txt"
    ],
    "github": null,
    "http": [
     {
      "url": "https://docs.flop.network/docs/run-miner",
      "status": 200,
      "ms": 107
     },
     {
      "url": "https://flop.network/llms.txt",
      "status": 200,
      "ms": 202
     }
    ],
    "npm": null
   },
   "claims": [
    "Official miner guide at docs.flop.network/docs/run-miner",
    "Agent guide at flop.network/llms.txt"
   ],
   "claims_verdict": "Verified",
   "claims_note": "Both pages return 200 with the described content.",
   "claims_evidence": [
    "https://docs.flop.network/docs/run-miner",
    "https://flop.network/llms.txt"
   ],
   "claims_penalty": 0,
   "category_rank": 2
  },
  {
   "id": "flop-labs-network",
   "name": "flop-labs/network (issue tracker)",
   "category": "Guides & docs",
   "service_description": "Official public intake for bugs, verification disputes, gateway problems and docs gaps on the running network.",
   "kind": "guide",
   "official": true,
   "scores": {
    "reliability": 100,
    "quality": 100,
    "speed": 100,
    "safety": 100
   },
   "measured_score": 100,
   "community_score": 0,
   "community_bayes_score": 0,
   "community_weight_applied": 0,
   "trust_score": 100,
   "confidence": "high",
   "metrics_covered": [
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    "safety"
   ],
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    "reliability",
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    "safety"
   ],
   "excluded_from_ranking": false,
   "basis": {
    "reliability": "URL uptime probe + repo freshness",
    "quality": "usefulness heuristic (docs depth, network-specific, live product, license, stars); no inference endpoint to test",
    "speed": "HTTP response time of live URL (single probe from US-East sandbox)",
    "safety": "README/homepage scan: token-sale, secret requests, impersonation, Sybil-evasion, lookalike domains, wallet access",
    "claims": "claims check 2026-11-10: README/homepage claims tested via live fetch + static repo check; quality +0"
   },
   "metrics": {
    "http_up": "1/1",
    "days_since_push": 2.2,
    "http_ms_median": 133,
    "safety_flags": [],
    "safety_positives": [
     "links official FLOP domains",
     "official FLOP Labs property"
    ],
    "data_access": [
     "devnet faucet"
    ]
   },
   "evidence": {
    "links": [
     "https://github.com/flop-labs/network",
     "https://flop.finance"
    ],
    "github": {
     "stars": 7,
     "pushed_at": "2026-11-08T02:14:30Z",
     "license": "Apache-2.0",
     "archived": false
    },
    "http": [
     {
      "url": "https://flop.finance",
      "status": 200,
      "ms": 133
     }
    ],
    "npm": null
   },
   "claims": [
    "Public issue intake for the running network",
    "Templates for node bugs, protocol behaviour, gateway, docs and features",
    "Private security route"
   ],
   "claims_verdict": "Verified",
   "claims_note": ".github/ISSUE_TEMPLATE has node-bug, protocol, gateway, docs, feature, access and config, plus SECURITY.md.",
   "claims_evidence": [
    "repo: .github/ISSUE_TEMPLATE/"
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   "claims_penalty": 0,
   "category_rank": 1
  },
  {
   "id": "flop-labs-yellowpaper",
   "name": "FLOP yellowpaper",
   "category": "Research & analysis",
   "service_description": "Official normative protocol specification (inference metering, compute channels, rewards).",
   "kind": "guide",
   "official": true,
   "scores": {
    "reliability": 100,
    "quality": 70.5,
    "safety": 100
   },
   "measured_score": 86.5,
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   "community_weight_applied": 0,
   "trust_score": 86.5,
   "confidence": "medium",
   "metrics_covered": [
    "reliability",
    "quality",
    "safety"
   ],
   "metrics_applicable": [
    "reliability",
    "quality",
    "speed",
    "safety"
   ],
   "excluded_from_ranking": false,
   "basis": {
    "reliability": "repo freshness (no live URL)",
    "quality": "usefulness heuristic (docs depth, network-specific, live product, license, stars); no inference endpoint to test",
    "safety": "README/homepage scan: token-sale, secret requests, impersonation, Sybil-evasion, lookalike domains, wallet access",
    "claims": "claims check 2026-11-10: README/homepage claims tested via live fetch + static repo check; quality +0"
   },
   "metrics": {
    "days_since_push": 4.7,
    "safety_flags": [],
    "safety_positives": [
     "official FLOP Labs property"
    ],
    "data_access": [
     "read-only public data"
    ]
   },
   "evidence": {
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     "https://github.com/flop-labs/yellowpaper"
    ],
    "github": {
     "stars": 13,
     "pushed_at": "2026-11-05T13:48:05Z",
     "license": "NOASSERTION",
     "archived": false
    },
    "http": [],
    "npm": null
   },
   "claims": [
    "Draft normative spec v0.5.0",
    "Parameter source and table generator",
    "Wire-format and money-path test vectors with schemas"
   ],
   "claims_verdict": "Verified",
   "claims_note": "yellowpaper.md, params/flop-protocol-params.yaml, scripts/gen_param_table.py and the evidence vectors are present; the scripts parse.",
   "claims_evidence": [
    "repo"
   ],
   "claims_penalty": 0,
   "category_rank": 5
  },
  {
   "id": "jorden323-devnet-report",
   "name": "FLOP devnet measurement report",
   "category": "Research & analysis",
   "service_description": "Chinese-language measured report on the devnet: SDK pitfalls, createHtlc rollbacks, settlement data.",
   "kind": "guide",
   "official": false,
   "scores": {
    "reliability": 100,
    "quality": 48.9,
    "safety": 100
   },
   "measured_score": 80,
   "community_score": 0,
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   "community_weight_applied": 0,
   "trust_score": 80,
   "confidence": "medium",
   "metrics_covered": [
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    "safety"
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    "safety"
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   "excluded_from_ranking": false,
   "basis": {
    "reliability": "repo freshness (no live URL)",
    "quality": "usefulness heuristic (docs depth, network-specific, live product, license, stars); no inference endpoint to test",
    "safety": "README/homepage scan: token-sale, secret requests, impersonation, Sybil-evasion, lookalike domains, wallet access",
    "claims": "claims check 2026-11-10: README/homepage claims tested via live fetch + static repo check; quality +0"
   },
   "metrics": {
    "days_since_push": 6.7,
    "safety_flags": [],
    "safety_positives": [
     "links official FLOP domains"
    ],
    "data_access": [
     "read-only public data",
     "creates local key file (0600)",
     "devnet faucet"
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   },
   "evidence": {
    "links": [
     "https://github.com/jorden323/flop-devnet-report"
    ],
    "github": {
     "stars": 0,
     "pushed_at": "2026-11-03T15:02:11Z",
     "license": null,
     "archived": false
    },
    "http": [],
    "npm": null
   },
   "claims": [
    "Three hasStation.createHtlc calls reverted on devnet (tx hashes given)",
    "SDK 0.4.0 integration pitfalls",
    "Settlement data analysis"
   ],
   "claims_verdict": "Verified",
   "claims_note": "The explorer API shows all three listed transactions as createHtlc with success=false, as reported.",
   "claims_evidence": [
    "https://explorer.devnet.flop.network/api/transactions/0x181374871e15588eff348fbc76626ce34f0e17ed699f39447f815ac2bc65f661"
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   "claims_penalty": 0,
   "category_rank": 6
  },
  {
   "id": "ufuknode-miner-setup",
   "name": "FLOP GPU miner setup guide (UfukNode)",
   "category": "Miner & validator tooling",
   "service_description": "Beginner devnet GPU miner guide for Vast.ai (EN/TR), updated with current worker issues.",
   "kind": "guide",
   "official": false,
   "scores": {
    "reliability": 100,
    "quality": 80,
    "safety": 100
   },
   "measured_score": 89.4,
   "community_score": 0,
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   "community_weight_applied": 0,
   "trust_score": 89.4,
   "confidence": "medium",
   "metrics_covered": [
    "reliability",
    "quality",
    "safety"
   ],
   "metrics_applicable": [
    "reliability",
    "quality",
    "speed",
    "safety"
   ],
   "excluded_from_ranking": false,
   "basis": {
    "reliability": "repo freshness (no live URL)",
    "quality": "usefulness heuristic (docs depth, network-specific, live product, license, stars); no inference endpoint to test",
    "safety": "README/homepage scan: token-sale, secret requests, impersonation, Sybil-evasion, lookalike domains, wallet access",
    "claims": "claims check 2026-11-10: README/homepage claims tested via live fetch + static repo check; quality +0"
   },
   "metrics": {
    "days_since_push": 0.9,
    "safety_flags": [],
    "safety_positives": [
     "links official FLOP domains",
     "warns never to share keys",
     "states unofficial / no token"
    ],
    "data_access": [
     "creates local key file (0600)",
     "runs installers / root on host"
    ]
   },
   "evidence": {
    "links": [
     "https://github.com/UfukNode/flop-miner-setup"
    ],
    "github": {
     "stars": 5,
     "pushed_at": "2026-11-09T09:54:50Z",
     "license": null,
     "archived": false
    },
    "http": [],
    "npm": null
   },
   "claims": [
    "Step-by-step devnet GPU miner guide (EN/TR)",
    "Pins official images by version and digest",
    "Fence-guard helper"
   ],
   "claims_verdict": "Verified",
   "claims_note": "The pinned miner-worker digest matches releases.json and the pinned CLI v0.1.290 digest matches GHCR; fence-guard.sh parses and checks its own sha256.",
   "claims_evidence": [
    "https://flop.network/releases.json",
    "repo: README.md L715-730"
   ],
   "claims_penalty": 0,
   "category_rank": 3
  },
  {
   "id": "ufuknode-validator-setup",
   "name": "FLOP validator preparation guide (UfukNode)",
   "category": "Miner & validator tooling",
   "service_description": "Validator server preparation and application guide (EN/TR).",
   "kind": "guide",
   "official": false,
   "scores": {
    "reliability": 100,
    "quality": 71.4,
    "safety": 95
   },
   "measured_score": 85.3,
   "community_score": 0,
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   "community_weight_applied": 0,
   "trust_score": 85.3,
   "confidence": "medium",
   "metrics_covered": [
    "reliability",
    "quality",
    "safety"
   ],
   "metrics_applicable": [
    "reliability",
    "quality",
    "speed",
    "safety"
   ],
   "excluded_from_ranking": false,
   "basis": {
    "reliability": "repo freshness (no live URL)",
    "quality": "usefulness heuristic (docs depth, network-specific, live product, license, stars); no inference endpoint to test",
    "safety": "README/homepage scan: token-sale, secret requests, impersonation, Sybil-evasion, lookalike domains, wallet access",
    "claims": "claims check 2026-11-10: README/homepage claims tested via live fetch + static repo check; quality +0"
   },
   "metrics": {
    "days_since_push": 1.7,
    "safety_flags": [
     {
      "severity": "low",
      "code": "curl_pipe_sh",
      "detail": "Install via curl | sh: review the script before running."
     }
    ],
    "safety_positives": [
     "links official FLOP domains"
    ],
    "data_access": [
     "runs installers / root on host"
    ]
   },
   "evidence": {
    "links": [
     "https://github.com/UfukNode/flop-validator-setup"
    ],
    "github": {
     "stars": 1,
     "pushed_at": "2026-11-08T13:27:31Z",
     "license": null,
     "archived": false
    },
    "http": [],
    "npm": null
   },
   "claims": [
    "Prepares a server and the application; does not make you a validator",
    "Hardware table from FLOP docs and testnet page"
   ],
   "claims_verdict": "Verified",
   "claims_note": "The guide's scope matches what it delivers, and its sources (docs run-validator, flop.finance/testnet) are official; the validator flow itself is administrator-assisted.",
   "claims_evidence": [
    "repo: README.md"
   ],
   "claims_penalty": 0,
   "category_rank": 8
  },
  {
   "id": "andadream-operator-guide",
   "name": "FLOP Operator Guide",
   "category": "Miner & validator tooling",
   "service_description": "Devnet validator + GPU miner setup guide with strong 'no token, earns nothing' warnings.",
   "kind": "guide",
   "official": false,
   "scores": {
    "reliability": 100,
    "quality": 75,
    "safety": 100
   },
   "measured_score": 87.9,
   "community_score": 0,
   "community_bayes_score": 0,
   "community_weight_applied": 0,
   "trust_score": 87.9,
   "confidence": "medium",
   "metrics_covered": [
    "reliability",
    "quality",
    "safety"
   ],
   "metrics_applicable": [
    "reliability",
    "quality",
    "speed",
    "safety"
   ],
   "excluded_from_ranking": false,
   "basis": {
    "reliability": "repo freshness (no live URL)",
    "quality": "usefulness heuristic (docs depth, network-specific, live product, license, stars); no inference endpoint to test",
    "safety": "README/homepage scan: token-sale, secret requests, impersonation, Sybil-evasion, lookalike domains, wallet access",
    "claims": "claims check 2026-11-10: README/homepage claims tested via live fetch + static repo check; quality +0"
   },
   "metrics": {
    "days_since_push": 3.6,
    "safety_flags": [],
    "safety_positives": [
     "links official FLOP domains",
     "warns never to share keys",
     "states unofficial / no token"
    ],
    "data_access": [
     "creates local key file (0600)",
     "devnet gateway key",
     "devnet faucet",
     "runs installers / root on host"
    ]
   },
   "evidence": {
    "links": [
     "https://github.com/0andadream/flop-operator-guide"
    ],
    "github": {
     "stars": 0,
     "pushed_at": "2026-11-06T16:18:01Z",
     "license": "MIT",
     "archived": false
    },
    "http": [],
    "npm": null
   },
   "claims": [
    "Validator + GPU miner walkthrough with status as of 6 Nov 2026",
    "Validator package verified against the explorer's published .sha256"
   ],
   "claims_verdict": "Verified",
   "claims_note": "The checksum URL it uses on explorer.devnet.flop.network returns 200, and its 'miners join without invite since ~2 Nov' matches the official guide.",
   "claims_evidence": [
    "https://explorer.devnet.flop.network/validator-downloads/validator-cs-be91fe83-0.3.0-devnet.1.tar.gz.sha256"
   ],
   "claims_penalty": 0,
   "category_rank": 5
  },
  {
   "id": "vlsss12-miner-guide",
   "name": "FLOP miner community guide",
   "category": "Miner & validator tooling",
   "service_description": "Independent, vendor-neutral step-by-step devnet GPU miner field guide.",
   "kind": "guide",
   "official": false,
   "scores": {
    "reliability": 100,
    "quality": 70,
    "safety": 100
   },
   "measured_score": 86.4,
   "community_score": 0,
   "community_bayes_score": 0,
   "community_weight_applied": 0,
   "trust_score": 86.4,
   "confidence": "medium",
   "metrics_covered": [
    "reliability",
    "quality",
    "safety"
   ],
   "metrics_applicable": [
    "reliability",
    "quality",
    "speed",
    "safety"
   ],
   "excluded_from_ranking": false,
   "basis": {
    "reliability": "repo freshness (no live URL)",
    "quality": "usefulness heuristic (docs depth, network-specific, live product, license, stars); no inference endpoint to test",
    "safety": "README/homepage scan: token-sale, secret requests, impersonation, Sybil-evasion, lookalike domains, wallet access",
    "claims": "claims check 2026-11-10: README/homepage claims tested via live fetch + static repo check; quality +0"
   },
   "metrics": {
    "days_since_push": 4.4,
    "safety_flags": [],
    "safety_positives": [
     "links official FLOP domains"
    ],
    "data_access": [
     "read-only public data",
     "creates local key file (0600)",
     "devnet gateway key",
     "devnet faucet",
     "runs installers / root on host"
    ]
   },
   "evidence": {
    "links": [
     "https://github.com/vlsss12/flop-miner-community-guide"
    ],
    "github": {
     "stars": 0,
     "pushed_at": "2026-11-05T20:25:50Z",
     "license": null,
     "archived": false
    },
    "http": [],
    "npm": null
   },
   "claims": [
    "Step-by-step miner route checked 5 Nov 2026",
    "Download and verify the official pack against the published checksum"
   ],
   "claims_verdict": "Verified",
   "claims_note": "It routes the checksum step to the official miner guide's public pack, with no hard-coded values to go stale.",
   "claims_evidence": [
    "https://docs.flop.network/docs/run-miner"
   ],
   "claims_penalty": 0,
   "category_rank": 7
  },
  {
   "id": "mztacat-validator-miner",
   "name": "Validator + GPU miner guide (mztacat)",
   "category": "Miner & validator tooling",
   "service_description": "Walkthrough for a FLOP validator (CPU) and GPU miner, hardware to troubleshooting.",
   "kind": "guide",
   "official": false,
   "scores": {
    "reliability": 100,
    "quality": 73.0,
    "safety": 100,
    "quality_before_claims": 78
   },
   "measured_score": 87.3,
   "community_score": 0,
   "community_bayes_score": 0,
   "community_weight_applied": 0,
   "trust_score": 87.3,
   "confidence": "medium",
   "metrics_covered": [
    "reliability",
    "quality",
    "safety"
   ],
   "metrics_applicable": [
    "reliability",
    "quality",
    "speed",
    "safety"
   ],
   "excluded_from_ranking": false,
   "basis": {
    "reliability": "repo freshness (no live URL)",
    "quality": "usefulness heuristic (docs depth, network-specific, live product, license, stars); no inference endpoint to test",
    "safety": "README/homepage scan: token-sale, secret requests, impersonation, Sybil-evasion, lookalike domains, wallet access",
    "claims": "claims check 2026-11-10: README/homepage claims tested via live fetch + static repo check; quality -5"
   },
   "metrics": {
    "days_since_push": 3.6,
    "safety_flags": [],
    "safety_positives": [
     "links official FLOP domains",
     "warns never to share keys",
     "states unofficial / no token"
    ],
    "data_access": [
     "devnet gateway key",
     "devnet faucet",
     "handles a private key/seed (check where it is stored)",
     "runs installers / root on host"
    ]
   },
   "evidence": {
    "links": [
     "https://github.com/mztacat/Flop-Setup-Validator-and-GPU-Miner"
    ],
    "github": {
     "stars": 4,
     "pushed_at": "2026-11-06T15:25:31Z",
     "license": null,
     "archived": false
    },
    "http": [],
    "npm": null
   },
   "claims": [
    "Validator onboarding package flow with checksum verification",
    "Miner setup flow",
    "Miners are invite-only"
   ],
   "claims_verdict": "Partly",
   "claims_note": "The checksum URL is official and live, but 'miners are invite-only' is out of date: the official guide has opened the public miner pack without an invite since about 2 Nov 2026.",
   "claims_evidence": [
    "https://explorer.devnet.flop.network/validator-downloads/validator-cs-be91fe83-0.3.0-devnet.1.tar.gz.sha256",
    "https://flop.network/skills/flop-miner-devnet/SKILL.md"
   ],
   "claims_penalty": -5,
   "category_rank": 6
  },
  {
   "id": "awesome-technocore",
   "name": "Awesome Technocore",
   "category": "Guides & docs",
   "service_description": "Curated list of Technocore tools, agent adapters and guides.",
   "kind": "guide",
   "official": false,
   "scores": {
    "reliability": 25,
    "quality": 49.4,
    "safety": 100,
    "quality_before_claims": 54.4
   },
   "measured_score": 57.4,
   "community_score": 0,
   "community_bayes_score": 0,
   "community_weight_applied": 0,
   "trust_score": 57.4,
   "confidence": "medium",
   "metrics_covered": [
    "reliability",
    "quality",
    "safety"
   ],
   "metrics_applicable": [
    "reliability",
    "quality",
    "speed",
    "safety"
   ],
   "excluded_from_ranking": false,
   "basis": {
    "reliability": "repo freshness (no live URL)",
    "quality": "usefulness heuristic (docs depth, network-specific, live product, license, stars); no inference endpoint to test",
    "safety": "README/homepage scan: token-sale, secret requests, impersonation, Sybil-evasion, lookalike domains, wallet access",
    "claims": "claims check 2026-11-10: README/homepage claims tested via live fetch + static repo check; quality -5"
   },
   "metrics": {
    "days_since_push": 76,
    "safety_flags": [],
    "safety_positives": [
     "links official FLOP domains"
    ],
    "data_access": [
     "handles a private key/seed (check where it is stored)"
    ]
   },
   "evidence": {
    "links": [
     "https://github.com/d4ncboz/awesome-technocore"
    ],
    "github": {
     "stars": 14,
     "pushed_at": "2026-08-26T06:08:23Z",
     "license": "NOASSERTION",
     "archived": false
    },
    "http": [],
    "npm": null
   },
   "claims": [
    "Curated list of Technocore tools, SDKs and guides",
    "Describes technocore.chat as a decentralized web client and flop.finance as an official currency hub"
   ],
   "claims_verdict": "Partly",
   "claims_note": "Its 4 GitHub links resolve, but the list is thin and the descriptions are inaccurate: technocore.chat is a centralized zero-auth HTTP chat server, and no FLOP currency exists before TGE.",
   "claims_evidence": [
    "https://technocore.chat"
   ],
   "claims_penalty": -5,
   "category_rank": 4
  },
  {
   "id": "flopfinance-verify",
   "name": "Flop Finance Verify",
   "category": "Agent network & identity",
   "service_description": "Third-party DID 'vault' and verification suite that labels itself 'Official' for flop.finance.",
   "kind": "tool",
   "official": false,
   "scores": {
    "reliability": 55,
    "quality": 85.0,
    "speed": 100,
    "safety": 60,
    "quality_before_claims": 90
   },
   "measured_score": 72.2,
   "community_score": 0,
   "community_bayes_score": 0,
   "community_weight_applied": 0,
   "trust_score": 72.2,
   "confidence": "high",
   "metrics_covered": [
    "reliability",
    "quality",
    "speed",
    "safety"
   ],
   "metrics_applicable": [
    "reliability",
    "quality",
    "speed",
    "safety"
   ],
   "excluded_from_ranking": true,
   "basis": {
    "reliability": "URL uptime probe + repo freshness",
    "quality": "usefulness heuristic (docs depth, network-specific, live product, license, stars); no inference endpoint to test",
    "speed": "HTTP response time of live URL (single probe from US-East sandbox)",
    "safety": "README/homepage scan: token-sale, secret requests, impersonation, Sybil-evasion, lookalike domains, wallet access",
    "claims": "claims check 2026-11-10: README/homepage claims tested via live fetch + static repo check; quality -5"
   },
   "metrics": {
    "http_up": "1/1",
    "days_since_push": 76.8,
    "http_ms_median": 72,
    "safety_flags": [
     {
      "severity": "high",
      "code": "impersonation",
      "detail": "Third-party project presents itself as \"Official\"."
     }
    ],
    "safety_positives": [
     "links official FLOP domains"
    ],
    "data_access": [
     "handles a private key/seed (check where it is stored)"
    ]
   },
   "evidence": {
    "links": [
     "https://github.com/0xrohitsen/flopfinance-verify",
     "https://flopfinance-verify.vercel.app"
    ],
    "github": {
     "stars": 0,
     "pushed_at": "2026-08-25T12:31:26Z",
     "license": "MIT",
     "archived": false
    },
    "http": [
     {
      "url": "https://flopfinance-verify.vercel.app",
      "status": 200,
      "ms": 72
     }
    ],
    "npm": null
   },
   "claims": [
    "'Official' human verification and DID vault for Flop Finance",
    "Web suite plus Python CLI (flop_second_cli.py)",
    "Live room proxy and sequence verifier"
   ],
   "claims_verdict": "Partly",
   "claims_note": "The site, CLI and /api/proxy to technocore.chat work, but the headline 'Official' claim is false: it is a third-party build by @bigbrainless, not on the official domain list.",
   "claims_evidence": [
    "https://flopfinance-verify.vercel.app",
    "https://flopfinance-verify.vercel.app/api/proxy/llms.txt"
   ],
   "claims_penalty": -5,
   "claims_risky": true
  },
  {
   "id": "mohsolo78-inference-cluster",
   "name": "flop-inference-cluster",
   "category": "Other",
   "service_description": "Scripted 'humanoid' node with randomized delays designed to avoid Sybil detection.",
   "kind": "agent",
   "official": false,
   "scores": {
    "reliability": 50,
    "quality": 0,
    "safety": 55,
    "quality_before_claims": 13.3
   },
   "measured_score": 36.4,
   "community_score": 0,
   "community_bayes_score": 0,
   "community_weight_applied": 0,
   "trust_score": 36.4,
   "confidence": "medium",
   "metrics_covered": [
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    "quality",
    "safety"
   ],
   "metrics_applicable": [
    "reliability",
    "quality",
    "speed",
    "safety"
   ],
   "excluded_from_ranking": true,
   "basis": {
    "reliability": "repo freshness (no live URL)",
    "quality": "usefulness heuristic (docs depth, network-specific, live product, license, stars); no inference endpoint to test",
    "safety": "README/homepage scan: token-sale, secret requests, impersonation, Sybil-evasion, lookalike domains, wallet access",
    "claims": "claims check 2026-11-10: README/homepage claims tested via live fetch + static repo check; quality -15"
   },
   "metrics": {
    "days_since_push": 56.5,
    "safety_flags": [
     {
      "severity": "high",
      "code": "sybil_evasion",
      "detail": "Designed to evade Sybil/bot detection, against FLOP testnet rules (one participant, one score)."
     }
    ],
    "safety_positives": [],
    "data_access": []
   },
   "evidence": {
    "links": [
     "https://github.com/mohsolo78/flop-inference-cluster"
    ],
    "github": {
     "stars": 3,
     "pushed_at": "2026-09-14T19:06:40Z",
     "license": null,
     "archived": false
    },
    "http": [],
    "npm": null
   },
   "claims": [
    "'Inference cluster' / signing node",
    "README argues it will not be considered a Sybil"
   ],
   "claims_verdict": "Not verified",
   "claims_note": "index.js runs no inference: it posts rotating templated phrases to tclk-offers, with a hard-coded DID and a 'fallback-test-key' secret.",
   "claims_evidence": [
    "repo: index.js"
   ],
   "claims_penalty": -15,
   "claims_risky": true
  },
  {
   "id": "mohamedsilah-advanced-miner",
   "name": "flop-advanced-miner",
   "category": "Other",
   "service_description": "Self-described 'stealth agent' for Technocore/tclk; no README.",
   "kind": "agent",
   "official": false,
   "scores": {
    "reliability": 0,
    "quality": 0,
    "safety": 55,
    "quality_before_claims": 6
   },
   "measured_score": 21.2,
   "community_score": 0,
   "community_bayes_score": 0,
   "community_weight_applied": 0,
   "trust_score": 21.2,
   "confidence": "medium",
   "metrics_covered": [
    "reliability",
    "quality",
    "safety"
   ],
   "metrics_applicable": [
    "reliability",
    "quality",
    "speed",
    "safety"
   ],
   "excluded_from_ranking": true,
   "basis": {
    "reliability": "repo freshness (no live URL)",
    "quality": "usefulness heuristic (docs depth, network-specific, live product, license, stars); no inference endpoint to test",
    "safety": "README/homepage scan: token-sale, secret requests, impersonation, Sybil-evasion, lookalike domains, wallet access",
    "claims": "claims check 2026-11-10: README/homepage claims tested via live fetch + static repo check; quality -15"
   },
   "metrics": {
    "days_since_push": 58.4,
    "safety_flags": [
     {
      "severity": "high",
      "code": "sybil_evasion",
      "detail": "Designed to evade Sybil/bot detection, against FLOP testnet rules (one participant, one score)."
     }
    ],
    "safety_positives": [],
    "data_access": []
   },
   "evidence": {
    "links": [
     "https://github.com/mohamedsilah/flop-advanced-miner"
    ],
    "github": {
     "stars": 3,
     "pushed_at": "2026-09-12T20:47:11Z",
     "license": null,
     "archived": false
    },
    "http": [],
    "npm": null
   },
   "claims": [
    "'Advanced miner' ('hyper-stealth instance')"
   ],
   "claims_verdict": "Not verified",
   "claims_note": "index.js mines nothing. It fabricates 'mining profitability' with Math.random and posts templated messages with human-like jitter to evade detection.",
   "claims_evidence": [
    "repo: index.js"
   ],
   "claims_penalty": -15,
   "claims_risky": true
  }
 ],
 "warnings": {
  "statement": "No FLOP token exists before mainnet/TGE (targeted Q1 2027). No official Discord or Telegram. Official domains: flop.finance, flop.network (+ api., mcp., docs., explorer.devnet., faucet., rpc.devnet.), ask.flop.finance, technocore.chat, github.com/flop-labs, npm @flop-labs.",
  "tokens": [
   {
    "chain": "solana",
    "dex": "pumpswap",
    "symbol": "FLOP",
    "name": "Flop Labs",
    "address": "HwCG1Jr6RbAVsKX1qTaH6JtFYGeE6zaLd13W44YGpump",
    "pair_created": "2026-08-22T06:14:48.000Z",
    "liquidity_usd": 13415.5,
    "fdv_usd": 31556,
    "url": "https://dexscreener.com/solana/hqkmkjntrikhvcmwk612w5czmheryyv8r7fktchsyvas",
    "verdict": "NOT OFFICIAL: uses the FLOP name or ticker; FLOP has no token"
   },
   {
    "chain": "solana",
    "dex": "pumpswap",
    "symbol": "FLOP",
    "name": "FLOP COIN",
    "address": "4ddZmkmhHJ2C6436znty5s3YpezEkEX6S1oebwhapump",
    "pair_created": "2026-10-04T23:08:48.000Z",
    "liquidity_usd": 12088.55,
    "fdv_usd": 29220,
    "url": "https://dexscreener.com/solana/cwdasmw7vwkxhgiip7h7kt2v5e2g1duerxsb5e9xnrx7",
    "verdict": "NOT OFFICIAL: uses the FLOP name or ticker; FLOP has no token"
   },
   {
    "chain": "pulsechain",
    "dex": "9inch",
    "symbol": "FLOP",
    "name": "Flopcoin",
    "address": "0xA8B4e655d77aC9AE98521b53bB6b9b26a7F93c68",
    "pair_created": "2023-12-05T16:43:25.000Z",
    "liquidity_usd": 222.53,
    "fdv_usd": 5319,
    "url": "https://dexscreener.com/pulsechain/0xd5afc518dd7cf38d836334bb340230320792a78b",
    "verdict": "unrelated name collision (pre-dates Flop Labs)"
   },
   {
    "chain": "xrpl",
    "dex": "xrpl",
    "symbol": "FLOP",
    "name": "FLOP",
    "address": "464C4F5000000000000000000000000000000000.rwKyqD8ncvnu9RnNmDfB1v1r2dtDaBL4yh",
    "pair_created": "2026-11-09T13:21:50.000Z",
    "liquidity_usd": null,
    "fdv_usd": 69048000,
    "url": "https://dexscreener.com/xrpl/464c4f5000000000000000000000000000000000.rwkyqd8ncvnu9rnnmdfb1v1r2dtdabl4yh_xrp",
    "verdict": "NOT OFFICIAL: uses the FLOP name or ticker; FLOP has no token"
   },
   {
    "chain": "solana",
    "dex": "pumpfun",
    "symbol": "FLOP",
    "name": "Flop Network",
    "address": "BiqJUcJSAqhgr8qW5jmzN88rHLSNb1MWfzKruezupump",
    "pair_created": "2026-11-01T08:58:09.000Z",
    "liquidity_usd": null,
    "fdv_usd": 2448.99,
    "url": "https://dexscreener.com/solana/6stzge4jpb5xtb5hvx8pzgnuyy1drzysxnkv59bub1ha",
    "verdict": "NOT OFFICIAL: uses the FLOP name or ticker; FLOP has no token"
   },
   {
    "chain": "solana",
    "dex": "pumpfun",
    "symbol": "Flop",
    "name": "Flip",
    "address": "24dY4C9pkenBQmP71YRPC3B97HE2B3rt5TMm1qPHpump",
    "pair_created": "2026-11-09T17:15:45.000Z",
    "liquidity_usd": null,
    "fdv_usd": 2417.61,
    "url": "https://dexscreener.com/solana/7ovgtvcmjaakq3amaw2obtpcah1g82tr9d2rycxybqbv",
    "verdict": "NOT OFFICIAL: uses the FLOP name or ticker; FLOP has no token"
   }
  ],
  "flagged_projects": [
   {
    "id": "flopfinance-verify",
    "name": "Flop Finance Verify",
    "flags": [
     {
      "severity": "high",
      "code": "impersonation",
      "detail": "Third-party project presents itself as \"Official\"."
     }
    ],
    "link": "https://github.com/0xrohitsen/flopfinance-verify"
   },
   {
    "id": "mohsolo78-inference-cluster",
    "name": "flop-inference-cluster",
    "flags": [
     {
      "severity": "high",
      "code": "sybil_evasion",
      "detail": "Designed to evade Sybil/bot detection, against FLOP testnet rules (one participant, one score)."
     }
    ],
    "link": "https://github.com/mohsolo78/flop-inference-cluster"
   },
   {
    "id": "mohamedsilah-advanced-miner",
    "name": "flop-advanced-miner",
    "flags": [
     {
      "severity": "high",
      "code": "sybil_evasion",
      "detail": "Designed to evade Sybil/bot detection, against FLOP testnet rules (one participant, one score)."
     }
    ],
    "link": "https://github.com/mohamedsilah/flop-advanced-miner"
   }
  ]
 },
 "publisher": "FlopRadar (flopradar.com). Independent. Not affiliated with Flop Labs.",
 "licence_note": "Free to download and reuse with attribution to flopradar.com.",
 "methodology": "https://flopradar.com/#methodology"
}
